WO2025044188A1 - Vascular imaging system, method and device, and electronic device and storage medium - Google Patents
Vascular imaging system, method and device, and electronic device and storage medium Download PDFInfo
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B8/00—Diagnosis using ultrasonic, sonic or infrasonic waves
- A61B8/06—Measuring blood flow
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B8/00—Diagnosis using ultrasonic, sonic or infrasonic waves
- A61B8/12—Diagnosis using ultrasonic, sonic or infrasonic waves in body cavities or body tracts, e.g. by using catheters
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B8/00—Diagnosis using ultrasonic, sonic or infrasonic waves
- A61B8/48—Diagnostic techniques
- A61B8/481—Diagnostic techniques involving the use of contrast agents, e.g. microbubbles introduced into the bloodstream
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B8/00—Diagnosis using ultrasonic, sonic or infrasonic waves
- A61B8/52—Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves
- A61B8/5215—Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves involving processing of medical diagnostic data
- A61B8/5238—Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves involving processing of medical diagnostic data for combining image data of patient, e.g. merging several images from different acquisition modes into one image
- A61B8/5246—Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves involving processing of medical diagnostic data for combining image data of patient, e.g. merging several images from different acquisition modes into one image combining images from the same or different imaging techniques, e.g. color Doppler and B-mode
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B8/00—Diagnosis using ultrasonic, sonic or infrasonic waves
- A61B8/52—Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves
- A61B8/5215—Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves involving processing of medical diagnostic data
- A61B8/5238—Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves involving processing of medical diagnostic data for combining image data of patient, e.g. merging several images from different acquisition modes into one image
- A61B8/5246—Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves involving processing of medical diagnostic data for combining image data of patient, e.g. merging several images from different acquisition modes into one image combining images from the same or different imaging techniques, e.g. color Doppler and B-mode
- A61B8/5253—Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves involving processing of medical diagnostic data for combining image data of patient, e.g. merging several images from different acquisition modes into one image combining images from the same or different imaging techniques, e.g. color Doppler and B-mode combining overlapping images, e.g. spatial compounding
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T11/00—2D [Two Dimensional] image generation
- G06T11/003—Reconstruction from projections, e.g. tomography
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/30—Determination of transform parameters for the alignment of images, i.e. image registration
- G06T7/33—Determination of transform parameters for the alignment of images, i.e. image registration using feature-based methods
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/60—Analysis of geometric attributes
- G06T7/68—Analysis of geometric attributes of symmetry
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/10—Image acquisition modality
- G06T2207/10064—Fluorescence image
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/10—Image acquisition modality
- G06T2207/10132—Ultrasound image
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30004—Biomedical image processing
- G06T2207/30101—Blood vessel; Artery; Vein; Vascular
Definitions
- the present application relates to the technical field of image acquisition and processing, and more specifically to a vascular imaging system, a vascular imaging method, a vascular imaging device, an electronic device and a computer-readable storage medium.
- Fractional flow reserve is defined as the ratio of the maximum blood flow that can be obtained by the myocardial area of the coronary artery under the condition of stenosis to the maximum blood flow that can be obtained by the same area under normal conditions.
- FFR truly reflects the impact of coronary artery stenosis caused by obstruction on its function and describes the limitation of the maximum blood flow of the myocardium when the coronary artery is stenotic.
- the blood flow in the coronary artery lumen is linearly related to the pressure. Therefore, the value of FFR can be simplified as the ratio of the mean pressure at the distal end of the coronary stenosis ( Pd ) to the mean pressure at the aortic root or the coronary artery opening ( Pa ) under maximum hyperemia.
- the measurement of FFR is mainly to measure the ratio of the distal pressure of the lesion stenosis to the proximal arterial pressure under the state of maximum hyperemia through a pressure intervention guidewire or a microcatheter.
- vasodilators such as adenosine
- the measurement process needs to span several cardiac cycles to ensure that the pressure in the coronary artery reaches the lowest and is relatively stable.
- potent drugs such as adenosine
- the resistance in the coronary artery is not static, but fluctuates in a phase mode throughout the cardiac cycle.
- FFR usually calculates the maximum flow to the vascular bed during hyperemia and averages it over several cardiac cycles to ensure that the resistance in the coronary artery is constant and minimal. Therefore, the whole process takes a long time and has high requirements for drug dosage and administration method.
- Adenosine also has related contraindications in clinical use, such as asthma, severe chronic obstructive pulmonary disease, hypotension and bradycardia, which further limit its clinical use.
- the present application is proposed in view of the above problems.
- the present application provides a vascular imaging system, a vascular imaging method, a vascular imaging device, an electronic device and a computer-readable storage medium.
- a vascular imaging system comprising: an ultrasound device for acquiring an ultrasound image within a blood vessel of a target object; an angiography device for acquiring a coronary angiography image of the target object; a processing device, connected to the ultrasound device and the angiography device, respectively, for: determining a diastolic waveform-free interval within the cardiac cycle of the target object; acquiring a target ultrasound image and a target angiography image of a target blood vessel of the target object within the diastolic waveform-free interval from the images acquired by the ultrasound device and the angiography device respectively; performing vascular reconstruction based on the target ultrasound image and the target angiography image to generate a vascular model of the target blood vessel; and determining a blood flow reserve fraction of the target blood vessel based on vascular parameters in the vascular model.
- the vascular imaging system also includes an electrocardiogram device for acquiring an electrocardiogram signal of a target object, and a processing device is connected to the electrocardiogram device, wherein the processing device determines the diastolic waveform-free interval within the cardiac cycle of the target object in the following manner: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal; the processing device is also used to: when the start moment of the diastolic waveform-free interval is identified, control the ultrasound device to start acquiring intravascular ultrasound images; when the end moment of the diastolic waveform-free interval is identified, control the ultrasound device to stop acquiring intravascular ultrasound images; the processing device acquires a target ultrasound image of a target blood vessel of the target object within the diastolic waveform-free interval from the image acquired by the ultrasound device in the following manner: acquiring the intravascular ultrasound image acquired by the ultrasound device as the target ultrasound image.
- the vascular imaging system further includes an electrocardiogram device for collecting electrocardiogram signals of the target object, and the processing device is connected to the electrocardiogram device, wherein the processing device determines the diastolic phase in the cardiac cycle of the target object by the following method: Waveform-free interval: receiving an electrocardiogram (ECG) signal of a target object from an electrocardiogram (ECG) device; identifying a diastolic waveform-free interval based on the ECG signal; a processing device acquiring a target ultrasound image of a target blood vessel of a target object within the diastolic waveform-free interval from an image acquired by an ultrasound device in the following manner: based on the identified diastolic waveform-free interval, selecting a target ultrasound image from intravascular ultrasound images acquired by the ultrasound device; wherein the ultrasound device and the ECG device synchronously acquire their respective corresponding intravascular ultrasound images and ECG signals, and the ultrasound device continuously acquires intravascular ultrasound images.
- ECG electrocardiogram
- ECG electrocardiogram
- the vascular imaging system also includes an electrocardiogram device for collecting electrocardiogram signals of a target object, and a processing device is connected to the electrocardiogram device.
- the processing device determines the diastolic waveform-free interval within the cardiac cycle of the target object in the following manner: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal; the processing device is also used to: when the start moment of the diastolic waveform-free interval is identified, control the angiography device to start collecting coronary angiography images; when the end moment of the diastolic waveform-free interval is identified, control the angiography device to stop collecting coronary angiography images; the processing device obtains a target angiography image of a target blood vessel of the target object within the diastolic waveform-free interval from the image collected by the angiography device in the following manner: from the coronary angiography images collected by the
- the vascular imaging system also includes an electrocardiogram device for acquiring an electrocardiogram signal of a target object, and a processing device is connected to the electrocardiogram device, and the processing device determines the diastolic waveform-free interval within the cardiac cycle of the target object in the following manner: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal; the processing device obtains a target angiography image of a target blood vessel of the target object within the diastolic waveform-free interval from an image acquired by an angiography device in the following manner: based on the identified diastolic waveform-free interval, selecting at least two frames of candidate coronary angiography images of different angiography angles from the coronary angiography images acquired by the angiography device as target angiography images; wherein the candidate coronary angiography image is a coronary angiography image acquired by the angiography device during
- the processing device identifies the diastolic waveform-free interval based on the ECG signal in the following manner: based on the waveform amplitude characteristics of the ECG signal, calculating the instantaneous resistance at each moment in the cardiac cycle; based on the instantaneous resistance at each moment in the cardiac cycle, determining the diastolic waveform-free interval.
- the processing device performs blood vessel reconstruction based on the target ultrasound image and the target contrast image to generate a blood vessel model of the target blood vessel in the following manner: identifying the centerline of the target blood vessel from the target contrast image; identifying the lumen contour of the target blood vessel from the target ultrasound image; and aligning and reconstructing the lumen contour along the centerline to obtain a blood vessel model.
- the processing device is also used to: identify side branches of a target blood vessel from a target ultrasound image; the processing device registers and reconstructs the lumen contour along the centerline to obtain a blood vessel model by registering and reconstructing the side branches together with the lumen contour along the centerline.
- the ultrasound device includes an ultrasound catheter and an ultrasound transducer disposed on the ultrasound catheter; the ultrasound transducer is used to acquire an intravascular ultrasound image of the target object during the retraction of the ultrasound catheter; the processing device identifies the centerline of the target blood vessel from the target angiography image in the following manner: for each frame of coronary angiography image in the target angiography image, determine the retraction starting point and the retraction end point of the ultrasound catheter in the coronary angiography image; based on the retraction starting point and the retraction end point, extract the retraction path of the ultrasound catheter from the coronary angiography image; based on the retraction path corresponding to each frame of coronary angiography image in the target angiography image, generate a three-dimensional retraction path of the ultrasound catheter; wherein the centerline of the target blood vessel is represented by a three-dimensional retraction path.
- the processing device extracts the retraction path of the ultrasound catheter from the coronary angiography image based on the retraction starting point and the retraction end point in the following manner: preprocessing the coronary angiography image to obtain a preprocessed coronary angiography image, wherein the preprocessing includes filtering and/or histogram enhancement processing; performing vascular boundary enhancement on the target blood vessel in the preprocessed coronary angiography image to obtain a boundary-enhanced coronary angiography image; performing image binarization and morphological denoising on the boundary-enhanced coronary angiography image to obtain a processed coronary angiography image; and extracting the shortest path with the retraction starting point as the starting point and the retraction end point as the end point from the processed coronary angiography image as the retraction path.
- the vascular parameters include the cross-sectional areas corresponding to each point on the long axis of the vascular model.
- the processing device determines the blood flow reserve fraction of the target vessel based on the vascular parameters in the vascular model in the following manner: determining the stenotic vessel segment and the normal vessel segment in the vascular model based on the size of the cross-sectional areas corresponding to each point on the long axis of the vascular model; obtaining the mean arterial pressure of the target vessel; and determining the blood flow reserve fraction of the target vessel based on the cross-sectional areas corresponding to the stenotic vessel segment, the cross-sectional areas corresponding to the normal vessel segment, and the cross-sectional areas corresponding to the stenotic vessel segment.
- the length of the segment is used to determine the pressure difference corresponding to the stenotic vessel segment; based on the mean arterial pressure and the pressure difference, the blood flow reserve fraction of the target vessel is determined.
- a vascular imaging method including: determining a diastolic waveform-free interval within the cardiac cycle of a target object; acquiring a target ultrasound image and a target angiography image of a target blood vessel of the target object within the diastolic waveform-free interval from images acquired by an ultrasound device and an angiography device respectively; performing vascular reconstruction based on the target ultrasound image and the target angiography image to generate a vascular model of the target blood vessel; and determining a blood flow reserve fraction of the target blood vessel based on vascular parameters in the vascular model.
- determining the diastolic waveform-free interval within the cardiac cycle of the target object includes: receiving an electrocardiogram signal of the target object from an electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal; the method also includes: when the start moment of the diastolic waveform-free interval is identified, controlling the ultrasound device to start acquiring intravascular ultrasound images; when the end moment of the diastolic waveform-free interval is identified, controlling the ultrasound device to stop acquiring intravascular ultrasound images; acquiring a target ultrasound image of a target blood vessel of the target object within the diastolic waveform-free interval from the image acquired by the ultrasound device, including: acquiring the intravascular ultrasound image acquired by the ultrasound device as the target ultrasound image.
- determining a diastolic waveform-free interval within a target object's cardiac cycle includes: receiving an electrocardiogram (ECG) signal of the target object from an electrocardiogram (ECG) device; identifying the diastolic waveform-free interval based on the ECG signal; and acquiring a target ultrasound image of a target blood vessel of the target object within the diastolic waveform-free interval from an image acquired by an ultrasound device, including: selecting a target ultrasound image from intravascular ultrasound images acquired by the ultrasound device based on the identified diastolic waveform-free interval; wherein the ultrasound device and the ECG device synchronously acquire their respective corresponding intravascular ultrasound images and ECG signals, and the ultrasound device continuously acquires intravascular ultrasound images.
- ECG electrocardiogram
- determining the diastolic waveform-free interval within the cardiac cycle of the target object includes: receiving an electrocardiogram signal of the target object from an electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal; the method also includes: when the start moment of the diastolic waveform-free interval is identified, controlling the angiography device to start acquiring coronary angiography images; when the end moment of the diastolic waveform-free interval is identified, controlling the angiography device to stop acquiring coronary angiography images; obtaining a target angiography image of a target blood vessel of the target object within the diastolic waveform-free interval from the image acquired by the angiography device, including: selecting at least two frames of coronary angiography images at different angiography angles from the coronary angiography images acquired by the angiography device as target angiography images.
- determining the diastolic waveform-free interval within the cardiac cycle of the target object includes: receiving an electrocardiogram (ECG) signal of the target object from an electrocardiogram (ECG) device; identifying the diastolic waveform-free interval based on the ECG signal; and obtaining a target angiography image of a target blood vessel of the target object within the diastolic waveform-free interval from an image acquired by an angiography device, including: based on the identified diastolic waveform-free interval, selecting at least two frames of candidate coronary angiography images of different angiography angles from the coronary angiography images acquired by the angiography device as target angiography images; wherein the candidate coronary angiography images are coronary angiography images acquired by the angiography device during the diastolic waveform-free interval; wherein the angiography device and the ECG device synchronously acquire their respective corresponding coronary angiography images and ECG signals, and
- identifying the diastolic waveform-free interval based on the ECG signal includes: calculating the instantaneous resistance at each moment in the cardiac cycle based on the waveform amplitude characteristics of the ECG signal; and determining the diastolic waveform-free interval based on the instantaneous resistance at each moment in the cardiac cycle.
- blood vessel reconstruction is performed based on the target ultrasound image and the target contrast image to generate a blood vessel model of the target blood vessel, including: identifying the centerline of the target blood vessel from the target contrast image; identifying the lumen contour of the target blood vessel from the target ultrasound image; and aligning and reconstructing the lumen contour along the centerline to obtain a blood vessel model.
- vascular reconstruction is performed based on the target ultrasound image and the target angiography image to generate a vascular model of the target blood vessel, which also includes: identifying side branches of the target blood vessel from the target ultrasound image; and registering and reconstructing the lumen contour along the centerline to obtain the vascular model, including: registering and reconstructing the side branches together with the lumen contour along the centerline.
- the ultrasound device includes an ultrasound catheter and an ultrasound transducer disposed on the ultrasound catheter; the ultrasound transducer is used to acquire an intravascular ultrasound image of a target object during the withdrawal process of the ultrasound catheter; identifying the centerline of the target blood vessel from the target angiography image, including: for each frame of a coronary angiography image in the target angiography image, determining a withdrawal start point and a withdrawal end point of the ultrasound catheter in the coronary angiography image; extracting an ultrasound image from the coronary angiography image based on the withdrawal start point and the withdrawal end point; A retraction path of the ultrasound catheter; based on the retraction path corresponding to each frame of the coronary angiography image in the target angiography image, a three-dimensional retraction path of the ultrasound catheter is generated; wherein the centerline of the target blood vessel is represented by the three-dimensional retraction path.
- the pullback path of the ultrasound catheter is extracted from the coronary angiography image, including: preprocessing the coronary angiography image to obtain a preprocessed coronary angiography image, wherein the preprocessing includes filtering and/or histogram enhancement processing; performing vascular boundary enhancement on the target blood vessel in the preprocessed coronary angiography image to obtain a boundary-enhanced coronary angiography image; performing image binarization and morphological denoising processing on the boundary-enhanced coronary angiography image to obtain a processed coronary angiography image; and extracting the shortest path with the pullback starting point as the starting point and the pullback end point as the end point from the processed coronary angiography image as the pullback path.
- the vascular parameters include the cross-sectional area corresponding to each point on the long axis of the vascular model; based on the vascular parameters in the vascular model, the blood flow reserve fraction of the target blood vessel is determined, including: based on the size of the cross-sectional area corresponding to each point on the long axis of the vascular model, the stenotic blood vessel segment and the normal blood vessel segment in the vascular model are determined; the mean arterial pressure of the target blood vessel is obtained; based on the cross-sectional area corresponding to the stenotic blood vessel segment, the cross-sectional area corresponding to the normal blood vessel segment and the length of the stenotic blood vessel segment, the pressure difference corresponding to the stenotic blood vessel segment is determined; based on the mean arterial pressure and the pressure difference, the blood flow reserve fraction of the target blood vessel is determined.
- a vascular imaging device including: a first determination module, used to determine the diastolic waveform-free interval within the cardiac cycle of the target object; an acquisition module, used to respectively acquire a target ultrasound image and a target angiography image of the target blood vessel of the target object within the diastolic waveform-free interval from images respectively acquired by an ultrasound device and an angiography device; a vascular reconstruction module, used to perform vascular reconstruction based on the target ultrasound image and the target angiography image to generate a vascular model of the target blood vessel; and a second determination module, used to determine the blood flow reserve fraction of the target blood vessel based on the vascular parameters in the vascular model.
- an electronic device comprising a processor and a memory, wherein the memory stores computer program instructions, and the computer program instructions are used by the processor to perform the following operations when executed: determining a diastolic waveform-free interval within the cardiac cycle of a target object; acquiring a target ultrasound image and a target angiography image of a target blood vessel of the target object within the diastolic waveform-free interval; performing vascular reconstruction based on the target ultrasound image and the target angiography image to generate a vascular model of the target blood vessel; and determining a blood flow reserve fraction of the target blood vessel based on vascular parameters in the vascular model.
- a computer-readable storage medium on which program instructions are stored, and the program instructions are used to perform the following operations when run: determine the diastolic waveform-free interval within the cardiac cycle of the target object; obtain a target ultrasound image and a target angiography image of the target blood vessel of the target object within the diastolic waveform-free interval; perform vascular reconstruction based on the target ultrasound image and the target angiography image to generate a vascular model of the target blood vessel; and determine the blood flow reserve fraction of the target blood vessel based on the vascular parameters in the vascular model.
- the blood flow reserve fraction of the target vessel is determined by obtaining the target ultrasound image and the target angiography image of the target vessel in the diastolic waveform-free interval.
- the coronary artery resistance in the diastolic waveform-free interval in the normal state and the coronary artery resistance in the maximum hyperemia state achieved by applying vasodilator drugs such as adenosine. Therefore, this scheme can achieve the measurement of the blood flow reserve fraction without the application of drugs.
- the present application can perform vascular reconstruction based on the target ultrasound image and the target angiography image, generate a vascular model of the target vessel, and determine the blood flow reserve fraction of the target vessel based on the vascular parameters in the vascular model.
- this scheme can determine the blood flow reserve fraction of the target vessel by algorithms such as vascular reconstruction without pressure measurement.
- this scheme is a minimally invasive method for determining the blood flow reserve fraction, which can reduce the discomfort of the subject (i.e., the target object), and can reduce the consumables during the test, reduce the cost and time of the subject, and thus save the test cost of the subject.
- the duration of the waveform-free interval during diastole is relatively long, which is conducive to obtaining more ultrasound image data, so that a vascular model of the target blood vessel can be more accurately generated based on the ultrasound image data, which in turn is conducive to improving the calculation accuracy of the blood flow reserve fraction of the target blood vessel.
- FIG1 is a schematic block diagram of a vascular imaging system according to an embodiment of the present application.
- FIG2 is a schematic diagram showing a reconstructed blood vessel model according to an embodiment of the present application.
- FIG3 is a schematic diagram showing a centerline of a target blood vessel according to an embodiment of the present application.
- FIG4 is a schematic flow chart of a blood vessel imaging method according to an embodiment of the present application.
- FIG5 is a schematic block diagram of a blood vessel imaging device according to an embodiment of the present application.
- FIG6 shows a schematic block diagram of an electronic device according to an embodiment of the present application.
- the commonly used method for measuring FFR is to measure the ratio of the distal pressure of the lesion stenosis and the proximal arterial pressure under the maximum hyperemia state through a pressure interventional guidewire and a microcatheter to calculate FFR.
- the pressure guidewire is an invasive measurement and is used for a single time, which will increase the additional cost of the subject and prolong the interventional surgery time.
- the pressure guidewire has a large measurement error for blood vessels with severe blockage and small lumens.
- the maximum hyperemia condition is generally obtained by injecting vasodilators such as adenosine into the patient's body through a vein or artery.
- vasodilators are harmful to the human body to a certain extent and are not suitable for some patient groups (such as liver and kidney dysfunction, drug allergy, etc.), and significantly increase the measurement time and complexity.
- the present application provides a vascular imaging system, method, device, electronic device and computer-readable storage medium, which does not require the use of vasodilators and can accurately determine the blood flow reserve fraction of the target blood vessel in a short time.
- the vascular imaging system, method, device, electronic device and computer-readable storage medium are described below.
- FIG1 shows a schematic block diagram of a vascular imaging system 100 according to an embodiment of the present application.
- the vascular imaging system 100 may include an ultrasound device 110 , an angiography device 120 , and a processing device 130 .
- the ultrasound device 110 is used to collect an intravascular ultrasound image (which may be referred to as an ultrasound image) of a target object.
- the ultrasound device 110 is an intravascular ultrasound (IVUS) device.
- the ultrasound device 110 may include an ultrasound catheter, and an ultrasound transducer may be provided at the top of the ultrasound catheter.
- the ultrasound catheter in the ultrasound device 110 may be placed in a blood vessel, and the intravascular ultrasound image may be collected by the ultrasound transducer.
- the angiography device 120 is used to collect coronary angiography images (which may be referred to as angiography images) of the target object.
- the angiography device 120 is a coronary angiography (CAG) device.
- CAG coronary angiography
- a contrast agent may be injected into the coronary artery to make the blood vessel appear under X-rays.
- the angiography device 120 may emit X-rays to collect corresponding coronary angiography images.
- the blood vessel may also be replaced with other blood vessels other than the coronary artery, and the implementation method is similar to that of the coronary artery, which will not be described in detail here.
- the processing device 130 is connected to the ultrasound device 110 and the angiography device 120, respectively.
- the processing device 130 can be used to perform the following operations: determine the diastolic waveform-free interval in the cardiac cycle of the target object. Obtain a target ultrasound image and a target angiography image of the target blood vessel of the target object in the diastolic waveform-free interval from the images respectively acquired by the ultrasound device and the angiography device. Perform blood vessel reconstruction based on the target ultrasound image and the target angiography image to generate a blood vessel model of the target blood vessel. Determine the blood flow reserve fraction of the target blood vessel based on the blood vessel parameters in the blood vessel model.
- the diastolic waveform-free interval refers to the diastolic phase of the cardiac cycle when the resting coronary artery resistance reaches its minimum. And it is a relatively constant period.
- the coronary artery resistance during the diastolic waveform-free interval is compared with the coronary artery resistance when the blood vessels reach the maximum hyperemia state through the use of vasodilators such as adenosine. There is no significant difference between the two.
- the blood flow and pressure in the blood vessels are linearly related, and the rise and fall of the pressure value can directly reflect the changes in blood flow, and then reflect the true physiological vascular stenosis. Therefore, during the diastolic waveform-free interval, the coronary artery resistance of the target blood vessel can be directly measured without the need to inject vasodilators into the target blood vessel.
- the method for determining the diastolic waveform-free interval in the cardiac cycle can adopt any existing or future developed method.
- the diastolic waveform-free interval can be determined in the cardiac cycle based on empirical values. For example, it can be determined that the starting time of the diastolic waveform-free interval is 112 ms after the start of the diastolic period, and the duration of the diastolic waveform-free interval is 354 ms.
- the diastolic waveform-free interval can be determined in the cardiac cycle based on the electrocardiographic signal on the electrocardiogram (ECG) of the target object. The specific determination method is described below.
- the time period occupied by the diastolic waveform-free interval in the entire cardiac cycle can be the same or different.
- the current target object can be tested in advance to determine the time period occupied by its diastolic waveform-free interval in the entire cardiac cycle. Subsequently, the current target object can be imaged by blood vessels, and at this time, based on the results of the previous test, it can be determined which images of the acquired intravascular ultrasound images and coronary angiography images are acquired during the diastolic waveform-free interval.
- the diastolic waveform-free interval is in each cardiac cycle, and then determine in real time which intravascular ultrasound images and coronary angiography images are acquired during the diastolic waveform-free interval.
- the processing device 130 can respectively obtain a target ultrasound image and a target angiography image of a target blood vessel of the target object in a diastolic waveform-free interval from the images acquired by the ultrasound device 110 and the angiography device 120 .
- the target blood vessel may be any blood vessel in the target subject's body for which FFR needs to be calculated.
- the present application does not limit the location, blood vessel type, etc. of the target blood vessel.
- the target ultrasound image and the target contrast image can be directly acquired by corresponding acquisition devices (e.g., ultrasound device 110 and contrast device 120), or can be acquired by performing image preprocessing on the acquired ultrasound image and contrast image.
- Image preprocessing can include operations such as mean filtering.
- the acquisition of the target ultrasound image and the target contrast image can be completed simultaneously.
- the target ultrasound image and the target contrast image can also be acquired asynchronously. This application does not limit this.
- the ultrasound catheter inserted into the blood vessel can be withdrawn, and the ultrasound transducer installed at the top of the ultrasound catheter can be used to acquire and display the ultrasound image of the target blood vessel in real time, that is, the cross-sectional image of the target blood vessel.
- the ultrasound image acquired by the ultrasound device 110 can clearly display information such as the thickness of the blood vessel wall structure, the size and shape of the lumen, etc. Therefore, by acquiring the target ultrasound image of the target blood vessel, the cross-sectional characteristics of the target blood vessel can be accurately determined.
- the number of target ultrasound images can be selected according to actual needs. For any target blood vessel, the more ultrasound images corresponding to the target blood vessel, the more the blood vessel model obtained in the subsequent blood vessel reconstruction can truly reflect the situation of the target blood vessel.
- the target ultrasound image of the target blood vessel can be obtained by uniformly withdrawing the ultrasound catheter inserted into the blood vessel.
- the number of target ultrasound images obtained can be adjusted by adjusting the withdrawal speed of the ultrasound catheter and/or the acquisition frequency of the ultrasound transducer.
- the target ultrasound image can be obtained by high-speed withdrawal and high-frame rate acquisition.
- the ultrasound device 110 can be used to collect ultrasound images at a higher withdrawal speed and a higher imaging frame rate, which is conducive to ensuring that the acquisition of the ultrasound image of the target blood vessel is completed as soon as possible, shortening the acquisition time, and is conducive to obtaining more target ultrasound images to more accurately determine the real target blood vessel structure.
- the above-mentioned higher withdrawal speed can be, for example, 3 millimeters per second (mm/s), 6 mm/s or 9 mm/s
- the above-mentioned higher imaging frame rate can be, for example, 60 frames per second (frames/s) or 90 frames/s.
- the imaging device 120 may be an X-ray imaging machine, a CT scanner, etc. This application is not limited thereto.
- the number of target imaging images is at least two frames. Each of the at least two frames of target imaging images has a different imaging angle. The difference in imaging angles between any two frames of target imaging images in the at least two frames of target imaging images satisfies an angle difference condition.
- the angle difference condition is that the difference in imaging angles between the two frames of target imaging images is between [30°, 150°]
- the number of target angiography images is two, and the difference between the angiography angles of the two target angiography images is 60°. In this embodiment, by making each target angiography image in the target angiography image have a different angiography angle, it is helpful to provide a more accurate basis for the subsequent vascular reconstruction step.
- the processing device 130 may perform blood vessel reconstruction based on the target ultrasound image and the target contrast image to generate a blood vessel model of the target blood vessel.
- the target angiography image can provide the retraction trajectory of the ultrasound catheter and the geometric information of the long axis direction of the target blood vessel and the spatial position of the cross section of the blood vessel, and the target ultrasound image can provide the morphological structure of multiple cross sections of the target blood vessel.
- This embodiment facilitates accurate reconstruction of the three-dimensional structure of the target blood vessel by fusing the two. The specific reconstruction method is described in detail below.
- the target ultrasound image is collected at the end of diastole of each cardiac cycle, the end of diastole of each cardiac cycle is short, and the number of target ultrasound images collected in each cardiac cycle is small, resulting in a large amount of data loss, so that the amount of data used to reconstruct the vascular model is small, and the reconstructed vascular model cannot truly reflect the situation of the target blood vessel.
- the target ultrasound image is acquired during the waveform-free interval of the diastole.
- the echo-free interval is longer, so that the target ultrasound image can be collected in a longer period of each cardiac cycle, which is conducive to increasing the number of imaging of the target ultrasound image in each cardiac cycle, obtaining more vascular cross-sectional information of the target blood vessel, and then more truly reflecting the situation of the target blood vessel.
- the withdrawal speed of the ultrasound catheter can be increased while ensuring that the amount of target ultrasound image data is sufficient, which is conducive to further improving the image acquisition efficiency.
- the processing device 130 may determine the blood flow reserve fraction of the target blood vessel based on the blood vessel parameters in the blood vessel model.
- the vascular parameters may include characteristic data of each vascular cross section in the vascular model, such as cross-sectional diameter, cross-sectional area, etc.
- the vascular parameters may also include the length of a specific vascular segment in the vascular model, such as a stenotic vascular segment as shown below.
- iFR instantaneous wave-free ratio
- iFR is defined as the mean pressure at the distal end of the stenosis during the diastolic waveform-free interval divided by the mean arterial pressure during the diastolic waveform-free interval.
- the diastolic waveform-free interval can be determined by an algorithm related to the calculation of iFR, or coronary flow reserve (cFR) derived from iFR, or diastolic hyperemia-free ratio (dFR) derived from iFR.
- the processing device 130 can perform vascular reconstruction based on the target ultrasound image and target angiography image collected during the diastolic waveform-free interval to generate a vascular model. After obtaining the vascular parameters in the vascular model, the blood flow reserve fraction of the target vessel can be determined based on the mean arterial pressure in the target vessel and the blood flow velocity in the target vessel. The specific determination method is described in detail below.
- the blood flow reserve fraction of the target vessel is determined by obtaining the target ultrasound image and the target angiography image of the target vessel in the diastolic waveform-free interval.
- the coronary artery resistance in the diastolic waveform-free interval in the normal state and the coronary artery resistance in the maximum hyperemia state achieved by applying vasodilator drugs such as adenosine. Therefore, this scheme can achieve the measurement of the blood flow reserve fraction without the application of drugs.
- the present application can perform vascular reconstruction based on the target ultrasound image and the target angiography image, generate a vascular model of the target vessel, and determine the blood flow reserve fraction of the target vessel based on the vascular parameters in the vascular model.
- this scheme can determine the blood flow reserve fraction of the target vessel by algorithms such as vascular reconstruction without pressure measurement.
- this scheme is a minimally invasive method for determining the blood flow reserve fraction, which can reduce the discomfort of the subject (i.e., the target object), and can reduce the consumables during the test, reduce the cost and time of the subject, and thus save the test cost of the subject.
- the duration of the waveform-free interval during diastole is relatively long, which is conducive to obtaining more ultrasound image data, so that a vascular model of the target blood vessel can be more accurately generated based on the ultrasound image data, which in turn is conducive to improving the calculation accuracy of the blood flow reserve fraction of the target blood vessel.
- the vascular imaging system further includes an electrocardiogram device for collecting an electrocardiogram signal of the target object, and the processing device 130 is connected to the electrocardiogram device.
- the processing device 130 determines the diastolic waveform-free interval in the cardiac cycle of the target object by: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal;
- the processing device 130 obtains a target ultrasound image of a target blood vessel of a target object in a diastolic waveform-free interval from the image acquired by the ultrasound device 110 in the following manner: based on the identified diastolic waveform-free interval, a target ultrasound image is selected from the intravascular ultrasound images acquired by the ultrasound device 110.
- the ultrasound device 110 and the electrocardiogram device synchronously acquire the intravascular ultrasound images and electrocardiogram signals corresponding to each other, and the ultrasound device continuously acquires the intravascular ultrasound images.
- the ultrasound image of the target blood vessel can be acquired in one or more cardiac cycles.
- the target ultrasound image includes an ultrasound image acquired in the diastolic waveform-free interval of each cardiac cycle.
- the time periods of the diastolic waveform-free intervals in the cardiac cycle of the target object may be different.
- the time periods of the diastolic waveform-free intervals in different cardiac cycles may also be different. Therefore, the diastolic waveform-free intervals in each cardiac cycle can be determined separately. Therefore, compared with using empirical values to determine the diastolic waveform-free interval in the cardiac cycle, determining the diastolic waveform-free interval based on the electrocardiogram signal is more helpful to ensure the accuracy of the determined blood flow reserve fraction.
- the specific method of identifying the diastolic waveform-free interval based on the electrocardiogram signal is described in detail below.
- the ECG signal and the ultrasound image are collected synchronously.
- the ultrasound device can collect multiple frames of ultrasound images in the cardiac cycle. Among the multiple frames of ultrasound images, only some of the ultrasound images may correspond to the diastolic waveform-free interval. In some embodiments, the multiple frames of ultrasound images correspond to different acquisition times.
- the diastolic waveform-free interval of the current cardiac cycle can be identified according to the ECG signal. And according to the time period corresponding to the diastolic waveform-free interval, the ultrasound image corresponding to the time period is selected from the multiple frames of ultrasound images. The selected ultrasound image is the target ultrasound image.
- the ultrasound image collected between the 230ms after the start of acquisition and the 600ms after the start of acquisition can be selected from the multiple frames of ultrasound images collected by the ultrasound device.
- the ultrasound image collected during this time period is the target ultrasound image.
- this embodiment by synchronously acquiring the ECG signal and the ultrasound image, and selecting the target ultrasound image from the ultrasound image using the diastolic waveform-free interval determined based on the ECG signal, it is helpful to ensure the accuracy of the vascular model generated based on the target ultrasound image, thereby further improving the calculation accuracy of the blood flow reserve fraction.
- this embodiment continuously acquires ultrasound images, which helps to improve the imaging speed.
- the vascular imaging system also includes an electrocardiogram device for collecting electrocardiogram signals of the target object, and the processing device is connected to the electrocardiogram device.
- the processing device 130 determines the diastolic waveform-free interval within the cardiac cycle of the target object in the following manner: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal.
- the processing device 130 is also used to: when the start moment of the diastolic waveform-free interval is identified, control the ultrasound device 110 to start collecting intravascular ultrasound images; when the end moment of the diastolic waveform-free interval is identified, control the ultrasound device 110 to stop collecting intravascular ultrasound images.
- the processing device 130 obtains a target ultrasound image of the target blood vessel of the target object within the diastolic waveform-free interval from the image collected by the ultrasound device 110 in the following manner: obtain the intravascular ultrasound image collected by the ultrasound device 110 as the target ultrasound image.
- the ECG signal can be acquired in real time through any existing or future developed ECG device. It can be understood that each cardiac cycle corresponds to a continuous ECG signal.
- the diastolic waveform-free interval in the corresponding cardiac cycle can be determined based on the ECG signal.
- the start time of the diastolic waveform-free interval can correspond to a specific data point on the ECG signal.
- the data point can be referred to as the first data point.
- the end time of the diastolic waveform-free interval can also correspond to a specific data point in the ECG.
- the data point can be referred to as the second data point.
- the ultrasound device 110 can be controlled to start collecting ultrasound images.
- the ultrasound device 110 is controlled to stop collecting ultrasound images.
- the ultrasound device 110 can be controlled to collect enough target ultrasound images within the diastolic waveform-free interval.
- the specific method for identifying the diastolic waveform-free interval based on the ECG signal is described in detail below.
- controlling the ultrasound device 110 to start collecting images may refer to controlling the ultrasound catheter placed in the blood vessel to start withdrawing and collecting ultrasound images.
- Controlling the ultrasound device 110 to stop collecting ultrasound images may refer to controlling the ultrasound catheter placed in the blood vessel to stop withdrawing and stop collecting ultrasound images.
- the above technical solution is based on the ECG signal triggering ultrasound equipment to collect ultrasound images of the target blood vessels. Therefore, the solution only collects ultrasound images during the diastolic waveform-free interval in the cardiac cycle, and does not collect ultrasound images during other periods (such as the systolic period) except the diastolic waveform-free interval in the cardiac cycle.
- the solution is conducive to preventing the loss of intravascular ultrasound images corresponding to other periods except the diastolic waveform-free interval, and can obtain relatively complete target blood vessel spatial geometric information, which is conducive to improving calculation accuracy.
- the solution can minimize the collection of useless ultrasound images (i.e., ultrasound images collected during periods other than the diastolic waveform-free interval), which is conducive to improving the utilization rate of ultrasound images and reducing data redundancy.
- the above-mentioned triggered ultrasound image acquisition scheme can be mainly applied to a vascular imaging system that can realize high-speed retracement and high frame rate acquisition. In such a vascular imaging system, the above-mentioned triggered ultrasound image acquisition scheme is relatively feasible.
- the vascular imaging system also includes an electrocardiogram device for collecting electrocardiogram signals of the target object, and the processing device is connected to the electrocardiogram device.
- the processing device 130 determines the diastolic waveform-free interval in the cardiac cycle of the target object in the following manner: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal.
- the processing device 130 obtains a target angiography image of the target blood vessel of the target object in the diastolic waveform-free interval from the image collected by the angiography device 120 in the following manner: based on the identified diastolic waveform-free interval, at least two frames of candidate coronary angiography images of different angiography angles are selected from the coronary angiography images collected by the angiography device 120 as the target angiography image; wherein the candidate coronary angiography image is a coronary angiography image collected by the angiography device in the diastolic waveform-free interval.
- the angiography device and the electrocardiogram device synchronously collect their respective corresponding coronary angiography images and electrocardiogram signals, and the angiography device continuously collects coronary angiography images.
- the angiography image of the diastolic waveform-free interval can be obtained as the target angiography image.
- the electrocardiogram signal and the angiography image are collected synchronously.
- the diastolic waveform-free interval in each cardiac cycle can be determined based on the electrocardiogram corresponding to each cardiac cycle.
- the angiography image corresponding to the diastolic waveform-free interval is selected as the candidate coronary angiography image.
- at least two frames of angiography images with different angiography angles can be selected from the candidate angiography images as the target angiography images.
- the difference in the angiography angle between any two frames of the target angiography images in at least two frames satisfies the angle difference condition.
- the angle difference condition has been described in detail above. For the sake of brevity, it will not be repeated here.
- the above embodiment synchronously acquires the ECG signal and the angiography image, and selects the target angiography image from the angiography image using the diastolic waveform-free interval determined based on the ECG signal, which helps to ensure the accuracy of the vascular model generated based on the target angiography image, thereby helping to further improve the calculation accuracy of the blood flow reserve fraction.
- the vascular imaging system further includes an electrocardiogram device for collecting electrocardiogram signals of the target object, and the processing device 130 is connected to the electrocardiogram device.
- the processing device 130 determines the diastolic waveform-free interval in the cardiac cycle of the target object in the following manner: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal.
- the processing device 130 is also used to: when the start time of the diastolic waveform-free interval is identified, control the angiography device 120 to start collecting coronary angiography images; when the end time of the diastolic waveform-free interval is identified, control the angiography device 120 to stop collecting coronary angiography images.
- the processing device 130 obtains a target angiography image of the target blood vessel of the target object in the diastolic waveform-free interval from the image collected by the angiography device 120 in the following manner: from the coronary angiography images collected by the angiography device 120, select at least two frames of coronary angiography images at different angiography angles as the target angiography images.
- all contrast images are acquired during the waveform-free interval of the diastolic period.
- all contrast images acquired by the contrast device can be acquired as target contrast images.
- two contrast images with different contrast angles can be selected from the contrast images acquired by the contrast device as target contrast images. The difference in contrast angle between the two target contrast images meets the angle difference requirement.
- only two contrast images are selected as target contrast images, which is beneficial to reduce the amount of data that needs to be calculated in the process of generating the vascular model, thereby further improving the calculation efficiency of FFR.
- the above technical solution triggers the angiography device to collect angiography images of the target blood vessels based on the ECG signal. Therefore, the solution can minimize the collection of useless angiography images (i.e., angiography images collected during periods other than the diastolic waveform-free interval). It is beneficial to improve the utilization rate of contrast images and reduce data redundancy.
- the above-mentioned selection of images based on the diastolic waveform-free interval and the acquisition of the target blood vessel image by the device based on the ECG signal triggering can be combined with each other to obtain the target ultrasound image and the target angiography image. It can include at least the following combinations:
- the ultrasound device When the beginning moment of the diastolic waveform-free interval is identified, the ultrasound device is controlled to start acquiring intravascular ultrasound images and the angiography device is controlled to start acquiring coronary angiography images; when the end moment of the diastolic waveform-free interval is identified, the ultrasound device is controlled to stop acquiring intravascular ultrasound images and the angiography device is controlled to stop acquiring coronary angiography images; the intravascular ultrasound image acquired by the ultrasound device is acquired as a target ultrasound image; and from the coronary angiography images acquired by the angiography device, at least two frames of coronary angiography images at different angiography angles are selected as target angiography images.
- the ultrasound device When the beginning moment of the diastolic waveform-free interval is identified, the ultrasound device is controlled to start acquiring the intravascular ultrasound image; when the ending moment of the diastolic waveform-free interval is identified, the ultrasound device is controlled to stop acquiring the intravascular ultrasound image, and the intravascular ultrasound image acquired by the ultrasound device is acquired as the target ultrasound image; based on the identified diastolic waveform-free interval, at least two frames of candidate coronary angiography images with different angiography angles are selected from the coronary angiography images acquired by the angiography device as the target angiography images.
- a target ultrasound image is selected from the intravascular ultrasound images acquired by the ultrasound device; when the beginning moment of the diastolic waveform-free interval is identified, the angiography device is controlled to start acquiring coronary angiography images, and when the end moment of the diastolic waveform-free interval is identified, the angiography device is controlled to stop acquiring coronary angiography images, and at least two frames of coronary angiography images at different angiography angles are selected from the coronary angiography images acquired by the angiography device as target angiography images.
- a target ultrasound image is selected from the intravascular ultrasound image acquired by the ultrasound device; based on the identified diastolic waveform-free interval, at least two frames of candidate coronary angiography images with different angiography angles are selected as target angiography images from the coronary angiography images acquired by the angiography device.
- the processing device 130 identifies the diastolic waveform-free interval based on the ECG signal in the following manner: calculating the instantaneous resistance at each moment in the cardiac cycle based on the waveform amplitude characteristics of the ECG signal. Determining the diastolic waveform-free interval based on the instantaneous resistance at each moment in the cardiac cycle.
- the hemodynamic changes of the target blood vessel in each cardiac cycle can be evaluated, and then the resistance index can be obtained.
- the period in the cardiac cycle when the resistance in the target blood vessel is the smallest and relatively stable can be identified.
- the instantaneous resistance at each moment in the cardiac cycle can be calculated based on the waveform amplitude characteristics of the ECG signal.
- the period in the cardiac cycle when the resistance in the target blood vessel is the smallest and relatively stable i.e., the diastolic waveform-free interval
- the ECG signal of the target object may be collected in advance before collecting the image (ultrasound image or angiography image), and the characteristic information of the diastolic waveform-free interval may be determined based on the ECG signal.
- the characteristic information may be the resistance index corresponding to the diastolic waveform-free interval of the target object (hereinafter referred to as the resistance index threshold), or the start time and end time of the diastolic waveform-free interval in each cardiac cycle.
- the ECG signals of multiple cardiac cycles of the target object may be collected in advance.
- the instantaneous resistance at each moment in the cardiac cycle is calculated based on the waveform amplitude characteristics of the ECG signal corresponding to the cardiac cycle. And according to the instantaneous resistance at each moment, the period (i.e., the diastolic waveform-free interval) when the resistance in the target blood vessel is the smallest and relatively stable in the cardiac cycle is determined. Then, based on the size of the minimum resistance corresponding to each of the multiple cardiac cycles, the resistance index corresponding to the largest minimum resistance in the multiple cardiac cycles is determined as the resistance index threshold.
- the instantaneous resistance at each moment in the cardiac cycle can be calculated based on the waveform amplitude characteristics of the ECG signal.
- the resistance index corresponding to the instantaneous resistance at the current moment is less than or equal to the resistance index threshold, the current moment can be considered to be the beginning of the waveform-free interval of the diastole in the cardiac cycle.
- the current moment can be considered to be the beginning of the waveform-free interval of the diastole in the cardiac cycle.
- the force index threshold is reached, the current moment can be considered as the end moment of the diastolic waveform-free interval in the cardiac cycle.
- the above technical solution calculates the instantaneous resistance at each moment in the cardiac cycle based on the electrocardiogram signal, and determines the diastolic waveform-free interval in the cardiac cycle according to the instantaneous resistance at each moment. This solution helps to more accurately determine the diastolic waveform-free interval in the cardiac cycle.
- the processing device performs blood vessel reconstruction based on the target ultrasound image and the target contrast image to generate a blood vessel model of the target blood vessel in the following manner: identifying the centerline of the target blood vessel from the target contrast image; identifying the lumen contour of the target blood vessel from the target ultrasound image; and aligning and reconstructing the lumen contour along the centerline to obtain a blood vessel model.
- the target angiography image can provide the direction of the blood vessel, that is, the retraction trajectory of the ultrasound catheter.
- the retraction trajectory of the ultrasound catheter can be determined based on the target angiography image, and the retraction trajectory can be used as the centerline of the target blood vessel. The specific method of identifying the centerline of the target blood vessel from the target angiography image is described in detail below.
- the lumen contour of the target blood vessel can be identified from the target ultrasound image using any existing or future developed neural network model for segmenting images.
- the neural network model can include one or more of the following neural network models: U-Net, Fully Convolutional Networks (FCN), Deep Convolutional Encoder-Decoder Structure for Image Segmentation (SegNet), etc.
- the U-Net model can be selected, and the annotated ultrasound image can be used as training data so that the U-Net model can automatically segment the lumen contour of the blood vessel in the ultrasound image.
- the result can be output, and feedback information (such as confirmation information or modification information) from the user on the result can be received.
- feedback information such as confirmation information or modification information
- the lumen contour of the target blood vessel in the current ultrasound image is confirmed or corrected, thereby completing the processing of the target ultrasound image.
- Fig. 2 shows a schematic diagram of a reconstructed blood vessel model according to an embodiment of the present application.
- the reconstruction process includes reconstruction of a target blood vessel three-dimensional path, acquisition and processing of a target ultrasound image, and registration reconstruction of a target angiography image and a target ultrasound image.
- the reconstruction of the three-dimensional path of the target blood vessel may include: synchronously acquiring two frames of target angiography images in the diastolic waveform-free interval of the cardiac cycle through the electrocardiogram signal, determining the withdrawal path (i.e., the center line of the target blood vessel) based on the two frames of target angiography images, and completing the three-dimensional reconstruction of the withdrawal path using the withdrawal paths corresponding to the two frames of target angiography images.
- the acquisition and processing of the target ultrasound image includes: triggering the acquisition of ultrasound images based on the waveform-free interval of the diastolic period of the electrocardiogram signal in the cardiac cycle.
- the acquired ultrasound image is the target ultrasound image. After the acquisition is completed, the lumen contour in each target ultrasound image is identified.
- the registration and reconstruction of the target angiography image and the target ultrasound image includes: registering the lumen contours in each target ultrasound image with the three-dimensional retrieval path, determining the position of the lumen contours in each frame of the target ultrasound image, and then fitting each lumen contour using surface fitting to complete the three-dimensional reconstruction of the vascular model of the target blood vessel.
- the processing device is also used to: identify side branches of a target blood vessel from a target ultrasound image; and when registering and reconstructing the lumen contour along the center line to obtain a blood vessel model, register and reconstruct the side branches together with the lumen contour along the center line.
- Registration reconstruction can be performed. Registration reconstruction may include the following operations. Using the distance mapping method, the lumen contour of each frame of the target ultrasound image is inserted on the centerline of the target blood vessel, thereby determining the position of the lumen contour in each frame of the target ultrasound image. Then, surface fitting is used to fit each lumen contour to complete the three-dimensional reconstruction of the vascular model of the target blood vessel. In a specific embodiment, a non-uniform rational B-spline curve (NURBS) can be used to fit each lumen contour, and the fitted contour can be reconstructed.
- NURBS non-uniform rational B-spline curve
- the combined result is smoothed to complete the three-dimensional reconstruction of the vascular model of the target blood vessel.
- the side branch when the lumen contour is registered and reconstructed along the center line, the side branch can be registered and reconstructed together with the lumen contour along the center line.
- the side branch itself is connected to the lumen contour, and the positional relationship between the two is fixed. Therefore, by identifying the side branch, it is possible to obtain information such as the position of the side branch on the lumen contour and the shape of the side branch. Subsequently, the side branch can be registered and reconstructed together with the lumen contour.
- the above technical solution uses the center line of the target blood vessel confirmed by the target angiography image and the lumen contour in the target ultrasound image to complete the reconstruction of the blood vessel model.
- This embodiment is conducive to accurately reconstructing the blood vessel model of the target blood vessel, thereby ensuring the calculation accuracy of the blood flow reserve fraction.
- the ultrasound device 110 includes an ultrasound catheter and an ultrasound transducer disposed on the ultrasound catheter; the ultrasound transducer is used to collect an intravascular ultrasound image of the target object during the retraction of the ultrasound catheter; the processing device 130 identifies the centerline of the target blood vessel from the target angiography image in the following manner: for each frame of coronary angiography image in the target angiography image, determine the retraction start point and the retraction end point of the ultrasound catheter in the coronary angiography image. Based on the retraction start point and the retraction end point, extract the retraction path of the ultrasound catheter from the coronary angiography image.
- the target angiography image includes at least two frames of coronary angiography images at different angiography angles, and the withdrawal paths corresponding to the coronary angiography images at each angiography angle can be determined respectively, and the three-dimensional withdrawal path of the ultrasound catheter is generated by fusing the withdrawal paths at different angiography angles.
- the retraction start point and the retraction end point of the ultrasound catheter may be automatically determined in the target angiography image by the processing device 130.
- the retraction start point and the retraction end point of the ultrasound catheter may be selected according to user needs.
- the retraction start point and the retraction end point of the ultrasound catheter may be manually selected by the user in the target angiography image.
- the retraction path of the ultrasound catheter is used as the centerline of the target blood vessel. Therefore, when identifying the centerline of the target blood vessel based on the target angiography image, only the retraction path in the target angiography image needs to be extracted. This helps to simplify the algorithm complexity.
- FIG3 shows a schematic diagram of identifying the centerline of a target blood vessel according to an embodiment of the present application.
- the method for identifying the centerline of a target blood vessel may include the following steps a, b, c, d, and e (the angiography images corresponding to each step are identified by the same symbols in FIG2 ).
- a. Obtain the starting point and end point of the target blood vessel for ultrasound imaging. The starting point (equivalent to the withdrawal starting point above) and the end point (equivalent to the withdrawal end point above) of the target blood vessel may be manually selected by the user in the target angiography image.
- the developing point of the ultrasound catheter may be used as the starting point, and the angiography guide catheter used to collect the target angiography image may be used as the end point.
- the starting point is point A in the figure
- the end point is point B in the figure.
- b. Perform image preprocessing on the target angiography image.
- the preprocessing may include filtering and/or histogram enhancement processing.
- the filtering may be implemented in any filtering manner.
- the target angiography image may be average filtered and histogram enhanced.
- a multi-scale Hessian matrix may be used to perform vascular boundary enhancement on the target blood vessel in the target angiography image.
- d. Perform morphological processing on the target angiography image.
- the target angiography image may be first subjected to image binarization processing, and the grayscale value of the area corresponding to the blood vessel in the target angiography image is set to 255, and the grayscale value of the area other than the blood vessel is set to 0. Then, the target angiography image is subjected to morphological denoising processing to highlight the blood vessels in the target angiography image, thereby removing interference from other non-vascular areas.
- the shortest path may be extracted based on the starting point and end point of the target blood vessel, and the target angiography image enhanced by steps b, c, and d, using an existing shortest path algorithm such as the Dijkstra algorithm.
- the shortest path is the withdrawal path of the ultrasonic catheter in the target blood vessel (i.e., the center line of the target blood vessel).
- the vascular parameters include the cross-sectional area corresponding to each point of the long axis of the vascular model.
- the processing device 130 determines the blood flow reserve fraction of the target vessel based on the vascular parameters in the vascular model in the following manner: based on the size of the cross-sectional area corresponding to each point of the long axis of the vascular model, determine the stenotic vessel segment and the normal vessel segment in the vascular model; obtain the mean arterial pressure of the target vessel; based on the cross-sectional area corresponding to the stenotic vessel segment, the cross-sectional area corresponding to the normal vessel segment and the length of the stenotic vessel segment, determine the pressure difference corresponding to the stenotic vessel segment; based on the mean arterial pressure and the pressure difference, determine the blood flow reserve fraction of the target vessel.
- the mutation point on the long axis corresponding to the mutation of the cross-sectional area can be identified along the long axis. It can be understood that the diameter of the stenotic vascular segment is smaller than that of the normal vascular segment.
- the cross-sectional area corresponding to the current long axis point when identifying the cross-sectional area along the long axis, if the cross-sectional area corresponding to the current long axis point changes greatly relative to the cross-sectional area corresponding to the previous long axis point, for example, the cross-sectional area corresponding to the current long axis point is smaller than the cross-sectional area corresponding to the previous long axis point and the difference between the two is greater than the first preset difference threshold, then the current long axis point can be considered as a mutation point. Continue to identify the cross-sectional area along the long axis.
- the cross-sectional area corresponding to the current long axis point is larger than the cross-sectional area corresponding to the previous long axis point and the difference between the two is greater than the second preset difference threshold, then the vascular segment between the two mutation points can be regarded as a stenotic vascular segment.
- the first preset difference threshold and the second preset difference threshold can be equal or different.
- the mean arterial pressure of the target blood vessel can be measured based on any existing or future developed in vitro or in vivo pressure measurement method, which is not limited in the present application.
- Pd represents the distal pressure of the stenotic vessel segment.
- Pa represents the proximal pressure of the stenotic vessel segment.
- the proximal pressure of the stenotic vessel segment is roughly equal to the pressure of the normal vessel segment, so the proximal pressure of the stenotic vessel segment can be used to represent the pressure of the normal vessel segment.
- Pv represents the venous pressure.
- Rs represents the myocardial microcirculatory resistance of the stenotic vessel segment.
- RN represents the myocardial microcirculatory resistance of the normal vessel segment.
- FFR can be calculated by dividing the distal pressure of the stenotic vessel segment during the diastolic waveform-free interval by the mean arterial pressure during the diastolic waveform-free interval.
- V represents the blood flow velocity in the target vessel.
- fv represents the pressure loss coefficient caused by viscous friction.
- fs represents the local pressure loss coefficient caused by blood flow separation. Both fv and fs are related to the length of the stenotic vessel segment and the cross-sectional area corresponding to the stenotic vessel segment.
- the blood volume, the cross-sectional area corresponding to the normal blood vessel segment, the blood flow viscosity coefficient and the blood density For example, the following relationship exists:
- An and L can all be determined by the generated blood vessel model.
- ⁇ and ⁇ can both be determined based on empirical values.
- the blood flow rate in the target blood vessel can be calculated based on the transit time of the contrast agent in the target angiography image from one position to another. It is understood that in the process of angiography imaging the target blood vessel, it is necessary to inject the contrast agent into the target blood vessel to display the blood flow in the target blood vessel.
- any two frames of the target angiography image in which the contrast agent appears can be selected, and the blood flow rate in the target blood vessel can be calculated based on the moving distance of the contrast agent in the two frames and the interval between the acquisition time of the two frames.
- the blood flow rate in the target vessel can be calculated by a frame counting method (e.g., TIMI frame counting method).
- the contrast image includes all images from the first image taken to show the appearance of contrast agent in the target vessel to the contrast agent moving to the other end of the target vessel.
- the target vessel can be imaged by contrast imaging at a preset imaging frequency to obtain multiple frames of contrast images.
- the blood flow rate in the target vessel can be calculated by the number of contrast images and the preset imaging frequency.
- the distal pressure of the stenotic vessel segment can be further determined.
- the distal pressure of the stenotic vessel segment and the mean arterial pressure are used to calculate the FFR. The specific calculation method has been described in detail above. For the sake of brevity, it will not be repeated here.
- the above technical solution calculates the blood flow reserve fraction of the target blood vessel by using the distal pressure of the narrowed blood vessel segment and the mean arterial pressure, which is conducive to improving the calculation efficiency of the blood flow reserve fraction and ensuring good accuracy.
- Figure 4 shows a schematic flow chart of a vascular imaging method according to an embodiment of the present application.
- the method 400 may include the following steps S410, S420, S430, and S440.
- step S410 a diastolic waveform-free interval in the cardiac cycle of the target subject is determined.
- step S420 a target ultrasound image and a target angiography image of a target blood vessel of the target object in a diastolic waveform-free interval are respectively acquired from images acquired by the ultrasound device and the angiography device.
- step S430 blood vessel reconstruction is performed based on the target ultrasound image and the target angiography image to generate a blood vessel model of the target blood vessel.
- step S440 the blood flow reserve fraction of the target blood vessel is determined based on the blood vessel parameters in the blood vessel model.
- determining the diastolic waveform-free interval in the cardiac cycle of the target object may include the following steps: receiving an electrocardiogram signal of the target object from an electrocardiogram device, and identifying the diastolic waveform-free interval based on the electrocardiogram signal.
- the method 400 may further include the following steps: when the start time of the diastolic waveform-free interval is identified, the ultrasound device is controlled to start acquiring intravascular ultrasound images. When the end time of the diastolic waveform-free interval is identified, the ultrasound device is controlled to stop acquiring intravascular ultrasound images.
- Acquiring a target ultrasound image of a target blood vessel of a target object in a diastolic waveform-free interval from an image acquired by an ultrasound device may include the following steps: acquiring an intravascular ultrasound image acquired by the ultrasound device as a target ultrasound image.
- determining the diastolic waveform-free interval in the cardiac cycle of the target object may include the following steps: receiving an electrocardiogram signal of the target object from an electrocardiogram device, and identifying the diastolic waveform-free interval based on the electrocardiogram signal.
- Acquiring a target ultrasound image of a target blood vessel of a target object in a diastolic waveform-free interval from an image acquired by an ultrasound device may include the following steps: based on the identified diastolic waveform-free interval, selecting a target ultrasound image from an intravascular ultrasound image acquired by the ultrasound device, wherein the ultrasound device and the electrocardiogram device synchronously acquire the intravascular ultrasound image and electrocardiogram signal corresponding to each other, and the ultrasound device continuously acquires the intravascular ultrasound image.
- determining the diastolic waveform-free interval in the cardiac cycle of the target object may include the following steps: receiving an electrocardiogram signal of the target object from an electrocardiogram device, and identifying the diastolic waveform-free interval based on the electrocardiogram signal.
- the method 400 may further include the following steps: when the start time of the diastolic waveform-free interval is identified, the angiography device is controlled to start acquiring coronary angiography images. When the end time of the diastolic waveform-free interval is identified, the angiography device is controlled to stop acquiring coronary angiography images.
- Obtaining a target angiography image of a target blood vessel of a target object during a waveform-free interval during diastole from an image acquired by an angiography device may include the following steps: selecting at least two frames of coronary angiography images at different angiography angles as target angiography images from among the coronary angiography images acquired by the angiography device.
- determining the diastolic waveform-free interval in the cardiac cycle of the target object may include the following steps: receiving an electrocardiogram signal of the target object from an electrocardiogram device, and identifying the diastolic waveform-free interval based on the electrocardiogram signal.
- Acquiring a target angiography image of a target blood vessel of a target object in a diastolic waveform-free interval from an image acquired by an angiography device may include the following steps: based on the identified diastolic waveform-free interval, selecting at least two frames of candidate coronary angiography images of different angiography angles from the coronary angiography images acquired by the angiography device as target angiography images.
- the candidate coronary angiography images are coronary angiography images acquired by the angiography device in a diastolic waveform-free interval.
- the angiography device and the electrocardiogram device synchronously acquire their respective corresponding coronary angiography images and electrocardiogram signals, and the angiography device continuously acquires coronary angiography images.
- identifying the diastolic waveform-free interval based on the ECG signal may include the following steps: calculating the instantaneous resistance at each moment in the cardiac cycle based on the waveform amplitude characteristics of the ECG signal. Determining the diastolic waveform-free interval based on the instantaneous resistance at each moment in the cardiac cycle.
- performing blood vessel reconstruction based on the target ultrasound image and the target contrast image to generate a blood vessel model of the target blood vessel may include the following steps: identifying the centerline of the target blood vessel from the target contrast image. Identifying the lumen contour of the target blood vessel from the target ultrasound image. Registering and reconstructing the lumen contour along the centerline to obtain a blood vessel model.
- the method 400 may further include the following steps: identifying the side branches of the target blood vessel from the target ultrasound image, and registering and reconstructing the lumen contour along the centerline to obtain the blood vessel model, and registering and reconstructing the side branches together with the lumen contour along the centerline.
- the ultrasound device includes an ultrasound catheter and an ultrasound transducer disposed on the ultrasound catheter.
- the ultrasound transducer is used to collect an intravascular ultrasound image of the target object during the retraction of the ultrasound catheter.
- Identifying the centerline of the target blood vessel from the target angiography image may include the following steps: for each frame of coronary angiography image in the target angiography image, determining the retraction starting point and the retraction end point of the ultrasound catheter in the coronary angiography image. Based on the retraction starting point and the retraction end point, extracting the retraction path of the ultrasound catheter from the coronary angiography image.
- extracting the retraction path of the ultrasound catheter from the coronary angiography image based on the retraction starting point and the retraction end point may include the following steps: preprocessing the coronary angiography image to obtain a preprocessed coronary angiography image.
- Preprocessing includes filtering and/or histogram enhancement processing.
- the vascular parameters include the cross-sectional area corresponding to each point of the long axis of the vascular model.
- Determining the blood flow reserve fraction of the target vessel based on the vascular parameters in the vascular model may include the following steps: determining the stenotic vessel segment and the normal vessel segment in the vascular model based on the size of the cross-sectional area corresponding to each point of the long axis of the vascular model. Obtaining the mean arterial pressure of the target vessel. Determining the pressure difference corresponding to the stenotic vessel segment based on the cross-sectional area corresponding to the stenotic vessel segment, the cross-sectional area corresponding to the normal vessel segment, and the length of the stenotic vessel segment. Determining the blood flow reserve fraction of the target vessel based on the mean arterial pressure and the pressure difference.
- FIG5 shows a schematic block diagram of a vascular imaging device according to an embodiment of the present application.
- the vascular imaging device 500 includes a first determination module 510 , an acquisition module 520 , a vascular reconstruction module 530 , and a second determination module 540 .
- the first determination module 510 is used to determine the diastolic waveform-free interval in the cardiac cycle of the target object.
- the acquisition module 520 is used to respectively acquire a target ultrasound image and a target angiography image of a target blood vessel of a target object in a diastolic waveform-free interval from images acquired by the ultrasound device and the angiography device respectively.
- the blood vessel reconstruction module 530 is used to perform blood vessel reconstruction based on the target ultrasound image and the target angiography image to generate a blood vessel model of the target blood vessel.
- the second determination module 540 is used to determine the blood flow reserve fraction of the target blood vessel based on the blood vessel parameters in the blood vessel model.
- the first determination module 510 includes: a first receiving submodule for receiving the ECG signal of the target object from the ECG device; a first identification submodule for identifying the diastolic waveform-free interval based on the ECG signal.
- the vascular imaging device also includes: a first control module for controlling the ultrasound device 500 to start acquiring intravascular ultrasound images when the start moment of the diastolic waveform-free interval is identified; a second control module for controlling the ultrasound device to stop acquiring intravascular ultrasound images when the end moment of the diastolic waveform-free interval is identified.
- the acquisition module 520 includes: a first acquisition submodule for acquiring the intravascular ultrasound image acquired by the ultrasound device as the target ultrasound image.
- the first determination module 510 includes: a second receiving submodule, for receiving an electrocardiogram signal of a target object from an electrocardiogram device; and a second identification submodule, for identifying a diastolic waveform-free interval based on the electrocardiogram signal.
- the acquisition module 520 includes: a first selection submodule, for selecting a target ultrasound image from an intravascular ultrasound image acquired by an ultrasound device based on the identified diastolic waveform-free interval.
- the ultrasound device and the electrocardiogram device synchronously acquire their respective corresponding intravascular ultrasound images and electrocardiogram signals.
- the ultrasound device continuously acquires intravascular ultrasound images.
- the first determination module 510 includes: a third receiving submodule for receiving the ECG signal of the target object from the ECG device; a third identification submodule for identifying the diastolic waveform-free interval based on the ECG signal.
- the vascular imaging device 500 also includes: a third control module for controlling the angiography device to start collecting coronary angiography images when the start time of the diastolic waveform-free interval is identified; a fourth control module for controlling the angiography device to stop collecting coronary angiography images when the end time of the diastolic waveform-free interval is identified.
- the acquisition module 520 includes: a second selection submodule for selecting at least two frames of angiography images at different angiography angles from the coronary angiography images collected by the angiography device as target angiography images.
- the first determination module 510 includes: a fourth receiving submodule, which is used to receive the ECG signal of the target object from the ECG device; and a fourth identification submodule, which is used to identify the diastolic waveform-free interval based on the ECG signal.
- the acquisition module 520 includes: a third selection submodule, which is used to select at least two frames of candidate coronary angiography images of different angiography angles from the coronary angiography images acquired by the angiography device as target angiography images based on the identified diastolic waveform-free interval.
- the candidate coronary angiography image is a coronary angiography image acquired by the angiography device during the diastolic waveform-free interval.
- the angiography device and the ECG device synchronously acquire their respective corresponding coronary angiography images and ECG signals, and the angiography device continuously acquires coronary angiography images.
- the first determination module 510 includes: a calculation submodule for calculating the instantaneous resistance at each moment in the cardiac cycle based on the waveform amplitude characteristics of the electrocardiogram signal; and a first determination submodule for determining the diastolic waveform-free interval based on the instantaneous resistance at each moment in the cardiac cycle.
- the vascular reconstruction module 530 includes: a fifth recognition submodule, used to identify the centerline of the target blood vessel from the target angiography image; a sixth recognition submodule, used to identify the lumen contour of the target blood vessel from the target ultrasound image; and a reconstruction submodule, used to align and reconstruct the lumen contour along the centerline to obtain a vascular model.
- the vascular reconstruction module 530 also includes: a seventh identification submodule, used to identify the side branches of the target blood vessel from the target ultrasound image before the reconstruction submodule aligns and reconstructs the lumen contour along the centerline to obtain the vascular model; the reconstruction submodule includes a reconstruction unit, used to align and reconstruct the side branches together with the lumen contour along the centerline.
- the ultrasound device includes an ultrasound catheter and an ultrasound transducer disposed on the ultrasound catheter.
- the ultrasound transducer is used to acquire an intravascular ultrasound image of the target object during the withdrawal of the ultrasound catheter.
- the fifth identification submodule includes: a determination unit, for determining, for each frame of the coronary angiography image in the target angiography image, the position of the ultrasound catheter in the coronary angiography image; A retracement start point and a retracement end point; an extraction unit, used to extract the retracement path of the ultrasound catheter from the coronary angiography image based on the retracement start point and the retracement end point; a generation unit, used to generate a three-dimensional retracement path of the ultrasound catheter based on the retracement path corresponding to each frame of the coronary angiography image in the target angiography image.
- the centerline of the target blood vessel is represented by the three-dimensional retracement path.
- the extraction unit includes: a preprocessing subunit, used to preprocess the coronary angiography image to obtain a preprocessed coronary angiography image, wherein the preprocessing includes filtering and/or histogram enhancement processing; an enhancement subunit, used to perform vascular boundary enhancement on the target blood vessel in the preprocessed coronary angiography image to obtain a boundary-enhanced coronary angiography image; a binarization and denoising subunit, used to perform image binarization and morphological denoising processing on the boundary-enhanced coronary angiography image to obtain a processed coronary angiography image; an extraction subunit, used to extract the shortest path with the retracement starting point as the starting point and the retracement end point as the end point from the processed coronary angiography image as the retracement path.
- a preprocessing subunit used to preprocess the coronary angiography image to obtain a preprocessed coronary angiography image, where
- the vascular parameters include the cross-sectional area corresponding to each point of the long axis of the vascular model.
- the second determination module 540 includes: a second determination submodule, which is used to determine the stenotic vascular segment and the normal vascular segment in the vascular model based on the size of the cross-sectional area corresponding to each point of the long axis of the vascular model; a second acquisition submodule, which is used to acquire the mean arterial pressure of the target vessel; a third determination submodule, which is used to determine the pressure difference corresponding to the stenotic vascular segment based on the cross-sectional area corresponding to the stenotic vascular segment, the cross-sectional area corresponding to the normal vascular segment and the length of the stenotic vascular segment; and a fourth determination submodule, which is used to determine the blood flow reserve fraction of the target vessel based on the mean arterial pressure and the pressure difference.
- FIG6 shows a schematic block diagram of an electronic device according to an embodiment of the present application.
- the electronic device 600 includes a processor 610 and a memory 620, wherein the memory 620 stores computer program instructions, and the computer program instructions are used by the processor 610 to perform the following operations when running: determining the diastolic waveform-free interval in the cardiac cycle of the target object; obtaining a target ultrasound image and a target angiography image of the target blood vessel of the target object in the diastolic waveform-free interval; performing vascular reconstruction based on the target ultrasound image and the target angiography image to generate a vascular model of the target blood vessel; and determining the blood flow reserve fraction of the target blood vessel based on the vascular parameters in the vascular model.
- the target ultrasound image is acquired by an ultrasound device; the step of determining the diastolic waveform-free interval in the cardiac cycle of the target object executed by the computer program instructions when the processor 610 is running includes: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal.
- the computer program instructions are also used to execute when the processor 610 is running: when the start time of the diastolic waveform-free interval is identified, control the ultrasound device to start acquiring the intravascular ultrasound image; when the end time of the diastolic waveform-free interval is identified, control the ultrasound device to stop acquiring the intravascular ultrasound image.
- the step of acquiring the target ultrasound image of the target blood vessel of the target object in the diastolic waveform-free interval executed when the computer program instructions are running by the processor 610 includes: acquiring the intravascular ultrasound image acquired by the ultrasound device as the target ultrasound image.
- the electrocardiogram device described herein may be included in the vascular imaging system or may be independent of the vascular imaging system.
- the vascular imaging system may further include an electrocardiogram device for collecting electrocardiogram signals of the target object, and the processing device is connected to the electrocardiogram device.
- the target ultrasound image is acquired by an ultrasound device; the step of determining the diastolic waveform-free interval in the cardiac cycle of the target object executed by the computer program instructions when the processor 610 is running includes: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal.
- the step of acquiring the target ultrasound image of the target blood vessel of the target object in the diastolic waveform-free interval executed by the computer program instructions when the processor 610 is running includes: selecting the target ultrasound image from the intravascular ultrasound images acquired by the ultrasound device based on the identified diastolic waveform-free interval; wherein the ultrasound device and the electrocardiogram device synchronously acquire the respective corresponding intravascular ultrasound images and electrocardiogram signals, and the ultrasound device continuously acquires the intravascular ultrasound images.
- the target angiography image is acquired by an angiography device; the computer program instructions are used by the processor 610 to execute the steps of determining the diastolic waveform-free interval within the cardiac cycle of the target object, including: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal.
- the computer program instructions are also used by the processor 610 to: control the angiography device to start acquiring coronary angiography images when the start moment of the diastolic waveform-free interval is identified; and control the angiography device to stop acquiring coronary angiography images when the end moment of the diastolic waveform-free interval is identified.
- the computer program instructions are used by the processor 610 to execute the steps of acquiring the diastolic waveform-free interval of the target blood vessel of the target object when the processor 610 is running.
- the step of obtaining a target ultrasound image within the coronary angiography interval includes: selecting at least two frames of angiography images with different angiography angles as target angiography images from the coronary angiography images acquired by the angiography device.
- the target angiography image is collected by an angiography device;
- the step of determining the diastolic waveform-free interval in the cardiac cycle of the target object executed by the computer program instructions when the processor 610 is running includes: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal;
- the step of obtaining the target angiography image of the target blood vessel of the target object in the diastolic waveform-free interval when the computer program instructions are run by the processor 610 includes: based on the identified diastolic waveform-free interval, selecting at least two frames of candidate coronary angiography images of different angiography angles from the coronary angiography images collected by the angiography device as the target angiography image.
- the candidate coronary angiography image is a coronary angiography image collected by the angiography device during the diastolic waveform-free interval.
- the angiography device and the electrocardiogram device synchronously collect their respective corresponding coronary angiography images and electrocardiogram signals, and the angiography device continuously collects coronary angiography images.
- the steps of identifying the diastolic waveform-free interval based on the ECG signal executed by the computer program instructions when the processor 610 is running include: calculating the instantaneous resistance at each moment in the cardiac cycle based on the waveform amplitude characteristics of the ECG signal; and determining the diastolic waveform-free interval based on the instantaneous resistance at each moment in the cardiac cycle.
- the computer program instructions are used by the processor 610 to perform blood vessel reconstruction based on the target ultrasound image and the target contrast image, and the steps of generating a blood vessel model of the target blood vessel include: identifying the centerline of the target blood vessel from the target contrast image; identifying the lumen contour of the target blood vessel from the target ultrasound image; and aligning and reconstructing the lumen contour along the centerline to obtain a blood vessel model.
- the computer program instructions are also executed by the processor 610 to identify the side branches of the target blood vessel from the target ultrasound image.
- the computer program instructions are executed by the processor 610 to register and reconstruct the lumen contour along the centerline to obtain the blood vessel model, including: registering and reconstructing the side branches along the centerline with the lumen contour.
- the target ultrasound image is collected by an ultrasound device;
- the ultrasound device includes an ultrasound catheter and an ultrasound transducer disposed on the ultrasound catheter;
- the ultrasound transducer is used to collect an intravascular ultrasound image of the target object during the retraction of the ultrasound catheter;
- the steps of identifying the centerline of the target blood vessel from the target angiography image executed by the computer program instructions when the processor 610 is running include the following operations. For each frame of coronary angiography image in the target angiography image, determine the retraction starting point and the retraction end point of the ultrasound catheter in the coronary angiography image. Based on the retraction starting point and the retraction end point, extract the retraction path of the ultrasound catheter from the coronary angiography image.
- the computer program instructions used by the processor 610 to execute the steps of extracting the retraction path of the ultrasound catheter from the coronary angiography image based on the retraction starting point and the retraction end point include the following operations.
- the coronary angiography image is preprocessed to obtain a preprocessed coronary angiography image.
- the preprocessing includes filtering and/or histogram enhancement processing.
- the target blood vessel in the preprocessed coronary angiography image is enhanced by the vessel boundary to obtain a coronary angiography image with enhanced boundary.
- the coronary angiography image with enhanced boundary is binarized and morphologically denoised to obtain a processed coronary angiography image.
- the shortest path starting from the retraction starting point and ending at the retraction end point is extracted from the processed coronary angiography image as the retraction path.
- the vascular parameters include the cross-sectional area corresponding to each point on the long axis of the vascular model.
- the steps for determining the blood flow reserve fraction of the target vessel based on the vascular parameters in the vascular model executed by the processor 610 when the computer program instructions are executed include: determining the stenotic vessel segment and the normal vessel segment in the vascular model based on the size of the cross-sectional area corresponding to each point on the long axis of the vascular model; obtaining the mean arterial pressure of the target vessel; determining the pressure difference corresponding to the stenotic vessel segment based on the cross-sectional area corresponding to the stenotic vessel segment, the cross-sectional area corresponding to the normal vessel segment, and the length of the stenotic vessel segment; and determining the blood flow reserve fraction of the target vessel based on the mean arterial pressure and the pressure difference.
- a computer-readable storage medium on which program instructions are stored, and the program instructions are used to perform the following operations when running: determining a diastolic waveform-free interval in a cardiac cycle of a target object; acquiring a target ultrasound image and a target contrast image of a target blood vessel of the target object in the diastolic waveform-free interval; performing blood vessel reconstruction based on the target ultrasound image and the target contrast image to generate a blood vessel model of the target blood vessel; Based on the vascular parameters in the vascular model, the blood flow reserve fraction of the target vessel is determined.
- the computer-readable storage medium may include, for example, a storage component of a tablet computer, a hard disk of a personal computer, an erasable programmable read-only memory (EPROM), a portable read-only memory (CD-ROM), a USB memory, or any combination of the above storage media.
- the computer-readable storage medium may be any combination of one or more non-volatile storage media.
- the target ultrasound image is acquired by an ultrasound device; the step of determining the diastolic waveform-free interval within the cardiac cycle of the target object executed by the program instructions at runtime includes: receiving the electrocardiogram signal of the target object from an electrocardiogram device. Identifying the diastolic waveform-free interval based on the electrocardiogram signal.
- the program instructions at runtime are also used to execute: when the start moment of the diastolic waveform-free interval is identified, controlling the ultrasound device to start acquiring the intravascular ultrasound image; when the end moment of the diastolic waveform-free interval is identified, controlling the ultrasound device to stop acquiring the intravascular ultrasound image.
- the step of acquiring the target ultrasound image of the target blood vessel of the target object within the diastolic waveform-free interval executed by the program instructions at runtime includes: acquiring the intravascular ultrasound image acquired by the ultrasound device as the target ultrasound image.
- the step of obtaining the target ultrasound image of the target blood vessel of the target object in the diastolic waveform-free interval executed by the program instructions when running includes: selecting the target ultrasound image from the intravascular ultrasound images collected by the ultrasound device based on the identified diastolic waveform-free interval; wherein the ultrasound device and the electrocardiogram device synchronously collect the corresponding intravascular ultrasound images and electrocardiogram signals, and the ultrasound device continuously collects the intravascular ultrasound images.
- the target angiography image is acquired by an angiography device; the step of determining the diastolic waveform-free interval in the cardiac cycle of the target object executed by the program instructions during operation includes: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal.
- the program instructions during operation are also used to: control the angiography device to start acquiring coronary angiography images when the start time of the diastolic waveform-free interval is identified; and control the angiography device to stop acquiring coronary angiography images when the end time of the diastolic waveform-free interval is identified.
- the step of acquiring the target ultrasound image of the target blood vessel of the target object during the diastolic waveform-free interval executed by the program instructions during operation includes: selecting at least two frames of angiography images at different angiography angles from the coronary angiography images acquired by the angiography device as the target angiography images.
- the target angiography image is collected by an angiography device;
- the step of determining the diastolic waveform-free interval in the cardiac cycle of the target object executed by the program instructions during operation includes: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal;
- the step of obtaining the target angiography image of the target blood vessel of the target object during the diastolic waveform-free interval executed by the program instructions during operation includes: based on the identified diastolic waveform-free interval, selecting at least two frames of candidate coronary angiography images of different angiography angles from the coronary angiography images collected by the angiography device as the target angiography image.
- the candidate coronary angiography image is a coronary angiography image collected by the angiography device during the diastolic waveform-free interval.
- the angiography device and the electrocardiogram device synchronously collect their respective corresponding coronary angiography images and electrocardiogram signals, and the angiography device continuously collects coronary angiography images.
- the steps of identifying the diastolic waveform-free interval based on the electrocardiogram signal executed by the program instructions during operation include the following operations: Calculating the instantaneous resistance at each moment in the cardiac cycle based on the waveform amplitude characteristics of the electrocardiogram signal. Determining the diastolic waveform-free interval based on the instantaneous resistance at each moment in the cardiac cycle.
- the program instructions used to perform blood vessel reconstruction based on the target ultrasound image and the target contrast image during runtime to generate a blood vessel model of the target blood vessel include: identifying the centerline of the target blood vessel from the target contrast image; identifying the lumen contour of the target blood vessel from the target ultrasound image; and aligning and reconstructing the lumen contour along the centerline to obtain a blood vessel model.
- the program instructions are also used to execute: identifying the side branches of the target blood vessel from the target ultrasound image.
- the step of registering and reconstructing the lumen contour along the centerline to obtain the blood vessel model executed by the program instructions when running includes: registering and reconstructing the side branches together with the lumen contour along the centerline.
- the target ultrasound image is acquired by an ultrasound device; the ultrasound device includes an ultrasound catheter and an ultrasound transducer disposed on the ultrasound catheter; the ultrasound transducer is used to acquire an intravascular ultrasound image of the target object during the withdrawal of the ultrasound catheter;
- the steps of identifying the centerline of the target blood vessel from the target angiography image executed by the program instructions during operation include the following operations. For each frame of coronary angiography image in the target angiography image, determine the withdrawal starting point and withdrawal end point of the ultrasound catheter in the coronary angiography image. Based on the withdrawal starting point and withdrawal end point, extract the withdrawal path of the ultrasound catheter from the coronary angiography image. Based on the withdrawal path corresponding to each frame of coronary angiography image in the target angiography image, generate a three-dimensional withdrawal path of the ultrasound catheter. Among them, the centerline of the target blood vessel is represented by a three-dimensional withdrawal path.
- the steps of extracting the retraction path of the ultrasound catheter from the coronary angiography image based on the retraction starting point and the retraction end point executed by the program instructions at runtime include the following operations.
- the preprocessing includes filtering and/or histogram enhancement processing.
- the vascular parameters include the cross-sectional area corresponding to each point on the long axis of the vascular model
- the program instructions used to execute the steps of determining the blood flow reserve fraction of the target blood vessel based on the vascular parameters in the vascular model during execution include: determining the stenotic vascular segment and the normal vascular segment in the vascular model based on the size of the cross-sectional area corresponding to each point on the long axis of the vascular model; obtaining the mean arterial pressure of the target blood vessel; determining the pressure difference corresponding to the stenotic vascular segment based on the cross-sectional area corresponding to the stenotic vascular segment, the cross-sectional area corresponding to the normal vascular segment, and the length of the stenotic vascular segment; and determining the blood flow reserve fraction of the target blood vessel based on the mean arterial pressure and the pressure difference.
- the disclosed devices and methods can be implemented in other ways.
- the device embodiments described above are only schematic, for example, the division of the units is only a logical function division, and there may be other division methods in actual implementation, such as multiple units or components can be combined or integrated into another device, or some features can be ignored or not executed.
- the various component embodiments of the present application can be implemented in hardware, or in software modules running on one or more processors, or in a combination thereof. It should be understood by those skilled in the art that a microprocessor or a digital signal processor (DSP) can be used in practice to implement some or all of the functions of some modules in the vascular imaging device and electronic device according to the embodiments of the present application.
- DSP digital signal processor
- the present application can also be implemented as a device program (e.g., a computer program and a computer program product) for executing part or all of the methods described herein.
- Such a program implementing the present application can be stored on a computer-readable medium, or can be in the form of one or more signals. Such a signal can be downloaded from an Internet website, or provided on a carrier signal, or provided in any other form.
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Abstract
Description
本申请涉及图像采集和处理技术领域,更具体地涉及一种血管成像系统、一种血管成像方法、一种血管成像设备、一种电子设备及一种计算机可读存储介质。The present application relates to the technical field of image acquisition and processing, and more specifically to a vascular imaging system, a vascular imaging method, a vascular imaging device, an electronic device and a computer-readable storage medium.
血流储备分数(fractional flow reserve,FFR)定义为血管存在狭窄性病变的情况下,该段冠脉支配心肌区域所能获得的最大血流量与正常情况下同一区域预期能获得的最大血流量之比。FFR真实反映了因阻塞导致的冠脉管腔狭窄对其功能的影响,描述了冠脉狭窄时心肌最大血流量的受限情况。在最大充血状态的情况下(此时冠脉内阻力最小且相对恒定),冠脉管腔内的血流量与压力呈线性关系,因此对FFR的取值可以简化为最大充血状态下冠脉狭窄远端的平均压力(Pd)与主动脉根部或冠脉开口部平均压力(Pa)的比值。Fractional flow reserve (FFR) is defined as the ratio of the maximum blood flow that can be obtained by the myocardial area of the coronary artery under the condition of stenosis to the maximum blood flow that can be obtained by the same area under normal conditions. FFR truly reflects the impact of coronary artery stenosis caused by obstruction on its function and describes the limitation of the maximum blood flow of the myocardium when the coronary artery is stenotic. In the case of maximum hyperemia (when the resistance in the coronary artery is the smallest and relatively constant), the blood flow in the coronary artery lumen is linearly related to the pressure. Therefore, the value of FFR can be simplified as the ratio of the mean pressure at the distal end of the coronary stenosis ( Pd ) to the mean pressure at the aortic root or the coronary artery opening ( Pa ) under maximum hyperemia.
相关技术中,对FFR的测量主要是通过压力介入导丝或微导管在最大充血状态下测量病变狭窄远端压力和近端动脉压的比值。在这一过程中,通常需要应用血管扩张类药物(例如腺苷)以使血管达到最大充血状态。且测量过程需要横跨数个心动周期,以确保冠状动脉内压力达到最低且相对稳定。然而,即使在给予强效药物如腺苷后,冠状动脉内阻力也不是静止的,而是在整个心动周期中以相位模式波动。这些波动反映了心肌和微血管在收缩期(高冠状动脉内阻力,微血管受压)和舒张期(低冠状动脉内阻力)的变化。因此,为了尽量减少这些影响,FFR通常在充血期间计算流向血管床的最大流量,并在几个心脏周期内求平均,以确保冠状动脉内阻力恒定且最小。因而整个过程耗时较长,对药物剂量和给药方式的要求较高。此外不同受试者对药物的反应和耐受性存在差异,也会影响测量精度。腺苷在临床使用上存在也相关禁忌症,如哮喘、严重的慢性阻塞性肺疾病、低血压和心动过缓等,进一步限制了其临床使用。In the related art, the measurement of FFR is mainly to measure the ratio of the distal pressure of the lesion stenosis to the proximal arterial pressure under the state of maximum hyperemia through a pressure intervention guidewire or a microcatheter. In this process, vasodilators (such as adenosine) are usually required to make the blood vessels reach the maximum hyperemia state. And the measurement process needs to span several cardiac cycles to ensure that the pressure in the coronary artery reaches the lowest and is relatively stable. However, even after the administration of potent drugs such as adenosine, the resistance in the coronary artery is not static, but fluctuates in a phase mode throughout the cardiac cycle. These fluctuations reflect the changes in the myocardium and microvessels during systole (high coronary artery resistance, microvascular compression) and diastole (low coronary artery resistance). Therefore, in order to minimize these effects, FFR usually calculates the maximum flow to the vascular bed during hyperemia and averages it over several cardiac cycles to ensure that the resistance in the coronary artery is constant and minimal. Therefore, the whole process takes a long time and has high requirements for drug dosage and administration method. In addition, there are differences in the response and tolerance of different subjects to drugs, which will also affect the measurement accuracy. Adenosine also has related contraindications in clinical use, such as asthma, severe chronic obstructive pulmonary disease, hypotension and bradycardia, which further limit its clinical use.
发明内容Summary of the invention
考虑到上述问题而提出了本申请。本申请提供一种血管成像系统、一种血管成像方法、一种血管成像设备、一种电子设备及一种计算机可读存储介质。The present application is proposed in view of the above problems. The present application provides a vascular imaging system, a vascular imaging method, a vascular imaging device, an electronic device and a computer-readable storage medium.
根据本申请一方面,提供一种血管成像系统,包括:超声设备,用于采集目标对象的血管内超声图像;造影设备,用于采集目标对象的冠脉造影图像;处理设备,与超声设备和造影设备分别连接,用于:确定目标对象的心动周期内的舒张期无波形间期;从超声设备和造影设备各自采集的图像中分别获取目标对象的目标血管在舒张期无波形间期内的目标超声图像和目标造影图像;基于目标超声图像和目标造影图像进行血管重建,生成目标血管的血管模型;基于血管模型中的血管参数,确定目标血管的血流储备分数。According to one aspect of the present application, a vascular imaging system is provided, comprising: an ultrasound device for acquiring an ultrasound image within a blood vessel of a target object; an angiography device for acquiring a coronary angiography image of the target object; a processing device, connected to the ultrasound device and the angiography device, respectively, for: determining a diastolic waveform-free interval within the cardiac cycle of the target object; acquiring a target ultrasound image and a target angiography image of a target blood vessel of the target object within the diastolic waveform-free interval from the images acquired by the ultrasound device and the angiography device respectively; performing vascular reconstruction based on the target ultrasound image and the target angiography image to generate a vascular model of the target blood vessel; and determining a blood flow reserve fraction of the target blood vessel based on vascular parameters in the vascular model.
示例性地,血管成像系统还包括心电图设备,用于采集目标对象的心电信号,处理设备与心电图设备连接,其中,处理设备通过以下方式确定目标对象的心动周期内的舒张期无波形间期:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形间期;处理设备还用于:在识别到舒张期无波形间期的开始时刻时,控制超声设备开始采集血管内超声图像;在识别到舒张期无波形间期的结束时刻时,控制超声设备停止采集血管内超声图像;处理设备通过以下方式从超声设备采集的图像中获取目标对象的目标血管在舒张期无波形间期内的目标超声图像:获取超声设备采集的血管内超声图像作为目标超声图像。Exemplarily, the vascular imaging system also includes an electrocardiogram device for acquiring an electrocardiogram signal of a target object, and a processing device is connected to the electrocardiogram device, wherein the processing device determines the diastolic waveform-free interval within the cardiac cycle of the target object in the following manner: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal; the processing device is also used to: when the start moment of the diastolic waveform-free interval is identified, control the ultrasound device to start acquiring intravascular ultrasound images; when the end moment of the diastolic waveform-free interval is identified, control the ultrasound device to stop acquiring intravascular ultrasound images; the processing device acquires a target ultrasound image of a target blood vessel of the target object within the diastolic waveform-free interval from the image acquired by the ultrasound device in the following manner: acquiring the intravascular ultrasound image acquired by the ultrasound device as the target ultrasound image.
示例性地,血管成像系统还包括心电图设备,用于采集目标对象的心电信号,处理设备与心电图设备连接,其中,处理设备通过以下方式确定目标对象的心动周期内的舒张期 无波形间期:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形间期;处理设备通过以下方式从超声设备采集的图像中获取目标对象的目标血管在舒张期无波形间期内的目标超声图像:基于所识别的舒张期无波形间期,从超声设备采集的血管内超声图像中选取目标超声图像;其中,超声设备与心电图设备同步地采集各自对应的血管内超声图像和心电信号,超声设备连续采集血管内超声图像。Exemplarily, the vascular imaging system further includes an electrocardiogram device for collecting electrocardiogram signals of the target object, and the processing device is connected to the electrocardiogram device, wherein the processing device determines the diastolic phase in the cardiac cycle of the target object by the following method: Waveform-free interval: receiving an electrocardiogram (ECG) signal of a target object from an electrocardiogram (ECG) device; identifying a diastolic waveform-free interval based on the ECG signal; a processing device acquiring a target ultrasound image of a target blood vessel of a target object within the diastolic waveform-free interval from an image acquired by an ultrasound device in the following manner: based on the identified diastolic waveform-free interval, selecting a target ultrasound image from intravascular ultrasound images acquired by the ultrasound device; wherein the ultrasound device and the ECG device synchronously acquire their respective corresponding intravascular ultrasound images and ECG signals, and the ultrasound device continuously acquires intravascular ultrasound images.
示例性地,血管成像系统还包括心电图设备,用于采集目标对象的心电信号,处理设备与心电图设备连接,处理设备通过以下方式确定目标对象的心动周期内的舒张期无波形间期:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形间期;处理设备还用于:在识别到舒张期无波形间期的开始时刻时,控制造影设备开始采集冠脉造影图像;在识别到舒张期无波形间期的结束时刻时,控制造影设备停止采集冠脉造影图像;处理设备通过以下方式从造影设备采集的图像中获取目标对象的目标血管在舒张期无波形间期内的目标造影图像:从造影设备采集的冠脉造影图像中,选取至少两帧不同造影角度的造影图像作为目标造影图像。Exemplarily, the vascular imaging system also includes an electrocardiogram device for collecting electrocardiogram signals of a target object, and a processing device is connected to the electrocardiogram device. The processing device determines the diastolic waveform-free interval within the cardiac cycle of the target object in the following manner: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal; the processing device is also used to: when the start moment of the diastolic waveform-free interval is identified, control the angiography device to start collecting coronary angiography images; when the end moment of the diastolic waveform-free interval is identified, control the angiography device to stop collecting coronary angiography images; the processing device obtains a target angiography image of a target blood vessel of the target object within the diastolic waveform-free interval from the image collected by the angiography device in the following manner: from the coronary angiography images collected by the angiography device, select at least two frames of angiography images at different angiography angles as target angiography images.
示例性地,血管成像系统还包括心电图设备,用于采集目标对象的心电信号,处理设备与心电图设备连接,处理设备通过以下方式确定目标对象的心动周期内的舒张期无波形间期:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形间期;处理设备通过以下方式从造影设备采集的图像中获取目标对象的目标血管在舒张期无波形间期内的目标造影图像:基于所识别的舒张期无波形间期,从造影设备采集的冠脉造影图像中,选取至少两帧不同造影角度的候选冠脉造影图像作为目标造影图像;其中,候选冠脉造影图像为造影设备在舒张期无波形间期采集的冠脉造影图像;其中,造影设备与心电图设备同步地采集各自对应的冠脉造影图像和心电信号,造影设备连续采集冠脉造影图像。Exemplarily, the vascular imaging system also includes an electrocardiogram device for acquiring an electrocardiogram signal of a target object, and a processing device is connected to the electrocardiogram device, and the processing device determines the diastolic waveform-free interval within the cardiac cycle of the target object in the following manner: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal; the processing device obtains a target angiography image of a target blood vessel of the target object within the diastolic waveform-free interval from an image acquired by an angiography device in the following manner: based on the identified diastolic waveform-free interval, selecting at least two frames of candidate coronary angiography images of different angiography angles from the coronary angiography images acquired by the angiography device as target angiography images; wherein the candidate coronary angiography image is a coronary angiography image acquired by the angiography device during the diastolic waveform-free interval; wherein the angiography device and the electrocardiogram device synchronously acquire their respective corresponding coronary angiography images and electrocardiogram signals, and the angiography device continuously acquires coronary angiography images.
示例性地,处理设备通过以下方式基于心电信号识别舒张期无波形间期:基于心电信号的波形幅度特征,计算心动周期中每一时刻的瞬时阻力;基于心动周期中每一时刻的瞬时阻力,确定舒张期无波形间期。Exemplarily, the processing device identifies the diastolic waveform-free interval based on the ECG signal in the following manner: based on the waveform amplitude characteristics of the ECG signal, calculating the instantaneous resistance at each moment in the cardiac cycle; based on the instantaneous resistance at each moment in the cardiac cycle, determining the diastolic waveform-free interval.
示例性地,处理设备通过以下方式基于目标超声图像和目标造影图像进行血管重建,生成目标血管的血管模型:从目标造影图像中识别目标血管的中心线;从目标超声图像中识别目标血管的管腔轮廓;将管腔轮廓沿着中心线进行配准重建,获得血管模型。Exemplarily, the processing device performs blood vessel reconstruction based on the target ultrasound image and the target contrast image to generate a blood vessel model of the target blood vessel in the following manner: identifying the centerline of the target blood vessel from the target contrast image; identifying the lumen contour of the target blood vessel from the target ultrasound image; and aligning and reconstructing the lumen contour along the centerline to obtain a blood vessel model.
示例性地,处理设备还用于:从目标超声图像中识别目标血管的侧枝;处理设备通过以下方式将管腔轮廓沿着中心线进行配准重建,获得血管模型:将侧枝与管腔轮廓一起沿着中心线进行配准重建。Exemplarily, the processing device is also used to: identify side branches of a target blood vessel from a target ultrasound image; the processing device registers and reconstructs the lumen contour along the centerline to obtain a blood vessel model by registering and reconstructing the side branches together with the lumen contour along the centerline.
示例性地,超声设备包括超声导管和设置在超声导管上的超声换能器;超声换能器用于在超声导管回撤过程中采集目标对象的血管内超声图像;处理设备通过以下方式从目标造影图像中识别目标血管的中心线:对于目标造影图像中的每一帧冠脉造影图像,确定该冠脉造影图像中超声导管的回撤起点和回撤终点;基于回撤起点和回撤终点,从该冠脉造影图像中提取超声导管的回撤路径;基于目标造影图像中的每一帧冠脉造影图像对应的回撤路径,生成超声导管的三维回撤路径;其中,目标血管的中心线用三维回撤路径表示。Exemplarily, the ultrasound device includes an ultrasound catheter and an ultrasound transducer disposed on the ultrasound catheter; the ultrasound transducer is used to acquire an intravascular ultrasound image of the target object during the retraction of the ultrasound catheter; the processing device identifies the centerline of the target blood vessel from the target angiography image in the following manner: for each frame of coronary angiography image in the target angiography image, determine the retraction starting point and the retraction end point of the ultrasound catheter in the coronary angiography image; based on the retraction starting point and the retraction end point, extract the retraction path of the ultrasound catheter from the coronary angiography image; based on the retraction path corresponding to each frame of coronary angiography image in the target angiography image, generate a three-dimensional retraction path of the ultrasound catheter; wherein the centerline of the target blood vessel is represented by a three-dimensional retraction path.
示例性地,处理设备通过以下方式基于回撤起点和回撤终点,从该冠脉造影图像中提取超声导管的回撤路径:对该冠脉造影图像进行预处理,获得经预处理的冠脉造影图像,其中,预处理包括滤波和/或直方图增强处理;对经预处理的冠脉造影图像中的目标血管进行血管边界增强,获得经边界增强的冠脉造影图像;对经边界增强的冠脉造影图像进行图像二值化以及形态学去噪处理,获得经处理的冠脉造影图像;从经处理的冠脉造影图像中提取以回撤起点为起点并以回撤终点为终点的最短路径作为回撤路径。Exemplarily, the processing device extracts the retraction path of the ultrasound catheter from the coronary angiography image based on the retraction starting point and the retraction end point in the following manner: preprocessing the coronary angiography image to obtain a preprocessed coronary angiography image, wherein the preprocessing includes filtering and/or histogram enhancement processing; performing vascular boundary enhancement on the target blood vessel in the preprocessed coronary angiography image to obtain a boundary-enhanced coronary angiography image; performing image binarization and morphological denoising on the boundary-enhanced coronary angiography image to obtain a processed coronary angiography image; and extracting the shortest path with the retraction starting point as the starting point and the retraction end point as the end point from the processed coronary angiography image as the retraction path.
示例性地,血管参数包括血管模型在长轴各点处对应的横截面积,处理设备通过以下方式基于血管模型中的血管参数,确定目标血管的血流储备分数:基于血管模型在长轴各点处对应的横截面积的大小,确定血管模型中的狭窄血管段和正常血管段;获取目标血管的平均动脉压;基于狭窄血管段对应的横截面积、正常血管段对应的横截面积和狭窄血管 段的长度,确定狭窄血管段对应的压力差;基于平均动脉压和压力差,确定目标血管的血流储备分数。Exemplarily, the vascular parameters include the cross-sectional areas corresponding to each point on the long axis of the vascular model. The processing device determines the blood flow reserve fraction of the target vessel based on the vascular parameters in the vascular model in the following manner: determining the stenotic vessel segment and the normal vessel segment in the vascular model based on the size of the cross-sectional areas corresponding to each point on the long axis of the vascular model; obtaining the mean arterial pressure of the target vessel; and determining the blood flow reserve fraction of the target vessel based on the cross-sectional areas corresponding to the stenotic vessel segment, the cross-sectional areas corresponding to the normal vessel segment, and the cross-sectional areas corresponding to the stenotic vessel segment. The length of the segment is used to determine the pressure difference corresponding to the stenotic vessel segment; based on the mean arterial pressure and the pressure difference, the blood flow reserve fraction of the target vessel is determined.
根据本申请的另一方面,还提供了一种血管成像方法,包括:确定目标对象的心动周期内的舒张期无波形间期;从超声设备和造影设备各自采集的图像中分别获取目标对象的目标血管在舒张期无波形间期内的目标超声图像和目标造影图像;基于目标超声图像和目标造影图像进行血管重建,生成目标血管的血管模型;基于血管模型中的血管参数,确定目标血管的血流储备分数。According to another aspect of the present application, a vascular imaging method is also provided, including: determining a diastolic waveform-free interval within the cardiac cycle of a target object; acquiring a target ultrasound image and a target angiography image of a target blood vessel of the target object within the diastolic waveform-free interval from images acquired by an ultrasound device and an angiography device respectively; performing vascular reconstruction based on the target ultrasound image and the target angiography image to generate a vascular model of the target blood vessel; and determining a blood flow reserve fraction of the target blood vessel based on vascular parameters in the vascular model.
示例性地,确定目标对象的心动周期内的舒张期无波形间期,包括:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形间期;方法还包括:在识别到舒张期无波形间期的开始时刻时,控制超声设备开始采集血管内超声图像;在识别到舒张期无波形间期的结束时刻时,控制超声设备停止采集血管内超声图像;从超声设备采集的图像中获取目标对象的目标血管在舒张期无波形间期内的目标超声图像,包括:获取超声设备采集的血管内超声图像作为目标超声图像。Exemplarily, determining the diastolic waveform-free interval within the cardiac cycle of the target object includes: receiving an electrocardiogram signal of the target object from an electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal; the method also includes: when the start moment of the diastolic waveform-free interval is identified, controlling the ultrasound device to start acquiring intravascular ultrasound images; when the end moment of the diastolic waveform-free interval is identified, controlling the ultrasound device to stop acquiring intravascular ultrasound images; acquiring a target ultrasound image of a target blood vessel of the target object within the diastolic waveform-free interval from the image acquired by the ultrasound device, including: acquiring the intravascular ultrasound image acquired by the ultrasound device as the target ultrasound image.
示例性地,确定目标对象的心动周期内的舒张期无波形间期,包括:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形间期;从超声设备采集的图像中获取目标对象的目标血管在舒张期无波形间期内的目标超声图像,包括:基于所识别的舒张期无波形间期,从超声设备采集的血管内超声图像中选取目标超声图像;其中,超声设备与心电图设备同步地采集各自对应的血管内超声图像和心电信号,超声设备连续采集血管内超声图像。Exemplarily, determining a diastolic waveform-free interval within a target object's cardiac cycle includes: receiving an electrocardiogram (ECG) signal of the target object from an electrocardiogram (ECG) device; identifying the diastolic waveform-free interval based on the ECG signal; and acquiring a target ultrasound image of a target blood vessel of the target object within the diastolic waveform-free interval from an image acquired by an ultrasound device, including: selecting a target ultrasound image from intravascular ultrasound images acquired by the ultrasound device based on the identified diastolic waveform-free interval; wherein the ultrasound device and the ECG device synchronously acquire their respective corresponding intravascular ultrasound images and ECG signals, and the ultrasound device continuously acquires intravascular ultrasound images.
示例性地,确定目标对象的心动周期内的舒张期无波形间期,包括:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形间期;方法还包括:在识别到舒张期无波形间期的开始时刻时,控制造影设备开始采集冠脉造影图像;在识别到舒张期无波形间期的结束时刻时,控制造影设备停止采集冠脉造影图像;从造影设备采集的图像中获取目标对象的目标血管在舒张期无波形间期内的目标造影图像,包括:从造影设备采集的冠脉造影图像中,选取至少两帧不同造影角度的冠脉造影图像作为目标造影图像。Exemplarily, determining the diastolic waveform-free interval within the cardiac cycle of the target object includes: receiving an electrocardiogram signal of the target object from an electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal; the method also includes: when the start moment of the diastolic waveform-free interval is identified, controlling the angiography device to start acquiring coronary angiography images; when the end moment of the diastolic waveform-free interval is identified, controlling the angiography device to stop acquiring coronary angiography images; obtaining a target angiography image of a target blood vessel of the target object within the diastolic waveform-free interval from the image acquired by the angiography device, including: selecting at least two frames of coronary angiography images at different angiography angles from the coronary angiography images acquired by the angiography device as target angiography images.
示例性地,确定目标对象的心动周期内的舒张期无波形间期,包括:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形间期;从造影设备采集的图像中获取目标对象的目标血管在舒张期无波形间期内的目标造影图像,包括:基于所识别的舒张期无波形间期,从造影设备采集的冠脉造影图像中,选取至少两帧不同造影角度的候选冠脉造影图像作为目标造影图像;其中,候选冠脉造影图像为造影设备在舒张期无波形间期采集的冠脉造影图像;其中,造影设备与心电图设备同步地采集各自对应的冠脉造影图像和心电信号,造影设备连续采集冠脉造影图像。Exemplarily, determining the diastolic waveform-free interval within the cardiac cycle of the target object includes: receiving an electrocardiogram (ECG) signal of the target object from an electrocardiogram (ECG) device; identifying the diastolic waveform-free interval based on the ECG signal; and obtaining a target angiography image of a target blood vessel of the target object within the diastolic waveform-free interval from an image acquired by an angiography device, including: based on the identified diastolic waveform-free interval, selecting at least two frames of candidate coronary angiography images of different angiography angles from the coronary angiography images acquired by the angiography device as target angiography images; wherein the candidate coronary angiography images are coronary angiography images acquired by the angiography device during the diastolic waveform-free interval; wherein the angiography device and the ECG device synchronously acquire their respective corresponding coronary angiography images and ECG signals, and the angiography device continuously acquires coronary angiography images.
示例性地,基于心电信号识别舒张期无波形间期,包括:基于心电信号的波形幅度特征,计算心动周期中每一时刻的瞬时阻力;基于心动周期中每一时刻的瞬时阻力,确定舒张期无波形间期。Exemplarily, identifying the diastolic waveform-free interval based on the ECG signal includes: calculating the instantaneous resistance at each moment in the cardiac cycle based on the waveform amplitude characteristics of the ECG signal; and determining the diastolic waveform-free interval based on the instantaneous resistance at each moment in the cardiac cycle.
示例性地,基于目标超声图像和目标造影图像进行血管重建,生成目标血管的血管模型,包括:从目标造影图像中识别目标血管的中心线;从目标超声图像中识别目标血管的管腔轮廓;将管腔轮廓沿着中心线进行配准重建,获得血管模型。Exemplarily, blood vessel reconstruction is performed based on the target ultrasound image and the target contrast image to generate a blood vessel model of the target blood vessel, including: identifying the centerline of the target blood vessel from the target contrast image; identifying the lumen contour of the target blood vessel from the target ultrasound image; and aligning and reconstructing the lumen contour along the centerline to obtain a blood vessel model.
示例性地,在将管腔轮廓沿着中心线进行配准重建,获得血管模型之前,基于目标超声图像和目标造影图像进行血管重建,生成目标血管的血管模型,还包括:从目标超声图像中识别目标血管的侧枝;将管腔轮廓沿着中心线进行配准重建,获得血管模型,包括:将侧枝与管腔轮廓一起沿着中心线进行配准重建。Exemplarily, before the lumen contour is registered and reconstructed along the centerline to obtain the vascular model, vascular reconstruction is performed based on the target ultrasound image and the target angiography image to generate a vascular model of the target blood vessel, which also includes: identifying side branches of the target blood vessel from the target ultrasound image; and registering and reconstructing the lumen contour along the centerline to obtain the vascular model, including: registering and reconstructing the side branches together with the lumen contour along the centerline.
示例性地,超声设备包括超声导管和设置在超声导管上的超声换能器;超声换能器用于在超声导管回撤过程中采集目标对象的血管内超声图像;从目标造影图像中识别目标血管的中心线,包括:对于目标造影图像中的每一帧冠脉造影图像,确定该冠脉造影图像中超声导管的回撤起点和回撤终点;基于回撤起点和回撤终点,从该冠脉造影图像中提取超 声导管的回撤路径;基于目标造影图像中的每一帧冠脉造影图像对应的回撤路径,生成超声导管的三维回撤路径;其中,目标血管的中心线用三维回撤路径表示。Exemplarily, the ultrasound device includes an ultrasound catheter and an ultrasound transducer disposed on the ultrasound catheter; the ultrasound transducer is used to acquire an intravascular ultrasound image of a target object during the withdrawal process of the ultrasound catheter; identifying the centerline of the target blood vessel from the target angiography image, including: for each frame of a coronary angiography image in the target angiography image, determining a withdrawal start point and a withdrawal end point of the ultrasound catheter in the coronary angiography image; extracting an ultrasound image from the coronary angiography image based on the withdrawal start point and the withdrawal end point; A retraction path of the ultrasound catheter; based on the retraction path corresponding to each frame of the coronary angiography image in the target angiography image, a three-dimensional retraction path of the ultrasound catheter is generated; wherein the centerline of the target blood vessel is represented by the three-dimensional retraction path.
示例性地,基于回撤起点和回撤终点,从该冠脉造影图像中提取超声导管的回撤路径,包括:对该冠脉造影图像进行预处理,获得经预处理的冠脉造影图像,其中,预处理包括滤波和/或直方图增强处理;对经预处理的冠脉造影图像中的目标血管进行血管边界增强,获得经边界增强的冠脉造影图像;对经边界增强的冠脉造影图像进行图像二值化以及形态学去噪处理,获得经处理的冠脉造影图像;从经处理的冠脉造影图像中提取以回撤起点为起点并以回撤终点为终点的最短路径作为回撤路径。Exemplarily, based on the pullback starting point and the pullback end point, the pullback path of the ultrasound catheter is extracted from the coronary angiography image, including: preprocessing the coronary angiography image to obtain a preprocessed coronary angiography image, wherein the preprocessing includes filtering and/or histogram enhancement processing; performing vascular boundary enhancement on the target blood vessel in the preprocessed coronary angiography image to obtain a boundary-enhanced coronary angiography image; performing image binarization and morphological denoising processing on the boundary-enhanced coronary angiography image to obtain a processed coronary angiography image; and extracting the shortest path with the pullback starting point as the starting point and the pullback end point as the end point from the processed coronary angiography image as the pullback path.
示例性地,血管参数包括血管模型在长轴各点处对应的横截面积;基于血管模型中的血管参数,确定目标血管的血流储备分数,包括:基于血管模型在长轴各点处对应的横截面积的大小,确定血管模型中的狭窄血管段和正常血管段;获取目标血管的平均动脉压;基于狭窄血管段对应的横截面积、正常血管段对应的横截面积和狭窄血管段的长度,确定狭窄血管段对应的压力差;基于平均动脉压和压力差,确定目标血管的血流储备分数。Exemplarily, the vascular parameters include the cross-sectional area corresponding to each point on the long axis of the vascular model; based on the vascular parameters in the vascular model, the blood flow reserve fraction of the target blood vessel is determined, including: based on the size of the cross-sectional area corresponding to each point on the long axis of the vascular model, the stenotic blood vessel segment and the normal blood vessel segment in the vascular model are determined; the mean arterial pressure of the target blood vessel is obtained; based on the cross-sectional area corresponding to the stenotic blood vessel segment, the cross-sectional area corresponding to the normal blood vessel segment and the length of the stenotic blood vessel segment, the pressure difference corresponding to the stenotic blood vessel segment is determined; based on the mean arterial pressure and the pressure difference, the blood flow reserve fraction of the target blood vessel is determined.
根据本申请的又一方面,还提供了一种血管成像设备,包括:第一确定模块,用于确定目标对象的心动周期内的舒张期无波形间期;获取模块,用于从超声设备和造影设备各自采集的图像中分别获取目标对象的目标血管在舒张期无波形间期内的目标超声图像和目标造影图像;血管重建模块,用于基于目标超声图像和目标造影图像进行血管重建,生成目标血管的血管模型;第二确定模块,用于基于血管模型中的血管参数,确定目标血管的血流储备分数。According to another aspect of the present application, a vascular imaging device is provided, including: a first determination module, used to determine the diastolic waveform-free interval within the cardiac cycle of the target object; an acquisition module, used to respectively acquire a target ultrasound image and a target angiography image of the target blood vessel of the target object within the diastolic waveform-free interval from images respectively acquired by an ultrasound device and an angiography device; a vascular reconstruction module, used to perform vascular reconstruction based on the target ultrasound image and the target angiography image to generate a vascular model of the target blood vessel; and a second determination module, used to determine the blood flow reserve fraction of the target blood vessel based on the vascular parameters in the vascular model.
根据本申请的又一方面,还提供了一种电子设备,包括处理器和存储器,其中,所述存储器中存储有计算机程序指令,所述计算机程序指令被所述处理器运行时用于执行以下操作:确定目标对象的心动周期内的舒张期无波形间期;获取所述目标对象的目标血管在所述舒张期无波形间期内的目标超声图像和目标造影图像;基于所述目标超声图像和所述目标造影图像进行血管重建,生成所述目标血管的血管模型;基于所述血管模型中的血管参数,确定所述目标血管的血流储备分数。According to another aspect of the present application, there is also provided an electronic device, comprising a processor and a memory, wherein the memory stores computer program instructions, and the computer program instructions are used by the processor to perform the following operations when executed: determining a diastolic waveform-free interval within the cardiac cycle of a target object; acquiring a target ultrasound image and a target angiography image of a target blood vessel of the target object within the diastolic waveform-free interval; performing vascular reconstruction based on the target ultrasound image and the target angiography image to generate a vascular model of the target blood vessel; and determining a blood flow reserve fraction of the target blood vessel based on vascular parameters in the vascular model.
根据本申请的再一方面,还提供了一种计算机可读存储介质,在所述计算机可读存储介质上存储了程序指令,所述程序指令在运行时用于执行以下操作:确定目标对象的心动周期内的舒张期无波形间期;获取所述目标对象的目标血管在所述舒张期无波形间期内的目标超声图像和目标造影图像;基于所述目标超声图像和所述目标造影图像进行血管重建,生成所述目标血管的血管模型;基于所述血管模型中的血管参数,确定所述目标血管的血流储备分数。According to another aspect of the present application, a computer-readable storage medium is provided, on which program instructions are stored, and the program instructions are used to perform the following operations when run: determine the diastolic waveform-free interval within the cardiac cycle of the target object; obtain a target ultrasound image and a target angiography image of the target blood vessel of the target object within the diastolic waveform-free interval; perform vascular reconstruction based on the target ultrasound image and the target angiography image to generate a vascular model of the target blood vessel; and determine the blood flow reserve fraction of the target blood vessel based on the vascular parameters in the vascular model.
根据上述技术方案,通过获取目标血管在舒张期无波形间期的目标超声图像和目标造影图像来确定目标血管的血流储备分数。正常状态时舒张期无波间期内的冠状动脉阻力与通过应用诸如腺苷等血管扩张类药物所达到的最大充血状态时的冠状动脉阻力无显著差异。因此,这种方案无需应用药物即可实现血流储备分数的测量。此外,本申请可以基于目标超声图像和目标造影图像进行血管重建,生成目标血管的血管模型,并基于血管模型中的血管参数,确定目标血管的血流储备分数。因此这种方案可以通过血管重建等算法来确定目标血管的血流储备分数,而无需进行压力测量。综上可知,本方案是一种微创的血流储备分数确定方式,可以减少受试者(即目标对象)的不适,并可以减少受试时的耗材,减少受试者的费用和时间,进而节约受试者的受试成本。此外,舒张期无波形间期的时长较长,这有利于获得较多的超声图像数据,从而能够基于该超声图像数据更为准确地生成目标血管的血管模型,进而有利于提高目标血管的血流储备分数的计算精度。According to the above technical scheme, the blood flow reserve fraction of the target vessel is determined by obtaining the target ultrasound image and the target angiography image of the target vessel in the diastolic waveform-free interval. There is no significant difference between the coronary artery resistance in the diastolic waveform-free interval in the normal state and the coronary artery resistance in the maximum hyperemia state achieved by applying vasodilator drugs such as adenosine. Therefore, this scheme can achieve the measurement of the blood flow reserve fraction without the application of drugs. In addition, the present application can perform vascular reconstruction based on the target ultrasound image and the target angiography image, generate a vascular model of the target vessel, and determine the blood flow reserve fraction of the target vessel based on the vascular parameters in the vascular model. Therefore, this scheme can determine the blood flow reserve fraction of the target vessel by algorithms such as vascular reconstruction without pressure measurement. In summary, this scheme is a minimally invasive method for determining the blood flow reserve fraction, which can reduce the discomfort of the subject (i.e., the target object), and can reduce the consumables during the test, reduce the cost and time of the subject, and thus save the test cost of the subject. In addition, the duration of the waveform-free interval during diastole is relatively long, which is conducive to obtaining more ultrasound image data, so that a vascular model of the target blood vessel can be more accurately generated based on the ultrasound image data, which in turn is conducive to improving the calculation accuracy of the blood flow reserve fraction of the target blood vessel.
上述说明仅是本申请技术方案的概述,为了能够更清楚了解本申请的技术手段,而可依照说明书的内容予以实施,并且为了让本申请的上述和其它目的、特征和优点能够更明显易懂,以下特举本申请的具体实施方式。 The above description is only an overview of the technical solution of the present application. In order to more clearly understand the technical means of the present application, it can be implemented in accordance with the contents of the specification. In order to make the above and other purposes, features and advantages of the present application more obvious and easy to understand, the specific implementation methods of the present application are listed below.
通过结合附图对本申请实施例进行更详细的描述,本申请的上述以及其它目的、特征和优势将变得更加明显。附图用来提供对本申请实施例的进一步理解,并且构成说明书的一部分,与本申请实施例一起用于解释本申请,并不构成对本申请的限制。在附图中,相同的参考标号通常代表相同部件或步骤。By describing the embodiments of the present application in more detail in conjunction with the accompanying drawings, the above and other purposes, features and advantages of the present application will become more apparent. The accompanying drawings are used to provide a further understanding of the embodiments of the present application and constitute a part of the specification. Together with the embodiments of the present application, they are used to explain the present application and do not constitute a limitation of the present application. In the accompanying drawings, the same reference numerals generally represent the same components or steps.
图1示出根据本申请一个实施例的血管成像系统的示意性框图;FIG1 is a schematic block diagram of a vascular imaging system according to an embodiment of the present application;
图2示出根据本申请一个实施例的重建血管模型的示意图;FIG2 is a schematic diagram showing a reconstructed blood vessel model according to an embodiment of the present application;
图3示出根据本申请一个实施例的识别目标血管的中心线的示意图;FIG3 is a schematic diagram showing a centerline of a target blood vessel according to an embodiment of the present application;
图4示出根据本申请一个实施例的血管成像方法的示意性流程图;FIG4 is a schematic flow chart of a blood vessel imaging method according to an embodiment of the present application;
图5示出根据本申请一个实施例的血管成像设备的示意性框图;FIG5 is a schematic block diagram of a blood vessel imaging device according to an embodiment of the present application;
图6示出根据本申请一个实施例的电子设备的示意性框图。FIG6 shows a schematic block diagram of an electronic device according to an embodiment of the present application.
为了使得本申请的目的、技术方案和优点更为明显,下面将参照附图详细描述根据本申请的示例实施例。显然,所描述的实施例仅仅是本申请的一部分实施例,而不是本申请的全部实施例,应理解,本申请不受这里描述的示例实施例的限制。基于本申请中描述的实施例,本领域技术人员在没有付出创造性劳动的情况下所得到的所有其它实施例都应落入本申请的保护范围之内。In order to make the purpose, technical solutions and advantages of the present application more obvious, the example embodiments according to the present application will be described in detail with reference to the accompanying drawings. Obviously, the described embodiments are only part of the embodiments of the present application, rather than all the embodiments of the present application, and it should be understood that the present application is not limited to the example embodiments described herein. Based on the embodiments described in the present application, all other embodiments obtained by those skilled in the art without creative work should fall within the scope of protection of the present application.
FFR的常用测量方法是通过压力介入导丝、微导管在最大充血状态下测量病变狭窄远端压力和近端动脉压的比值,以计算FFR。但压力导丝属于侵入式测量,在使用时为单次使用,会增加受试者的额外花费,延长介入手术时间。且压力导丝对于堵塞较严重,管腔较小的血管,测量误差较大。另外,在测量过程中,最大充血条件的获取一般是通过静脉或动脉向病人体内注射血管扩张类药物如腺苷等。而如上所述,血管扩张类药物对于人体有一定程度损伤,不适用于一些病人群体(如肝肾功能不全、药物过敏等),且显著增加了测量时间和复杂度。有鉴于此,本申请提供了一种血管成像系统、方法、设备、电子设备及计算机可读存储介质,该方案无需使用血管扩张类药物,能够在较短时间内准确确定目标血管的血流储备分数。该血管成像系统、方法、设备、电子设备及计算机可读存储介质参见下文描述。The commonly used method for measuring FFR is to measure the ratio of the distal pressure of the lesion stenosis and the proximal arterial pressure under the maximum hyperemia state through a pressure interventional guidewire and a microcatheter to calculate FFR. However, the pressure guidewire is an invasive measurement and is used for a single time, which will increase the additional cost of the subject and prolong the interventional surgery time. And the pressure guidewire has a large measurement error for blood vessels with severe blockage and small lumens. In addition, during the measurement process, the maximum hyperemia condition is generally obtained by injecting vasodilators such as adenosine into the patient's body through a vein or artery. As mentioned above, vasodilators are harmful to the human body to a certain extent and are not suitable for some patient groups (such as liver and kidney dysfunction, drug allergy, etc.), and significantly increase the measurement time and complexity. In view of this, the present application provides a vascular imaging system, method, device, electronic device and computer-readable storage medium, which does not require the use of vasodilators and can accurately determine the blood flow reserve fraction of the target blood vessel in a short time. The vascular imaging system, method, device, electronic device and computer-readable storage medium are described below.
为了解决上述技术问题,本申请提供了一种血管成像系统。图1示出根据本申请一个实施例的血管成像系统100的示意性框图。如图1所示,血管成像系统100可以包括超声设备110、造影设备120和处理设备130。In order to solve the above technical problems, the present application provides a vascular imaging system. FIG1 shows a schematic block diagram of a vascular imaging system 100 according to an embodiment of the present application. As shown in FIG1 , the vascular imaging system 100 may include an ultrasound device 110 , an angiography device 120 , and a processing device 130 .
超声设备110用于采集目标对象的血管内超声图像(可以简称为超声图像)。超声设备110为血管内超声(intravenous ultrasound,IVUS)设备。超声设备110可以包括超声导管,超声导管顶端可以设置有超声换能器。可以将超声设备110中的超声导管置入血管内,通过超声换能器采集血管内超声图像。The ultrasound device 110 is used to collect an intravascular ultrasound image (which may be referred to as an ultrasound image) of a target object. The ultrasound device 110 is an intravascular ultrasound (IVUS) device. The ultrasound device 110 may include an ultrasound catheter, and an ultrasound transducer may be provided at the top of the ultrasound catheter. The ultrasound catheter in the ultrasound device 110 may be placed in a blood vessel, and the intravascular ultrasound image may be collected by the ultrasound transducer.
造影设备120用于采集目标对象的冠脉造影图像(可以简称为造影图像)。造影设备120为冠脉造影(coronary angiography,CAG)设备。在进行冠脉造影时,可以向冠状动脉内注入造影剂,使血管在X光下显影。造影设备120可以发射X光线,采集对应的冠脉造影图像。可选地,血管也可以替换为冠脉之外的其他血管,实现方式与冠脉类似,在此不做赘述。The angiography device 120 is used to collect coronary angiography images (which may be referred to as angiography images) of the target object. The angiography device 120 is a coronary angiography (CAG) device. When performing coronary angiography, a contrast agent may be injected into the coronary artery to make the blood vessel appear under X-rays. The angiography device 120 may emit X-rays to collect corresponding coronary angiography images. Optionally, the blood vessel may also be replaced with other blood vessels other than the coronary artery, and the implementation method is similar to that of the coronary artery, which will not be described in detail here.
处理设备130分别与超声设备110和造影设备120连接。处理设备130可以用于执行以下操作:确定目标对象的心动周期内的舒张期无波形间期。从超声设备和造影设备各自采集的图像中分别获取目标对象的目标血管在舒张期无波形间期内的目标超声图像和目标造影图像。基于目标超声图像和目标造影图像进行血管重建,生成目标血管的血管模型。基于血管模型中的血管参数,确定目标血管的血流储备分数。The processing device 130 is connected to the ultrasound device 110 and the angiography device 120, respectively. The processing device 130 can be used to perform the following operations: determine the diastolic waveform-free interval in the cardiac cycle of the target object. Obtain a target ultrasound image and a target angiography image of the target blood vessel of the target object in the diastolic waveform-free interval from the images respectively acquired by the ultrasound device and the angiography device. Perform blood vessel reconstruction based on the target ultrasound image and the target angiography image to generate a blood vessel model of the target blood vessel. Determine the blood flow reserve fraction of the target blood vessel based on the blood vessel parameters in the blood vessel model.
可以理解,舒张期无波形间期指的是心动周期的舒张期中静息冠状动脉阻力达到最小 且相对恒定的时期。血管保持正常状态(即不应用血管扩张类药物)的前提下处于舒张期无波形间期时的冠状动脉阻力,与血管通过应用诸如腺苷等血管扩张类药物所达到的最大充血状态时的冠状动脉阻力相比,二者无显著差异。在舒张期无波形间期这一阶段,血管内的血流量与压力呈线性关系,压力值的升降可以直接反映出血流量的变化,进而体现出真实血管生理学的狭窄状况。因此,在舒张期无波形间期,可以直接测量目标血管的冠状动脉阻力,无需向目标血管注入血管扩张类药物。It can be understood that the diastolic waveform-free interval refers to the diastolic phase of the cardiac cycle when the resting coronary artery resistance reaches its minimum. And it is a relatively constant period. When the blood vessels are kept in a normal state (i.e., without the use of vasodilators), the coronary artery resistance during the diastolic waveform-free interval is compared with the coronary artery resistance when the blood vessels reach the maximum hyperemia state through the use of vasodilators such as adenosine. There is no significant difference between the two. During the diastolic waveform-free interval, the blood flow and pressure in the blood vessels are linearly related, and the rise and fall of the pressure value can directly reflect the changes in blood flow, and then reflect the true physiological vascular stenosis. Therefore, during the diastolic waveform-free interval, the coronary artery resistance of the target blood vessel can be directly measured without the need to inject vasodilators into the target blood vessel.
可选地,在心动周期中确定舒张期无波形间期的方法可以采用现有的或将来研发的任意一种方法。在一个实施例中,可以基于经验值在心动周期中确定舒张期无波形间期。例如,可以确定舒张期无波形间期的开始时刻为舒张期开始后的第112ms,舒张期无波形间期的时长为354ms。在另一个实施例中,可以基于目标对象的心电图(ECG)上的心电信号,在心动周期中确定舒张期无波形间期。具体确定方式在下文描述。对于不同目标对象来说,舒张期无波形间期在整个心动周期中所占据的时段可以相同,也可以不同。可选地,可以预先对当前的目标对象进行测试,确定其舒张期无波形间期在整个心动周期中所占据的时段。随后,可以对当前的目标对象进行血管成像,此时可以基于先前测试的结果,确定采集到的血管内超声图像和冠脉造影图像中哪些图像是在舒张期无波形间期内采集的。可选地,还可以在对当前的目标对象进行血管成像的过程中,实时地确定每个心动周期内的舒张期无波形间期是哪段时间,进而实时地确定哪些血管内超声图像和冠脉造影图像是在舒张期无波形间期内采集的。Optionally, the method for determining the diastolic waveform-free interval in the cardiac cycle can adopt any existing or future developed method. In one embodiment, the diastolic waveform-free interval can be determined in the cardiac cycle based on empirical values. For example, it can be determined that the starting time of the diastolic waveform-free interval is 112 ms after the start of the diastolic period, and the duration of the diastolic waveform-free interval is 354 ms. In another embodiment, the diastolic waveform-free interval can be determined in the cardiac cycle based on the electrocardiographic signal on the electrocardiogram (ECG) of the target object. The specific determination method is described below. For different target objects, the time period occupied by the diastolic waveform-free interval in the entire cardiac cycle can be the same or different. Optionally, the current target object can be tested in advance to determine the time period occupied by its diastolic waveform-free interval in the entire cardiac cycle. Subsequently, the current target object can be imaged by blood vessels, and at this time, based on the results of the previous test, it can be determined which images of the acquired intravascular ultrasound images and coronary angiography images are acquired during the diastolic waveform-free interval. Optionally, during vascular imaging of the current target object, it is also possible to determine in real time which period of time the diastolic waveform-free interval is in each cardiac cycle, and then determine in real time which intravascular ultrasound images and coronary angiography images are acquired during the diastolic waveform-free interval.
处理设备130可以从超声设备110和造影设备120各自采集的图像中分别获取目标对象的目标血管在舒张期无波形间期内的目标超声图像和目标造影图像。The processing device 130 can respectively obtain a target ultrasound image and a target angiography image of a target blood vessel of the target object in a diastolic waveform-free interval from the images acquired by the ultrasound device 110 and the angiography device 120 .
可选地,目标血管可以是目标对象体内的任意一段需要计算FFR的血管。本申请对其所在的部位、血管类型等不做限制。Optionally, the target blood vessel may be any blood vessel in the target subject's body for which FFR needs to be calculated. The present application does not limit the location, blood vessel type, etc. of the target blood vessel.
可选地,目标超声图像和目标造影图像均可以是直接由对应的采集设备(例如超声设备110和造影设备120)采集得到,也可以是对采集后的超声图像和造影图像进行图像预处理后得到。其中,图像预处理可以包括均值滤波等操作。在一些实施例中,目标超声图像和目标造影图像的采集可以同时完成。替代地,也可以异步采集目标超声图像和目标造影图像。本申请对此不做限定。Optionally, the target ultrasound image and the target contrast image can be directly acquired by corresponding acquisition devices (e.g., ultrasound device 110 and contrast device 120), or can be acquired by performing image preprocessing on the acquired ultrasound image and contrast image. Image preprocessing can include operations such as mean filtering. In some embodiments, the acquisition of the target ultrasound image and the target contrast image can be completed simultaneously. Alternatively, the target ultrasound image and the target contrast image can also be acquired asynchronously. This application does not limit this.
可选地,在超声设备110采集超声图像时,可以通过回撤置入血管内的超声导管,并利用安装在超声导管顶端的超声换能器,实时采集并显示目标血管的超声图像,即目标血管的血管截面图像。超声设备110采集的超声图像可以清晰显示血管管壁结构的厚度、管腔的大小和形状等信息。因此,通过获取目标血管的目标超声图像,可以准确确定目标血管的截面特征。Optionally, when the ultrasound device 110 acquires an ultrasound image, the ultrasound catheter inserted into the blood vessel can be withdrawn, and the ultrasound transducer installed at the top of the ultrasound catheter can be used to acquire and display the ultrasound image of the target blood vessel in real time, that is, the cross-sectional image of the target blood vessel. The ultrasound image acquired by the ultrasound device 110 can clearly display information such as the thickness of the blood vessel wall structure, the size and shape of the lumen, etc. Therefore, by acquiring the target ultrasound image of the target blood vessel, the cross-sectional characteristics of the target blood vessel can be accurately determined.
目标超声图像的数量可以根据实际需要选择。对于任一目标血管,对应该目标血管的超声图像的数量越多,则在后续血管重建中,得到的血管模型越能够真实反映目标血管的情况。在一些实施例中,可以通过匀速回撤置入血管内的超声导管,获得目标血管的目标超声图像。在该实施例中,可以通过调节超声导管的回撤速度和/或超声换能器的采集频率,从而调整所获得的目标超声图像的数量。可选地,目标超声图像可以采用高速回撤高帧频采集的方式获得。即,可以利用超声设备110,通过较高的回撤速度和较高的成像帧频来采集超声图像,这样有利于确保尽快完成对目标血管的超声图像的采集,缩短采集时间,并且有利于获取较多的目标超声图像,以更准确地确定真实的目标血管结构。上述较高的回撤速度可以是例如3毫米每秒(mm/s)、6mm/s或9mm/s等,上述较高的成像帧频可以是例如60帧每秒(frames/s)或90frames/s等。The number of target ultrasound images can be selected according to actual needs. For any target blood vessel, the more ultrasound images corresponding to the target blood vessel, the more the blood vessel model obtained in the subsequent blood vessel reconstruction can truly reflect the situation of the target blood vessel. In some embodiments, the target ultrasound image of the target blood vessel can be obtained by uniformly withdrawing the ultrasound catheter inserted into the blood vessel. In this embodiment, the number of target ultrasound images obtained can be adjusted by adjusting the withdrawal speed of the ultrasound catheter and/or the acquisition frequency of the ultrasound transducer. Optionally, the target ultrasound image can be obtained by high-speed withdrawal and high-frame rate acquisition. That is, the ultrasound device 110 can be used to collect ultrasound images at a higher withdrawal speed and a higher imaging frame rate, which is conducive to ensuring that the acquisition of the ultrasound image of the target blood vessel is completed as soon as possible, shortening the acquisition time, and is conducive to obtaining more target ultrasound images to more accurately determine the real target blood vessel structure. The above-mentioned higher withdrawal speed can be, for example, 3 millimeters per second (mm/s), 6 mm/s or 9 mm/s, and the above-mentioned higher imaging frame rate can be, for example, 60 frames per second (frames/s) or 90 frames/s.
可选地,造影设备120可以是X射线造影机器、CT扫描机等。本申请不对此进行限制。可选地,目标造影图像的数量为至少两帧。至少两帧目标造影图像中的各帧目标造影图像具有不同的造影角度。至少两帧目标造影图像中任意两帧目标造影图像间的造影角度之差满足角度差条件。其中,角度差条件为两帧目标造影图像间的造影角度之差处于[30°,150°] 的范围内。在一个具体的实施例中,目标造影图像的数量为两帧,两帧目标造影图像的造影角度之差为60°。该实施例中,通过使目标造影图像中各帧目标造影图像具有不同的造影角度,有助于为后续的血管重建步骤提供更为准确的依据。Optionally, the imaging device 120 may be an X-ray imaging machine, a CT scanner, etc. This application is not limited thereto. Optionally, the number of target imaging images is at least two frames. Each of the at least two frames of target imaging images has a different imaging angle. The difference in imaging angles between any two frames of target imaging images in the at least two frames of target imaging images satisfies an angle difference condition. The angle difference condition is that the difference in imaging angles between the two frames of target imaging images is between [30°, 150°] In a specific embodiment, the number of target angiography images is two, and the difference between the angiography angles of the two target angiography images is 60°. In this embodiment, by making each target angiography image in the target angiography image have a different angiography angle, it is helpful to provide a more accurate basis for the subsequent vascular reconstruction step.
处理设备130获取目标超声图像和目标造影图像后,可以基于目标超声图像和目标造影图像进行血管重建,生成目标血管的血管模型。After acquiring the target ultrasound image and the target contrast image, the processing device 130 may perform blood vessel reconstruction based on the target ultrasound image and the target contrast image to generate a blood vessel model of the target blood vessel.
可以理解,目标造影图像能够提供超声导管的回撤轨迹和目标血管长轴方向的几何信息以及血管横截面的空间位置,目标超声图像能够提供目标血管多个横截面的形态结构。本实施例通过将二者融合,有利于实现对目标血管三维结构的准确重建。具体重建方法在下文详细描述。It can be understood that the target angiography image can provide the retraction trajectory of the ultrasound catheter and the geometric information of the long axis direction of the target blood vessel and the spatial position of the cross section of the blood vessel, and the target ultrasound image can provide the morphological structure of multiple cross sections of the target blood vessel. This embodiment facilitates accurate reconstruction of the three-dimensional structure of the target blood vessel by fusing the two. The specific reconstruction method is described in detail below.
在心动周期的很多常用标识时期,例如在每个心动周期的舒张末期采集目标超声图像的话,由于每个心动周期的舒张末期的时间较短,每个心动周期中采集的目标超声图像的数量较少,导致大量数据丢失,以至于用于重建血管模型的数据量较少,重建得到的血管模型无法真实反映目标血管的情况。在本申请的实施例中,在舒张期的无波形间期获取目标超声图像。相较于诸如舒张末期的其他心动时期,无回波间期的时间较长,从而能够使得在每个心动周期更长的时段内采集目标超声图像,有利于增大每个心动周期中目标超声图像的成像数量,获得更多的目标血管的血管截面信息,进而有利于更为真实地反映目标血管的情况。同时,在每个心动周期内的目标超声图像的采集时段增大的情况下,可以在保证目标超声图像数据量充足的前提下,提高超声导管的回撤速度,从而有利于进一步提高图像的采集效率。In many commonly used marking periods of the cardiac cycle, for example, if the target ultrasound image is collected at the end of diastole of each cardiac cycle, the end of diastole of each cardiac cycle is short, and the number of target ultrasound images collected in each cardiac cycle is small, resulting in a large amount of data loss, so that the amount of data used to reconstruct the vascular model is small, and the reconstructed vascular model cannot truly reflect the situation of the target blood vessel. In an embodiment of the present application, the target ultrasound image is acquired during the waveform-free interval of the diastole. Compared with other cardiac periods such as the end of diastole, the echo-free interval is longer, so that the target ultrasound image can be collected in a longer period of each cardiac cycle, which is conducive to increasing the number of imaging of the target ultrasound image in each cardiac cycle, obtaining more vascular cross-sectional information of the target blood vessel, and then more truly reflecting the situation of the target blood vessel. At the same time, when the acquisition period of the target ultrasound image in each cardiac cycle is increased, the withdrawal speed of the ultrasound catheter can be increased while ensuring that the amount of target ultrasound image data is sufficient, which is conducive to further improving the image acquisition efficiency.
处理设备130在获得血管模型之后,可以基于血管模型中的血管参数,确定目标血管的血流储备分数。After obtaining the blood vessel model, the processing device 130 may determine the blood flow reserve fraction of the target blood vessel based on the blood vessel parameters in the blood vessel model.
可选地,血管参数可以包括血管模型中每个血管截面的特征数据。例如,截面直径、截面面积等。血管参数还可以包括血管模型中特定血管段的长度。例如,特定血管段可以是下文所示的狭窄血管段。Optionally, the vascular parameters may include characteristic data of each vascular cross section in the vascular model, such as cross-sectional diameter, cross-sectional area, etc. The vascular parameters may also include the length of a specific vascular segment in the vascular model, such as a stenotic vascular segment as shown below.
在舒张期无波形间期,可以通过压力测量得出一个不需要应用血管扩张药物而能评价血管狭窄程度的新的压力指标:瞬时无波形比值(instantaneous wave-free ratio,iFR)。iFR定义为在舒张期无波形间期狭窄远端平均压力除以舒张期无波形间期平均动脉压。通过与iFR、或基于iFR衍生的冠脉血流储备(cFR)、或基于iFR衍生的舒张期无充血比率(dFR)等的计算相关的算法,可以确定舒张期无波形间期。处理设备130可以基于舒张期无波形间期内采集的目标超声图像和目标造影图像进行血管重建,生成血管模型。在获得血管模型中的血管参数后,可以基于目标血管中的平均动脉压,以及目标血管中的血液流速,确定目标血管的血流储备分数。具体确定方法在下文详细描述。During the diastolic waveform-free interval, a new pressure index that can evaluate the degree of vascular stenosis without the use of vasodilator drugs can be obtained through pressure measurement: instantaneous wave-free ratio (iFR). iFR is defined as the mean pressure at the distal end of the stenosis during the diastolic waveform-free interval divided by the mean arterial pressure during the diastolic waveform-free interval. The diastolic waveform-free interval can be determined by an algorithm related to the calculation of iFR, or coronary flow reserve (cFR) derived from iFR, or diastolic hyperemia-free ratio (dFR) derived from iFR. The processing device 130 can perform vascular reconstruction based on the target ultrasound image and target angiography image collected during the diastolic waveform-free interval to generate a vascular model. After obtaining the vascular parameters in the vascular model, the blood flow reserve fraction of the target vessel can be determined based on the mean arterial pressure in the target vessel and the blood flow velocity in the target vessel. The specific determination method is described in detail below.
根据上述技术方案,通过获取目标血管在舒张期无波形间期的目标超声图像和目标造影图像来确定目标血管的血流储备分数。正常状态时舒张期无波间期内的冠状动脉阻力与通过应用诸如腺苷等血管扩张类药物所达到的最大充血状态时的冠状动脉阻力无显著差异。因此,这种方案无需应用药物即可实现血流储备分数的测量。此外,本申请可以基于目标超声图像和目标造影图像进行血管重建,生成目标血管的血管模型,并基于血管模型中的血管参数,确定目标血管的血流储备分数。因此这种方案可以通过血管重建等算法来确定目标血管的血流储备分数,而无需进行压力测量。综上可知,本方案是一种微创的血流储备分数确定方式,可以减少受试者(即目标对象)的不适,并可以减少受试时的耗材,减少受试者的费用和时间,进而节约受试者的受试成本。此外,舒张期无波形间期的时长较长,这有利于获得较多的超声图像数据,从而能够基于该超声图像数据更为准确地生成目标血管的血管模型,进而有利于提高目标血管的血流储备分数的计算精度。According to the above technical scheme, the blood flow reserve fraction of the target vessel is determined by obtaining the target ultrasound image and the target angiography image of the target vessel in the diastolic waveform-free interval. There is no significant difference between the coronary artery resistance in the diastolic waveform-free interval in the normal state and the coronary artery resistance in the maximum hyperemia state achieved by applying vasodilator drugs such as adenosine. Therefore, this scheme can achieve the measurement of the blood flow reserve fraction without the application of drugs. In addition, the present application can perform vascular reconstruction based on the target ultrasound image and the target angiography image, generate a vascular model of the target vessel, and determine the blood flow reserve fraction of the target vessel based on the vascular parameters in the vascular model. Therefore, this scheme can determine the blood flow reserve fraction of the target vessel by algorithms such as vascular reconstruction without pressure measurement. In summary, this scheme is a minimally invasive method for determining the blood flow reserve fraction, which can reduce the discomfort of the subject (i.e., the target object), and can reduce the consumables during the test, reduce the cost and time of the subject, and thus save the test cost of the subject. In addition, the duration of the waveform-free interval during diastole is relatively long, which is conducive to obtaining more ultrasound image data, so that a vascular model of the target blood vessel can be more accurately generated based on the ultrasound image data, which in turn is conducive to improving the calculation accuracy of the blood flow reserve fraction of the target blood vessel.
示例性地,血管成像系统还包括心电图设备,用于采集目标对象的心电信号,处理设备130与心电图设备连接。处理设备130通过以下方式确定目标对象的心动周期内的舒张期无波形间期:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形 间期。处理设备130通过以下方式从超声设备110采集的图像中获取目标对象的目标血管在舒张期无波形间期内的目标超声图像:基于所识别的舒张期无波形间期,从超声设备110采集的血管内超声图像中选取目标超声图像。其中,超声设备110与心电图设备同步地采集各自对应的血管内超声图像和心电信号,超声设备连续采集血管内超声图像。Exemplarily, the vascular imaging system further includes an electrocardiogram device for collecting an electrocardiogram signal of the target object, and the processing device 130 is connected to the electrocardiogram device. The processing device 130 determines the diastolic waveform-free interval in the cardiac cycle of the target object by: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal; The processing device 130 obtains a target ultrasound image of a target blood vessel of a target object in a diastolic waveform-free interval from the image acquired by the ultrasound device 110 in the following manner: based on the identified diastolic waveform-free interval, a target ultrasound image is selected from the intravascular ultrasound images acquired by the ultrasound device 110. The ultrasound device 110 and the electrocardiogram device synchronously acquire the intravascular ultrasound images and electrocardiogram signals corresponding to each other, and the ultrasound device continuously acquires the intravascular ultrasound images.
可以理解,目标血管的超声图像可以在一个或多个心动周期内采集完成。目标超声图像包括每个心动周期的舒张期无波形间期内采集的超声图像。It can be understood that the ultrasound image of the target blood vessel can be acquired in one or more cardiac cycles. The target ultrasound image includes an ultrasound image acquired in the diastolic waveform-free interval of each cardiac cycle.
可以理解,对于不同的目标对象,目标对象的心动周期中的舒张期无波形间期的时段可能存在差别。对于同一目标对象,不同心动周期的舒张期无波形间期的时段也可能存在差别。因此,可以在每个心动周期分别确定该心动周期中的舒张期无波形间期。由此,相比于采用经验值在心动周期中确定舒张期无波形间期,基于心电信号确定舒张期无波形间期更有助于保证所确定的血流储备分数的准确性。基于心电信号识别舒张期无波形间期的具体方法在下文详细描述。It can be understood that for different target objects, the time periods of the diastolic waveform-free intervals in the cardiac cycle of the target object may be different. For the same target object, the time periods of the diastolic waveform-free intervals in different cardiac cycles may also be different. Therefore, the diastolic waveform-free intervals in each cardiac cycle can be determined separately. Therefore, compared with using empirical values to determine the diastolic waveform-free interval in the cardiac cycle, determining the diastolic waveform-free interval based on the electrocardiogram signal is more helpful to ensure the accuracy of the determined blood flow reserve fraction. The specific method of identifying the diastolic waveform-free interval based on the electrocardiogram signal is described in detail below.
在该实施例中,心电信号和超声图像是同步采集的。对于任意一个心动周期,超声设备在该心动周期中可以采集多帧超声图像。多帧超声图像中可能仅有部分超声图像对应的时期为舒张期无波形间期。在一些实施例中,多帧超声图像分别对应不同的采集时间。该实施例中,可以根据心电信号识别当前心动周期的舒张期无波形间期。并根据该舒张期无波形间期对应的时段,在多帧超声图像中选择对应该时段的超声图像。所选择的超声图像即为目标超声图像。例如,若识别到当前心动周期的舒张期无波形间期对应的时段为采集开始后的第230ms至采集开始后的第600ms,则可以在超声设备采集的多帧超声图像中,选择采集开始后的第230ms至采集开始后的第600ms之间采集的超声图像。该时段内采集的超声图像即为目标超声图像。In this embodiment, the ECG signal and the ultrasound image are collected synchronously. For any cardiac cycle, the ultrasound device can collect multiple frames of ultrasound images in the cardiac cycle. Among the multiple frames of ultrasound images, only some of the ultrasound images may correspond to the diastolic waveform-free interval. In some embodiments, the multiple frames of ultrasound images correspond to different acquisition times. In this embodiment, the diastolic waveform-free interval of the current cardiac cycle can be identified according to the ECG signal. And according to the time period corresponding to the diastolic waveform-free interval, the ultrasound image corresponding to the time period is selected from the multiple frames of ultrasound images. The selected ultrasound image is the target ultrasound image. For example, if it is identified that the time period corresponding to the diastolic waveform-free interval of the current cardiac cycle is from the 230ms after the start of acquisition to the 600ms after the start of acquisition, the ultrasound image collected between the 230ms after the start of acquisition and the 600ms after the start of acquisition can be selected from the multiple frames of ultrasound images collected by the ultrasound device. The ultrasound image collected during this time period is the target ultrasound image.
上述实施例中,通过同步采集心电信号与超声图像,并利用基于心电信号确定的舒张期无波形间期在超声图像中选择目标超声图像,有利于保证基于该目标超声图像所生成的血管模型的准确性,从而有利于进一步提高血流储备分数的计算精度。同时,该实施例连续采集超声图像,有助于提高成像速度。In the above embodiment, by synchronously acquiring the ECG signal and the ultrasound image, and selecting the target ultrasound image from the ultrasound image using the diastolic waveform-free interval determined based on the ECG signal, it is helpful to ensure the accuracy of the vascular model generated based on the target ultrasound image, thereby further improving the calculation accuracy of the blood flow reserve fraction. At the same time, this embodiment continuously acquires ultrasound images, which helps to improve the imaging speed.
示例性地,血管成像系统还包括心电图设备,用于采集目标对象的心电信号,处理设备与心电图设备连接。处理设备130通过以下方式确定目标对象的心动周期内的舒张期无波形间期:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形间期。处理设备130还用于:在识别到舒张期无波形间期的开始时刻时,控制超声设备110开始采集血管内超声图像;在识别到舒张期无波形间期的结束时刻时,控制超声设备110停止采集血管内超声图像。处理设备130通过以下方式从超声设备110采集的图像中获取目标对象的目标血管在舒张期无波形间期内的目标超声图像:获取超声设备110采集的血管内超声图像作为目标超声图像。Exemplarily, the vascular imaging system also includes an electrocardiogram device for collecting electrocardiogram signals of the target object, and the processing device is connected to the electrocardiogram device. The processing device 130 determines the diastolic waveform-free interval within the cardiac cycle of the target object in the following manner: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal. The processing device 130 is also used to: when the start moment of the diastolic waveform-free interval is identified, control the ultrasound device 110 to start collecting intravascular ultrasound images; when the end moment of the diastolic waveform-free interval is identified, control the ultrasound device 110 to stop collecting intravascular ultrasound images. The processing device 130 obtains a target ultrasound image of the target blood vessel of the target object within the diastolic waveform-free interval from the image collected by the ultrasound device 110 in the following manner: obtain the intravascular ultrasound image collected by the ultrasound device 110 as the target ultrasound image.
心电信号可以通过现有的或将来研发的任意一种心电图设备实时采集获得。可以理解,每个心动周期均对应有连续的心电信号。可以基于该心电信号确定对应心动周期中的舒张期无波形间期。可选地,舒张期无波形间期的开始时刻可以对应于心电信号上某一特定的数据点。该数据点可以简称为第一数据点。类似地,舒张期无波形间期的结束时刻也可以对应于心电图中某一特定的数据点。该数据点可以简称为第二数据点。在一个实施例中,可以在识别到第一数据点时,控制超声设备110开始采集超声图像。在识别到第二数据点时,控制超声设备110停止采集超声图像。由此,可以控制超声设备110在舒张期无波形间期内采集足够的目标超声图像。基于心电信号识别舒张期无波形间期的具体方法在下文详细描述。The ECG signal can be acquired in real time through any existing or future developed ECG device. It can be understood that each cardiac cycle corresponds to a continuous ECG signal. The diastolic waveform-free interval in the corresponding cardiac cycle can be determined based on the ECG signal. Optionally, the start time of the diastolic waveform-free interval can correspond to a specific data point on the ECG signal. The data point can be referred to as the first data point. Similarly, the end time of the diastolic waveform-free interval can also correspond to a specific data point in the ECG. The data point can be referred to as the second data point. In one embodiment, when the first data point is identified, the ultrasound device 110 can be controlled to start collecting ultrasound images. When the second data point is identified, the ultrasound device 110 is controlled to stop collecting ultrasound images. Thus, the ultrasound device 110 can be controlled to collect enough target ultrasound images within the diastolic waveform-free interval. The specific method for identifying the diastolic waveform-free interval based on the ECG signal is described in detail below.
如上文所示,超声导管在血管内回撤过程中,利用超声导管顶端的超声换能器采集该血管的血管内超声图像。在本文的描述中,控制超声设备110开始采集图像,可以是指控制置入血管内的超声导管开始回撤,并采集超声图像。控制超声设备110停止采集超声图像,可以是指控制置入血管内的超声导管停止回撤,并停止采集超声图像。 As shown above, during the withdrawal of the ultrasound catheter in the blood vessel, the ultrasound transducer at the top of the ultrasound catheter is used to collect the intravascular ultrasound image of the blood vessel. In the description herein, controlling the ultrasound device 110 to start collecting images may refer to controlling the ultrasound catheter placed in the blood vessel to start withdrawing and collecting ultrasound images. Controlling the ultrasound device 110 to stop collecting ultrasound images may refer to controlling the ultrasound catheter placed in the blood vessel to stop withdrawing and stop collecting ultrasound images.
上述技术方案基于心电信号触发超声设备采集目标血管的超声图像。由此,该方案仅在心动周期中的舒张期无波形间期采集超声图像,在心动周期中除舒张期无波形间期外的其他时期(例如收缩期)则不进行超声图像的采集。相比于连续采集超声图像的方式,该方案有利于防止舒张期无波形间期外的其他时期对应的血管内超声图像缺失,可以获得较为完整的目标血管空间几何信息,从而有利于提高计算精度。同时,该方案中可以尽量减少采集无用的超声图像(即在除舒张期无波形间期以外的时段采集的超声图像),有利于提高超声图像的利用率,降低数据冗余。比较可取地,上述触发式超声图像采集方案可以主要应用于能够实现高速回撤高帧频采集的血管成像系统中。在这种血管成像系统中,上述触发式超声图像采集方案是比较可行的。The above technical solution is based on the ECG signal triggering ultrasound equipment to collect ultrasound images of the target blood vessels. Therefore, the solution only collects ultrasound images during the diastolic waveform-free interval in the cardiac cycle, and does not collect ultrasound images during other periods (such as the systolic period) except the diastolic waveform-free interval in the cardiac cycle. Compared with the method of continuously collecting ultrasound images, the solution is conducive to preventing the loss of intravascular ultrasound images corresponding to other periods except the diastolic waveform-free interval, and can obtain relatively complete target blood vessel spatial geometric information, which is conducive to improving calculation accuracy. At the same time, the solution can minimize the collection of useless ultrasound images (i.e., ultrasound images collected during periods other than the diastolic waveform-free interval), which is conducive to improving the utilization rate of ultrasound images and reducing data redundancy. Preferably, the above-mentioned triggered ultrasound image acquisition scheme can be mainly applied to a vascular imaging system that can realize high-speed retracement and high frame rate acquisition. In such a vascular imaging system, the above-mentioned triggered ultrasound image acquisition scheme is relatively feasible.
示例性地,血管成像系统还包括心电图设备,用于采集目标对象的心电信号,处理设备与心电图设备连接。处理设备130通过以下方式确定目标对象的心动周期内的舒张期无波形间期:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形间期。处理设备130通过以下方式从造影设备120采集的图像中获取目标对象的目标血管在舒张期无波形间期内的目标造影图像:基于所识别的舒张期无波形间期,从造影设备120采集的冠脉造影图像中,选取至少两帧不同造影角度的候选冠脉造影图像作为目标造影图像;其中,候选冠脉血管造影图像为造影设备在舒张期无波形间期采集的冠脉造影图像。造影设备与心电图设备同步地采集各自对应的冠脉造影图像和心电信号,造影设备连续采集冠脉造影图像。Exemplarily, the vascular imaging system also includes an electrocardiogram device for collecting electrocardiogram signals of the target object, and the processing device is connected to the electrocardiogram device. The processing device 130 determines the diastolic waveform-free interval in the cardiac cycle of the target object in the following manner: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal. The processing device 130 obtains a target angiography image of the target blood vessel of the target object in the diastolic waveform-free interval from the image collected by the angiography device 120 in the following manner: based on the identified diastolic waveform-free interval, at least two frames of candidate coronary angiography images of different angiography angles are selected from the coronary angiography images collected by the angiography device 120 as the target angiography image; wherein the candidate coronary angiography image is a coronary angiography image collected by the angiography device in the diastolic waveform-free interval. The angiography device and the electrocardiogram device synchronously collect their respective corresponding coronary angiography images and electrocardiogram signals, and the angiography device continuously collects coronary angiography images.
如上所述,在一个心动周期中,血管的压力和容积会随之周期性地变化。因此,为保证在生成血管模型时,基于目标造影图像所确定的超声导管的回撤轨迹和目标血管长轴方向的几何信息的准确性,可以获取在舒张期无波形间期的造影图像作为目标造影图像。在本实施例中,心电信号和造影图像是同步采集的。在一个具体的实施例中,在采集完成后,可以首先基于每一心动周期对应的心电信号确定每一心动周期内的舒张期无波形间期。然后,从造影设备采集的所有造影图像中,选择对应舒张期无波形间期的造影图像,以作为候选冠脉造影图像。最后,可以从候选造影图像中选择至少两帧具有不同造影角度的造影图像作为目标造影图像。在该实施例中,至少两帧目标造影图像中任意两帧目标造影图像间的造影角度之差满足角度差条件。角度差条件在上文已详细描述。为了简洁,此处不再赘述。As described above, during a cardiac cycle, the pressure and volume of the blood vessel will change periodically. Therefore, in order to ensure the accuracy of the geometric information of the retraction trajectory of the ultrasonic catheter and the long axis direction of the target blood vessel determined based on the target angiography image when generating the blood vessel model, the angiography image of the diastolic waveform-free interval can be obtained as the target angiography image. In this embodiment, the electrocardiogram signal and the angiography image are collected synchronously. In a specific embodiment, after the acquisition is completed, the diastolic waveform-free interval in each cardiac cycle can be determined based on the electrocardiogram corresponding to each cardiac cycle. Then, from all the angiography images collected by the angiography device, the angiography image corresponding to the diastolic waveform-free interval is selected as the candidate coronary angiography image. Finally, at least two frames of angiography images with different angiography angles can be selected from the candidate angiography images as the target angiography images. In this embodiment, the difference in the angiography angle between any two frames of the target angiography images in at least two frames satisfies the angle difference condition. The angle difference condition has been described in detail above. For the sake of brevity, it will not be repeated here.
上述实施例通过同步采集心电信号与造影图像,并利用基于心电信号确定的舒张期无波形间期在造影图像中选择目标造影图像,有利于保证基于该目标造影图像生成的血管模型的准确性,从而有利于进一步提高血流储备分数的计算精度。The above embodiment synchronously acquires the ECG signal and the angiography image, and selects the target angiography image from the angiography image using the diastolic waveform-free interval determined based on the ECG signal, which helps to ensure the accuracy of the vascular model generated based on the target angiography image, thereby helping to further improve the calculation accuracy of the blood flow reserve fraction.
示例性地,血管成像系统还包括心电图设备,用于采集目标对象的心电信号,处理设备130与心电图设备连接。处理设备130通过以下方式确定目标对象的心动周期内的舒张期无波形间期:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形间期。处理设备130还用于:在识别到舒张期无波形间期的开始时刻时,控制造影设备120开始采集冠脉造影图像;在识别到舒张期无波形间期的结束时刻时,控制造影设备120停止采集冠脉造影图像。处理设备130通过以下方式从造影设备120采集的图像中获取目标对象的目标血管在舒张期无波形间期内的目标造影图像:从造影设备120采集的冠脉造影图像中,选取至少两帧不同造影角度的冠脉造影图像作为目标造影图像。Exemplarily, the vascular imaging system further includes an electrocardiogram device for collecting electrocardiogram signals of the target object, and the processing device 130 is connected to the electrocardiogram device. The processing device 130 determines the diastolic waveform-free interval in the cardiac cycle of the target object in the following manner: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal. The processing device 130 is also used to: when the start time of the diastolic waveform-free interval is identified, control the angiography device 120 to start collecting coronary angiography images; when the end time of the diastolic waveform-free interval is identified, control the angiography device 120 to stop collecting coronary angiography images. The processing device 130 obtains a target angiography image of the target blood vessel of the target object in the diastolic waveform-free interval from the image collected by the angiography device 120 in the following manner: from the coronary angiography images collected by the angiography device 120, select at least two frames of coronary angiography images at different angiography angles as the target angiography images.
在本实施例中,所有造影图像均在舒张期无波形间期采集得到。可选地,可以获取造影设备采集的所有造影图像作为目标造影图像。替代地,可以从造影设备采集的造影图像中,选取两帧不同造影角度的造影图像作为目标造影图像。两帧目标造影图像之间的造影角度的差值满足角度差要求。在该实施例中,仅选取两帧造影图像作为目标造影图像,有利于减少生成血管模型过程中需要计算的数据量,从而有利于进一步提高FFR的计算效率。In this embodiment, all contrast images are acquired during the waveform-free interval of the diastolic period. Optionally, all contrast images acquired by the contrast device can be acquired as target contrast images. Alternatively, two contrast images with different contrast angles can be selected from the contrast images acquired by the contrast device as target contrast images. The difference in contrast angle between the two target contrast images meets the angle difference requirement. In this embodiment, only two contrast images are selected as target contrast images, which is beneficial to reduce the amount of data that needs to be calculated in the process of generating the vascular model, thereby further improving the calculation efficiency of FFR.
上述技术方案基于心电信号触发造影设备采集目标血管的造影图像。由此,该方案中可以尽量减少采集无用的造影图像(即在除舒张期无波形间期以外的时段采集的造影图 像),有利于提高造影图像的利用率,降低数据冗余。The above technical solution triggers the angiography device to collect angiography images of the target blood vessels based on the ECG signal. Therefore, the solution can minimize the collection of useless angiography images (i.e., angiography images collected during periods other than the diastolic waveform-free interval). It is beneficial to improve the utilization rate of contrast images and reduce data redundancy.
需要说明的是,上述基于舒张期无波形间期在图像中选择图像以及基于心电信号触发设备采集目标血管的图像可以相互组合以得到目标超声图像和目标造影图像。可以至少包含以下几种组合方式:It should be noted that the above-mentioned selection of images based on the diastolic waveform-free interval and the acquisition of the target blood vessel image by the device based on the ECG signal triggering can be combined with each other to obtain the target ultrasound image and the target angiography image. It can include at least the following combinations:
1)在识别到舒张期无波形间期的开始时刻时,控制超声设备开始采集血管内超声图像并控制造影设备开始采集冠脉造影图像,在识别到舒张期无波形间期的结束时刻时,控制超声设备停止采集血管内超声图像并控制造影设备停止采集冠脉造影图像,获取超声设备采集的血管内超声图像作为目标超声图像,从造影设备采集的冠脉造影图像中,选取至少两帧不同造影角度的冠脉造影图像作为目标造影图像。1) When the beginning moment of the diastolic waveform-free interval is identified, the ultrasound device is controlled to start acquiring intravascular ultrasound images and the angiography device is controlled to start acquiring coronary angiography images; when the end moment of the diastolic waveform-free interval is identified, the ultrasound device is controlled to stop acquiring intravascular ultrasound images and the angiography device is controlled to stop acquiring coronary angiography images; the intravascular ultrasound image acquired by the ultrasound device is acquired as a target ultrasound image; and from the coronary angiography images acquired by the angiography device, at least two frames of coronary angiography images at different angiography angles are selected as target angiography images.
2)在识别到舒张期无波形间期的开始时刻时,控制超声设备开始采集血管内超声图像,在识别到舒张期无波形间期的结束时刻时,控制超声设备停止采集血管内超声图像,获取超声设备采集的血管内超声图像作为目标超声图像;基于所识别的舒张期无波形间期,从造影设备采集的冠脉造影图像中,选取至少两帧不同造影角度的候选冠脉造影图像作为目标造影图像。2) When the beginning moment of the diastolic waveform-free interval is identified, the ultrasound device is controlled to start acquiring the intravascular ultrasound image; when the ending moment of the diastolic waveform-free interval is identified, the ultrasound device is controlled to stop acquiring the intravascular ultrasound image, and the intravascular ultrasound image acquired by the ultrasound device is acquired as the target ultrasound image; based on the identified diastolic waveform-free interval, at least two frames of candidate coronary angiography images with different angiography angles are selected from the coronary angiography images acquired by the angiography device as the target angiography images.
3)基于所识别的舒张期无波形间期,从超声设备采集的血管内超声图像中选取目标超声图像;在识别到舒张期无波形间期的开始时刻时,控制造影设备开始采集冠脉造影图像,在识别到舒张期无波形间期的结束时刻时,控制造影设备停止采集冠脉造影图像,从造影设备采集的冠脉造影图像中,选取至少两帧不同造影角度的冠脉造影图像作为目标造影图像。3) Based on the identified diastolic waveform-free interval, a target ultrasound image is selected from the intravascular ultrasound images acquired by the ultrasound device; when the beginning moment of the diastolic waveform-free interval is identified, the angiography device is controlled to start acquiring coronary angiography images, and when the end moment of the diastolic waveform-free interval is identified, the angiography device is controlled to stop acquiring coronary angiography images, and at least two frames of coronary angiography images at different angiography angles are selected from the coronary angiography images acquired by the angiography device as target angiography images.
4)基于所识别的舒张期无波形间期,从超声设备采集的血管内超声图像中选取目标超声图像;基于所识别的舒张期无波形间期,从造影设备采集的冠脉造影图像中,选取至少两帧不同造影角度的候选冠脉造影图像作为目标造影图像。4) Based on the identified diastolic waveform-free interval, a target ultrasound image is selected from the intravascular ultrasound image acquired by the ultrasound device; based on the identified diastolic waveform-free interval, at least two frames of candidate coronary angiography images with different angiography angles are selected as target angiography images from the coronary angiography images acquired by the angiography device.
示例性地,处理设备130通过以下方式基于心电信号识别舒张期无波形间期:基于心电信号的波形幅度特征,计算心动周期中每一时刻的瞬时阻力。基于心动周期中每一时刻的瞬时阻力,确定舒张期无波形间期。Exemplarily, the processing device 130 identifies the diastolic waveform-free interval based on the ECG signal in the following manner: calculating the instantaneous resistance at each moment in the cardiac cycle based on the waveform amplitude characteristics of the ECG signal. Determining the diastolic waveform-free interval based on the instantaneous resistance at each moment in the cardiac cycle.
可以理解,通过计算心动周期中每一时刻的瞬时阻力,可以评估每个心动周期中目标血管的血液动力学的改变,进而得到阻力指数。根据每一时刻的阻力指数,可以识别出心动周期中目标血管内阻力最小且相对稳定的时期。在一些实施例(例如上述同步采集心电信号与超声图像或造影图像的实施例)中,可以在同步采集心电信号与超声图像或造影图像后,基于心电信号的波形幅度特征,计算心动周期中每一时刻的瞬时阻力。并根据每一时刻的瞬时阻力,确定该心动周期中目标血管内阻力最小且相对稳定的时期(即舒张期无波形间期)。It can be understood that by calculating the instantaneous resistance at each moment in the cardiac cycle, the hemodynamic changes of the target blood vessel in each cardiac cycle can be evaluated, and then the resistance index can be obtained. According to the resistance index at each moment, the period in the cardiac cycle when the resistance in the target blood vessel is the smallest and relatively stable can be identified. In some embodiments (such as the above-mentioned embodiment of synchronously acquiring the ECG signal and the ultrasound image or the contrast image), after synchronously acquiring the ECG signal and the ultrasound image or the contrast image, the instantaneous resistance at each moment in the cardiac cycle can be calculated based on the waveform amplitude characteristics of the ECG signal. And according to the instantaneous resistance at each moment, the period in the cardiac cycle when the resistance in the target blood vessel is the smallest and relatively stable (i.e., the diastolic waveform-free interval) is determined.
在另一些实施例(例如上述基于心电信号触发超声设备采集目标血管的超声图像或造影图像的实施例)中,可以在采集图像(超声图像或造影图像)之前,预先采集该目标对象的心电信号,并基于该心电信号确定舒张期无波形间期的特征信息。该特征信息可以是该目标对象在舒张期无波形间期对应的阻力指数(下文简称为阻力指数阈值),也可以是每个心动周期中舒张期无波形间期的开始时间与结束时间。在一个具体的实施例中,可以预先采集该目标对象多个心动周期的心电信号。对于每个心动周期,基于该心动周期对应的心电信号的波形幅度特征,计算该心动周期中每一时刻的瞬时阻力。并根据每一时刻的瞬时阻力,确定该心动周期中目标血管内阻力最小且相对稳定的时期(即舒张期无波形间期)。然后,基于多个心动周期各自对应的最小阻力的大小,确定多个心动周期中最大的最小阻力对应的阻力指数为阻力指数阈值。在基于心电信号触发超声设备采集目标血管的超声图像或造影图像时,可以基于心电信号的波形幅度特征,计算心动周期中每一时刻的瞬时阻力。当当前时刻的瞬时阻力对应的阻力指数小于或等于阻力指数阈值时,可以认为当前时刻为该心动周期中舒张期无波形间期的开始时刻。继续基于心电信号的波形幅度特征,计算心动周期中每一时刻的瞬时阻力。当当前时刻的瞬时阻力对应的阻力指数大于阻 力指数阈值时,可以认为当前时刻为该心动周期中舒张期无波形间期的结束时刻。In other embodiments (such as the above-mentioned embodiment of triggering an ultrasound device based on an ECG signal to collect an ultrasound image or angiography image of a target blood vessel), the ECG signal of the target object may be collected in advance before collecting the image (ultrasound image or angiography image), and the characteristic information of the diastolic waveform-free interval may be determined based on the ECG signal. The characteristic information may be the resistance index corresponding to the diastolic waveform-free interval of the target object (hereinafter referred to as the resistance index threshold), or the start time and end time of the diastolic waveform-free interval in each cardiac cycle. In a specific embodiment, the ECG signals of multiple cardiac cycles of the target object may be collected in advance. For each cardiac cycle, the instantaneous resistance at each moment in the cardiac cycle is calculated based on the waveform amplitude characteristics of the ECG signal corresponding to the cardiac cycle. And according to the instantaneous resistance at each moment, the period (i.e., the diastolic waveform-free interval) when the resistance in the target blood vessel is the smallest and relatively stable in the cardiac cycle is determined. Then, based on the size of the minimum resistance corresponding to each of the multiple cardiac cycles, the resistance index corresponding to the largest minimum resistance in the multiple cardiac cycles is determined as the resistance index threshold. When the ultrasound device is triggered based on the ECG signal to collect ultrasound images or angiography images of the target blood vessels, the instantaneous resistance at each moment in the cardiac cycle can be calculated based on the waveform amplitude characteristics of the ECG signal. When the resistance index corresponding to the instantaneous resistance at the current moment is less than or equal to the resistance index threshold, the current moment can be considered to be the beginning of the waveform-free interval of the diastole in the cardiac cycle. Continue to calculate the instantaneous resistance at each moment in the cardiac cycle based on the waveform amplitude characteristics of the ECG signal. When the resistance index corresponding to the instantaneous resistance at the current moment is greater than the resistance index threshold, the current moment can be considered to be the beginning of the waveform-free interval of the diastole in the cardiac cycle. When the force index threshold is reached, the current moment can be considered as the end moment of the diastolic waveform-free interval in the cardiac cycle.
上述技术方案通过基于心电信号计算心动周期中每一时刻的瞬时阻力,并根据每一时刻的瞬时阻力确定该心动周期中的舒张期无波形间期。该方案有助于较为准确地确定心动周期中的舒张期无波形间期。The above technical solution calculates the instantaneous resistance at each moment in the cardiac cycle based on the electrocardiogram signal, and determines the diastolic waveform-free interval in the cardiac cycle according to the instantaneous resistance at each moment. This solution helps to more accurately determine the diastolic waveform-free interval in the cardiac cycle.
示例性地,处理设备通过以下方式基于目标超声图像和目标造影图像进行血管重建,生成目标血管的血管模型:从目标造影图像中识别目标血管的中心线;从目标超声图像中识别目标血管的管腔轮廓;将管腔轮廓沿着中心线进行配准重建,获得血管模型。Exemplarily, the processing device performs blood vessel reconstruction based on the target ultrasound image and the target contrast image to generate a blood vessel model of the target blood vessel in the following manner: identifying the centerline of the target blood vessel from the target contrast image; identifying the lumen contour of the target blood vessel from the target ultrasound image; and aligning and reconstructing the lumen contour along the centerline to obtain a blood vessel model.
如上文所示,目标造影图像能够提供血管的走向,即超声导管的回撤轨迹。可选地,可以基于目标造影图像确定超声导管的回撤轨迹,并将该回撤轨迹作为目标血管的中心线。从目标造影图像中识别目标血管的中心线的具体方法在下文详细描述。As shown above, the target angiography image can provide the direction of the blood vessel, that is, the retraction trajectory of the ultrasound catheter. Optionally, the retraction trajectory of the ultrasound catheter can be determined based on the target angiography image, and the retraction trajectory can be used as the centerline of the target blood vessel. The specific method of identifying the centerline of the target blood vessel from the target angiography image is described in detail below.
可选地,从目标超声图像中识别目标血管的管腔轮廓可以采用现有的或将来研发的任意一种用于分割图像的神经网络模型进行识别。例如,神经网络模型可以包括以下一种或多种神经网络模型:U型网络(U-Net)、全卷积神经网络(Fully Convolutional Networks,FCN)、用于图像分割的深度卷积编码器-解码器结构(SegNet)等。在一个具体的实施例中,可以选用U-Net模型,并利用标注过的超声图像作为训练数据,使得该U-Net模型能够自动分割超声图像中血管的管腔轮廓。在一些实施例中,在利用神经网络模型得到目标血管的管腔轮廓后,可以将该结果输出,并接收用户对该结果的反馈信息(例如确认信息或修改信息),根据该反馈信息,确认或修正当前超声图像中目标血管的管腔轮廓,从而完成对目标超声图像的处理。Optionally, the lumen contour of the target blood vessel can be identified from the target ultrasound image using any existing or future developed neural network model for segmenting images. For example, the neural network model can include one or more of the following neural network models: U-Net, Fully Convolutional Networks (FCN), Deep Convolutional Encoder-Decoder Structure for Image Segmentation (SegNet), etc. In a specific embodiment, the U-Net model can be selected, and the annotated ultrasound image can be used as training data so that the U-Net model can automatically segment the lumen contour of the blood vessel in the ultrasound image. In some embodiments, after the lumen contour of the target blood vessel is obtained using the neural network model, the result can be output, and feedback information (such as confirmation information or modification information) from the user on the result can be received. According to the feedback information, the lumen contour of the target blood vessel in the current ultrasound image is confirmed or corrected, thereby completing the processing of the target ultrasound image.
图2示出根据本申请一个实施例的重建血管模型的示意图。如图2所示,该重建过程包括目标血管三维路径的重建、目标超声图像的采集与处理以及目标造影图像与目标超声图像的配准重建。Fig. 2 shows a schematic diagram of a reconstructed blood vessel model according to an embodiment of the present application. As shown in Fig. 2, the reconstruction process includes reconstruction of a target blood vessel three-dimensional path, acquisition and processing of a target ultrasound image, and registration reconstruction of a target angiography image and a target ultrasound image.
其中,目标血管三维路径的重建可以包括:通过心电信号同步获取处于心动周期中的舒张期无波形间期内的两帧目标造影图像。分别基于两帧目标造影图像确定回撤路径(即目标血管的中心线)。利用两帧目标造影图像各自对应的回撤路径,完成回撤路径的三维重建。The reconstruction of the three-dimensional path of the target blood vessel may include: synchronously acquiring two frames of target angiography images in the diastolic waveform-free interval of the cardiac cycle through the electrocardiogram signal, determining the withdrawal path (i.e., the center line of the target blood vessel) based on the two frames of target angiography images, and completing the three-dimensional reconstruction of the withdrawal path using the withdrawal paths corresponding to the two frames of target angiography images.
目标超声图像的采集与处理包括:基于心电信号在心动周期中的舒张期无波形间期触发采集超声图像。所采集的超声图像即为目标超声图像。采集完成后,识别各目标超声图像中的管腔轮廓。The acquisition and processing of the target ultrasound image includes: triggering the acquisition of ultrasound images based on the waveform-free interval of the diastolic period of the electrocardiogram signal in the cardiac cycle. The acquired ultrasound image is the target ultrasound image. After the acquisition is completed, the lumen contour in each target ultrasound image is identified.
目标造影图像与目标超声图像的配准重建包括:将各目标超声图像中的管腔轮廓与三维回撤路径进行配准,确定每一帧目标超声图像中管腔轮廓的位置。然后利用曲面拟合对各个管腔轮廓进行拟合,从而完成目标血管的血管模型的三维重建。The registration and reconstruction of the target angiography image and the target ultrasound image includes: registering the lumen contours in each target ultrasound image with the three-dimensional retrieval path, determining the position of the lumen contours in each frame of the target ultrasound image, and then fitting each lumen contour using surface fitting to complete the three-dimensional reconstruction of the vascular model of the target blood vessel.
示例性地,处理设备还用于:从目标超声图像中识别目标血管的侧枝;在将管腔轮廓沿着中心线进行配准重建,获得血管模型时,将侧枝与管腔轮廓一起沿着中心线进行配准重建。Exemplarily, the processing device is also used to: identify side branches of a target blood vessel from a target ultrasound image; and when registering and reconstructing the lumen contour along the center line to obtain a blood vessel model, register and reconstruct the side branches together with the lumen contour along the center line.
在一种具体的实现方式中,可以基于卷积神经网络,或基于Transformer模型,或同时基于卷积神经网络和Transformer模型的深度学习算法实现目标血管的侧枝检测。上述仅为示例说明,在实际实现中,还可以有其他的检测方式,本申请对此不做限定。可以理解,由于目标血管存在侧枝,有可能会对该目标血管的血管模型的重建以及血流储备分数的计算造成影响。该实施例通过识别目标血管的侧枝,有利于进一步提高血流储备分数的计算精度。In a specific implementation, the side branch detection of the target blood vessel can be implemented based on a convolutional neural network, or based on a Transformer model, or based on a deep learning algorithm of both a convolutional neural network and a Transformer model. The above is only an example. In actual implementation, there may be other detection methods, which are not limited in this application. It can be understood that due to the existence of side branches in the target blood vessel, it may affect the reconstruction of the vascular model of the target blood vessel and the calculation of the blood flow reserve fraction. This embodiment helps to further improve the calculation accuracy of the blood flow reserve fraction by identifying the side branches of the target blood vessel.
在确定目标血管的中心线以及每帧目标超声图像中目标血管的管腔轮廓后,可以进行配准重建。配准重建可以包括以下操作。利用距离映射法,在目标血管的中心线上插入各帧目标超声图像的管腔轮廓,从而确定每一帧目标超声图像中管腔轮廓的位置。然后利用曲面拟合对各个管腔轮廓进行拟合,完成目标血管的血管模型的三维重建。在一个具体的实施例中,可以利用非均匀有理B样条曲线(NURBS)对各个管腔轮廓进行拟合,并对拟 合结果进行平滑处理,从而完成目标血管的血管模型的三维重建。在识别侧枝的实施例中,可以在将管腔轮廓沿着中心线进行配准重建时,将侧枝与管腔轮廓一起沿着中心线进行配准重建。侧枝本身是连接在管腔轮廓上的,二者之间的位置关系是固定的,因此识别出侧枝,也就能够获知侧枝在管腔轮廓上的位置和侧枝的形状等信息。后续将侧枝随管腔轮廓一起进行配准重建即可。After determining the centerline of the target blood vessel and the lumen contour of the target blood vessel in each frame of the target ultrasound image, registration reconstruction can be performed. Registration reconstruction may include the following operations. Using the distance mapping method, the lumen contour of each frame of the target ultrasound image is inserted on the centerline of the target blood vessel, thereby determining the position of the lumen contour in each frame of the target ultrasound image. Then, surface fitting is used to fit each lumen contour to complete the three-dimensional reconstruction of the vascular model of the target blood vessel. In a specific embodiment, a non-uniform rational B-spline curve (NURBS) can be used to fit each lumen contour, and the fitted contour can be reconstructed. The combined result is smoothed to complete the three-dimensional reconstruction of the vascular model of the target blood vessel. In the embodiment of identifying the side branch, when the lumen contour is registered and reconstructed along the center line, the side branch can be registered and reconstructed together with the lumen contour along the center line. The side branch itself is connected to the lumen contour, and the positional relationship between the two is fixed. Therefore, by identifying the side branch, it is possible to obtain information such as the position of the side branch on the lumen contour and the shape of the side branch. Subsequently, the side branch can be registered and reconstructed together with the lumen contour.
上述技术方案利用经由目标造影图像确认的目标血管的中心线,以及目标超声图像中的管腔轮廓,完成血管模型的重建。该实施例有利于准确重建目标血管的血管模型,进而有利于保证血流储备分数的计算精度。The above technical solution uses the center line of the target blood vessel confirmed by the target angiography image and the lumen contour in the target ultrasound image to complete the reconstruction of the blood vessel model. This embodiment is conducive to accurately reconstructing the blood vessel model of the target blood vessel, thereby ensuring the calculation accuracy of the blood flow reserve fraction.
示例性地,超声设备110包括超声导管和设置在超声导管上的超声换能器;超声换能器用于在超声导管回撤过程中采集目标对象的血管内超声图像;处理设备130通过以下方式从目标造影图像中识别目标血管的中心线:对于目标造影图像中的每一帧冠脉造影图像,确定该冠脉造影图像中超声导管的回撤起点和回撤终点。基于回撤起点和回撤终点,从该冠脉造影图像中提取超声导管的回撤路径。基于目标造影图像中的每一帧冠脉造影图像对应的回撤路径,生成超声导管的三维回撤路径。其中,目标血管的中心线用三维回撤路径表示。Exemplarily, the ultrasound device 110 includes an ultrasound catheter and an ultrasound transducer disposed on the ultrasound catheter; the ultrasound transducer is used to collect an intravascular ultrasound image of the target object during the retraction of the ultrasound catheter; the processing device 130 identifies the centerline of the target blood vessel from the target angiography image in the following manner: for each frame of coronary angiography image in the target angiography image, determine the retraction start point and the retraction end point of the ultrasound catheter in the coronary angiography image. Based on the retraction start point and the retraction end point, extract the retraction path of the ultrasound catheter from the coronary angiography image. Based on the retraction path corresponding to each frame of coronary angiography image in the target angiography image, generate a three-dimensional retraction path of the ultrasound catheter. Wherein, the centerline of the target blood vessel is represented by a three-dimensional retraction path.
可选地,目标造影图像中包含至少两帧不同造影角度的冠脉造影图像,可以分别确定各个造影角度的冠脉造影图像对应的回撤路径,通过融合不同造影角度下的回撤路径生成超声导管的三维回撤路径。Optionally, the target angiography image includes at least two frames of coronary angiography images at different angiography angles, and the withdrawal paths corresponding to the coronary angiography images at each angiography angle can be determined respectively, and the three-dimensional withdrawal path of the ultrasound catheter is generated by fusing the withdrawal paths at different angiography angles.
可选地,超声导管的回撤起点和回撤终点可以由处理设备130自动在目标造影图像中确定。替代地,超声导管的回撤起点和回撤终点可以根据用户需要进行选择。例如,可以由用户在目标造影图像中手动选择超声导管的回撤起点和回撤终点。Optionally, the retraction start point and the retraction end point of the ultrasound catheter may be automatically determined in the target angiography image by the processing device 130. Alternatively, the retraction start point and the retraction end point of the ultrasound catheter may be selected according to user needs. For example, the retraction start point and the retraction end point of the ultrasound catheter may be manually selected by the user in the target angiography image.
在上述实施例中,将超声导管的回撤路径作为目标血管的中心线。从而在基于目标造影图像识别目标血管的中心线时,仅需提取目标造影图像中的回撤路径。由此,有助于简化算法复杂度。In the above embodiment, the retraction path of the ultrasound catheter is used as the centerline of the target blood vessel. Therefore, when identifying the centerline of the target blood vessel based on the target angiography image, only the retraction path in the target angiography image needs to be extracted. This helps to simplify the algorithm complexity.
示例性地,处理设备130通过以下方式基于回撤起点和回撤终点,从该冠脉造影图像中提取超声导管的回撤路径:对该冠脉造影图像进行预处理,获得经预处理的冠脉造影图像。其中,预处理包括滤波和/或直方图增强处理。对经预处理的冠脉造影图像中的目标血管进行血管边界增强,获得经边界增强的冠脉造影图像。对经边界增强的冠脉造影图像进行图像二值化以及形态学去噪处理,获得经处理的冠脉造影图像。从经处理的冠脉造影图像中提取以回撤起点为起点并以回撤终点为终点的最短路径作为回撤路径。Exemplarily, the processing device 130 extracts the retraction path of the ultrasound catheter from the coronary angiography image based on the retraction starting point and the retraction end point in the following manner: preprocessing the coronary angiography image to obtain a preprocessed coronary angiography image. The preprocessing includes filtering and/or histogram enhancement processing. The target blood vessel in the preprocessed coronary angiography image is enhanced by vessel boundary enhancement to obtain a boundary-enhanced coronary angiography image. The boundary-enhanced coronary angiography image is binarized and morphologically denoised to obtain a processed coronary angiography image. The shortest path starting from the retraction starting point and ending at the retraction end point is extracted from the processed coronary angiography image as the retraction path.
图3示出根据本申请一个实施例的识别目标血管的中心线的示意图。如图3所示,识别目标血管的中心线的方法可以包括以下步骤a、b、c、d、e(图2中以同样的符号标识每个步骤对应的造影图像)。a.获取目标血管的用于超声成像的起点和终点。目标血管的起点(相当于上文的回撤起点)和终点(相当于上文的回撤终点)可以由用户在目标造影图像中手动选择。例如,可以以超声导管的显影点为起点,以用于采集目标造影图像的造影指引导管为终点。在该实施例中,起点为图中A点,终点为图中B点。b.对目标造影图像进行图像预处理。预处理可以包括滤波和/或直方图增强处理。滤波可以采用任意滤波方式实现。例如,可以对目标造影图像进行平均滤波以及直方图增强。c.对目标造影图像中的目标血管进行血管边界增强。例如,可以利用多尺度海森(Hessian)矩阵对目标造影图像中的目标血管进行血管边界增强。d.对目标造影图像进行形态学处理。在一个实施例中,可以首先对目标造影图像进行图像二值化处理,将目标造影图像中的血管对应的区域的灰度值置为255,将除血管以外的区域的灰度值置为0。然后对目标造影图像进行形态学去噪处理,以使目标造影图像中的血管突出显示,从而去除其他非血管区域的干扰。e.提取最短路径。在该步骤中,可以基于目标血管的起点和终点,以及经步骤b、c、d增强后的目标造影图像,利用诸如迪克斯特拉(Dijkstra)算法等现有的最短路径算法,提取最短路径。该最短路径即为超声导管在目标血管中的回撤路径(即目标血管的中心线)。 FIG3 shows a schematic diagram of identifying the centerline of a target blood vessel according to an embodiment of the present application. As shown in FIG3 , the method for identifying the centerline of a target blood vessel may include the following steps a, b, c, d, and e (the angiography images corresponding to each step are identified by the same symbols in FIG2 ). a. Obtain the starting point and end point of the target blood vessel for ultrasound imaging. The starting point (equivalent to the withdrawal starting point above) and the end point (equivalent to the withdrawal end point above) of the target blood vessel may be manually selected by the user in the target angiography image. For example, the developing point of the ultrasound catheter may be used as the starting point, and the angiography guide catheter used to collect the target angiography image may be used as the end point. In this embodiment, the starting point is point A in the figure, and the end point is point B in the figure. b. Perform image preprocessing on the target angiography image. The preprocessing may include filtering and/or histogram enhancement processing. The filtering may be implemented in any filtering manner. For example, the target angiography image may be average filtered and histogram enhanced. c. Perform vascular boundary enhancement on the target blood vessel in the target angiography image. For example, a multi-scale Hessian matrix may be used to perform vascular boundary enhancement on the target blood vessel in the target angiography image. d. Perform morphological processing on the target angiography image. In one embodiment, the target angiography image may be first subjected to image binarization processing, and the grayscale value of the area corresponding to the blood vessel in the target angiography image is set to 255, and the grayscale value of the area other than the blood vessel is set to 0. Then, the target angiography image is subjected to morphological denoising processing to highlight the blood vessels in the target angiography image, thereby removing interference from other non-vascular areas. e. Extract the shortest path. In this step, the shortest path may be extracted based on the starting point and end point of the target blood vessel, and the target angiography image enhanced by steps b, c, and d, using an existing shortest path algorithm such as the Dijkstra algorithm. The shortest path is the withdrawal path of the ultrasonic catheter in the target blood vessel (i.e., the center line of the target blood vessel).
根据上述技术方案,通过依次对造影图像进行预处理、血管边界增强、图像二值化以及形态学去噪处理,有利于提高造影图像的图像质量,从而有助于准确确定目标血管的中心线。According to the above technical solution, by sequentially performing preprocessing, blood vessel boundary enhancement, image binarization and morphological denoising on the contrast image, it is helpful to improve the image quality of the contrast image, thereby facilitating accurate determination of the center line of the target blood vessel.
示例性地,血管参数包括血管模型在长轴各点处对应的横截面积。处理设备130通过以下方式基于血管模型中的血管参数,确定目标血管的血流储备分数:基于血管模型在长轴各点处对应的横截面积的大小,确定血管模型中的狭窄血管段和正常血管段;获取目标血管的平均动脉压;基于狭窄血管段对应的横截面积、正常血管段对应的横截面积和狭窄血管段的长度,确定狭窄血管段对应的压力差;基于平均动脉压和压力差,确定目标血管的血流储备分数。Exemplarily, the vascular parameters include the cross-sectional area corresponding to each point of the long axis of the vascular model. The processing device 130 determines the blood flow reserve fraction of the target vessel based on the vascular parameters in the vascular model in the following manner: based on the size of the cross-sectional area corresponding to each point of the long axis of the vascular model, determine the stenotic vessel segment and the normal vessel segment in the vascular model; obtain the mean arterial pressure of the target vessel; based on the cross-sectional area corresponding to the stenotic vessel segment, the cross-sectional area corresponding to the normal vessel segment and the length of the stenotic vessel segment, determine the pressure difference corresponding to the stenotic vessel segment; based on the mean arterial pressure and the pressure difference, determine the blood flow reserve fraction of the target vessel.
可选地,可以基于血管模型在长轴各点处对应的横截面积的大小,沿长轴识别横截面积发生突变时对应的长轴上的突变点。可以理解,狭窄血管段的直径小于正常血管段。在一个实施例中,在沿长轴识别横截面积时,若当前长轴点对应的横截面积相对上一长轴点对应的横截面积的大小变化较大,例如当前长轴点对应的横截面积小于上一长轴点对应的横截面积且二者之间的差值大于第一预设差值阈值,则可以认为当前长轴点为突变点。继续沿长轴识别横截面积。当再次识别到突变点,例如当前长轴点对应的横截面积大于上一长轴点对应的横截面积且二者之间的差值大于第二预设差值阈值,则可以将两个突变点之间的血管段作为狭窄血管段。第一预设差值阈值与第二预设差值阈值可以相等或不等。Optionally, based on the size of the cross-sectional area corresponding to each point of the long axis of the vascular model, the mutation point on the long axis corresponding to the mutation of the cross-sectional area can be identified along the long axis. It can be understood that the diameter of the stenotic vascular segment is smaller than that of the normal vascular segment. In one embodiment, when identifying the cross-sectional area along the long axis, if the cross-sectional area corresponding to the current long axis point changes greatly relative to the cross-sectional area corresponding to the previous long axis point, for example, the cross-sectional area corresponding to the current long axis point is smaller than the cross-sectional area corresponding to the previous long axis point and the difference between the two is greater than the first preset difference threshold, then the current long axis point can be considered as a mutation point. Continue to identify the cross-sectional area along the long axis. When a mutation point is identified again, for example, the cross-sectional area corresponding to the current long axis point is larger than the cross-sectional area corresponding to the previous long axis point and the difference between the two is greater than the second preset difference threshold, then the vascular segment between the two mutation points can be regarded as a stenotic vascular segment. The first preset difference threshold and the second preset difference threshold can be equal or different.
可选地,可以将血管模型在长轴各点处对应的横截面积的大小,分别与预设面积阈值对比。若血管模型中存在一段血管段的横截面积小于预设面积阈值,则该血管段为狭窄血管段。否则,该血管段为正常血管段。可以理解,预设面积阈值可以根据目标对象以及目标血管类型确定。不同的目标对象以及不同类型的目标血管可以具有不同的预设面积阈值。Optionally, the size of the cross-sectional area corresponding to each point on the long axis of the vascular model can be compared with a preset area threshold. If the cross-sectional area of a vascular segment in the vascular model is smaller than the preset area threshold, the vascular segment is a stenotic vascular segment. Otherwise, the vascular segment is a normal vascular segment. It can be understood that the preset area threshold can be determined according to the target object and the target blood vessel type. Different target objects and different types of target blood vessels can have different preset area thresholds.
可选地,目标血管的平均动脉压可以基于现有的或未来研发的任意一种体外或体内测压方法测量得到。本申请对此不作限定。Optionally, the mean arterial pressure of the target blood vessel can be measured based on any existing or future developed in vitro or in vivo pressure measurement method, which is not limited in the present application.
可以理解,FFR是指狭窄冠状动脉供血时心肌中最大血流量与在同一个冠脉在正常血流供应期间心肌可以获得的最大血流量之比,而由于心肌血流量可以定义为:心肌组织血流量=灌注压/心肌内微循环阻力,即Q=P/R,于是FFR可以通过以下公式计算:
It can be understood that FFR refers to the ratio of the maximum blood flow in the myocardium when the stenotic coronary artery is supplied with blood to the maximum blood flow that the myocardium can obtain during the normal blood flow supply of the same coronary artery. Since the myocardial blood flow can be defined as: myocardial tissue blood flow = perfusion pressure / intramyocardial microcirculatory resistance, that is, Q = P/R, FFR can be calculated by the following formula:
其中Pd表示狭窄血管段的远端压力。Pa表示狭窄血管段的近端压力。狭窄血管段的近端压力大致等于正常血管段的压力,因此可以用狭窄血管段的近端压力代表正常血管段的压力。Pv表示静脉压力。Rs表示狭窄血管段的心肌微循环阻力。RN表示正常血管段的心肌微循环阻力。如上所述,血管扩张类药物所达到的最大充血状态时的冠状动脉阻力与正常状态(即不应用血管扩张类药物)下的舒张期无波形间期的冠状动脉阻力无显著差异。因此,舒张期无波形间期的心肌微循环阻力可以小到忽略不计且其为恒定的。基于此进行血管重建,其中静脉压力Pv也接近0,那么此时FFR的计算公式可以简化为:
Where Pd represents the distal pressure of the stenotic vessel segment. Pa represents the proximal pressure of the stenotic vessel segment. The proximal pressure of the stenotic vessel segment is roughly equal to the pressure of the normal vessel segment, so the proximal pressure of the stenotic vessel segment can be used to represent the pressure of the normal vessel segment. Pv represents the venous pressure. Rs represents the myocardial microcirculatory resistance of the stenotic vessel segment. RN represents the myocardial microcirculatory resistance of the normal vessel segment. As mentioned above, there is no significant difference between the coronary artery resistance at the maximum hyperemia state achieved by vasodilators and the coronary artery resistance during the diastolic waveform-free interval under normal conditions (i.e., no vasodilators are used). Therefore, the myocardial microcirculatory resistance during the diastolic waveform-free interval can be small enough to be ignored and is constant. Based on this, vascular reconstruction is performed, where the venous pressure Pv is also close to 0, then the calculation formula for FFR can be simplified to:
因此计算FFR可以通过舒张期无波形间期狭窄血管段的远端压力除以舒张期无波形间期平均动脉压得到。Therefore, FFR can be calculated by dividing the distal pressure of the stenotic vessel segment during the diastolic waveform-free interval by the mean arterial pressure during the diastolic waveform-free interval.
可以理解,狭窄血管段的远端压力可以通过计算狭窄血管段与正常血管段间的压力差得到。即Pd=Pa-ΔP。而该压力差可以通过简化的流体动力学方程来计算,即ΔP=fvV+fsV2。其中,V表示目标血管中的血液流速。fv表示由粘性摩擦所致的压力损失系数。fs表示由血流分离引起的局部压力损失系数。fv和fs均与狭窄血管段的长度、狭窄血管段对应的横截面
积、正常血管段对应的横截面积、血流粘度系数以及血液密度有关。例如,存在以下关系式:
It can be understood that the distal pressure of the stenotic vessel segment can be obtained by calculating the pressure difference between the stenotic vessel segment and the normal vessel segment. That is, Pd = Pa -ΔP. And the pressure difference can be calculated by a simplified fluid dynamics equation, that is, ΔP = fvV + fsV2 . Among them , V represents the blood flow velocity in the target vessel. fv represents the pressure loss coefficient caused by viscous friction. fs represents the local pressure loss coefficient caused by blood flow separation. Both fv and fs are related to the length of the stenotic vessel segment and the cross-sectional area corresponding to the stenotic vessel segment. The blood volume, the cross-sectional area corresponding to the normal blood vessel segment, the blood flow viscosity coefficient and the blood density. For example, the following relationship exists:
其中,As表示狭窄血管段对应的横截面积。An表示正常血管段对应的横截面积。L表示狭窄血管段的长度。μ表示血液粘度系数,ρ表示血液密度。Where As represents the cross-sectional area corresponding to the stenotic blood vessel segment. An represents the cross-sectional area corresponding to the normal blood vessel segment. L represents the length of the stenotic blood vessel segment. μ represents the blood viscosity coefficient, and ρ represents the blood density.
可以理解,As、An和L均可以通过所生成的血管模型确定。μ和ρ均可以根据经验值确定。It can be understood that As , An and L can all be determined by the generated blood vessel model. μ and ρ can both be determined based on empirical values.
可选地,目标血管中的血液流速可以根据目标造影图像中造影剂从一个位置传输到另一个位置的渡越时间计算。可以理解,在对目标血管进行造影成像过程中,需要向目标血管中注入造影剂以显示该目标血管中的血流情况。在一个实施例中,可以选择目标造影图像中任意两帧出现造影剂的图像,根据两帧图像中造影剂的移动距离以及两帧图像的采集时间的间隔,计算目标血管中的血液流速。Optionally, the blood flow rate in the target blood vessel can be calculated based on the transit time of the contrast agent in the target angiography image from one position to another. It is understood that in the process of angiography imaging the target blood vessel, it is necessary to inject the contrast agent into the target blood vessel to display the blood flow in the target blood vessel. In one embodiment, any two frames of the target angiography image in which the contrast agent appears can be selected, and the blood flow rate in the target blood vessel can be calculated based on the moving distance of the contrast agent in the two frames and the interval between the acquisition time of the two frames.
替代地,可以通过计帧法(例如TIMI帧数法)计算目标血管中的血液流速。该实施例中,造影图像包括从第一张拍摄到目标血管中出现造影剂的图像,到造影剂移动到目标血管另一端的所有图像。在向目标血管中注入造影剂之后,可以以预设成像频率对目标血管进行造影成像,得到了多帧造影图像。通过造影图像的数量,以及预设成像频率,可以计算目标血管中的血液流速。Alternatively, the blood flow rate in the target vessel can be calculated by a frame counting method (e.g., TIMI frame counting method). In this embodiment, the contrast image includes all images from the first image taken to show the appearance of contrast agent in the target vessel to the contrast agent moving to the other end of the target vessel. After the contrast agent is injected into the target vessel, the target vessel can be imaged by contrast imaging at a preset imaging frequency to obtain multiple frames of contrast images. The blood flow rate in the target vessel can be calculated by the number of contrast images and the preset imaging frequency.
由此,在确定狭窄血管段对应的压力差后,可以进一步确定狭窄血管段的远端压力。并利用狭窄血管段的远端压力和平均动脉压,计算FFR。具体计算方法在上文已详细描述。为了简洁,此处不再赘述。Therefore, after determining the pressure difference corresponding to the stenotic vessel segment, the distal pressure of the stenotic vessel segment can be further determined. The distal pressure of the stenotic vessel segment and the mean arterial pressure are used to calculate the FFR. The specific calculation method has been described in detail above. For the sake of brevity, it will not be repeated here.
上述技术方案通过利用狭窄血管段的远端压力和平均动脉压计算目标血管的血流储备分数,有利于提高血流储备分数的计算效率并保证良好的精度。The above technical solution calculates the blood flow reserve fraction of the target blood vessel by using the distal pressure of the narrowed blood vessel segment and the mean arterial pressure, which is conducive to improving the calculation efficiency of the blood flow reserve fraction and ensuring good accuracy.
根据本申请的另一方面,还提供了一种血管成像方法。图4示出根据本申请一个实施例的血管成像方法的示意性流程图。如图4所示,该方法400可以包括以下步骤S410、步骤S420、步骤S430和步骤S440。According to another aspect of the present application, a vascular imaging method is also provided. Figure 4 shows a schematic flow chart of a vascular imaging method according to an embodiment of the present application. As shown in Figure 4, the method 400 may include the following steps S410, S420, S430, and S440.
在步骤S410,确定目标对象的心动周期内的舒张期无波形间期。In step S410, a diastolic waveform-free interval in the cardiac cycle of the target subject is determined.
在步骤S420,从超声设备和造影设备各自采集的图像中分别获取目标对象的目标血管在舒张期无波形间期内的目标超声图像和目标造影图像。In step S420, a target ultrasound image and a target angiography image of a target blood vessel of the target object in a diastolic waveform-free interval are respectively acquired from images acquired by the ultrasound device and the angiography device.
在步骤S430,基于目标超声图像和目标造影图像进行血管重建,生成目标血管的血管模型。In step S430, blood vessel reconstruction is performed based on the target ultrasound image and the target angiography image to generate a blood vessel model of the target blood vessel.
在步骤S440,基于血管模型中的血管参数,确定目标血管的血流储备分数。In step S440 , the blood flow reserve fraction of the target blood vessel is determined based on the blood vessel parameters in the blood vessel model.
示例性地,确定目标对象的心动周期内的舒张期无波形间期,可以包括以下步骤:从心电图设备接收目标对象的心电信号。基于心电信号识别舒张期无波形间期。Exemplarily, determining the diastolic waveform-free interval in the cardiac cycle of the target object may include the following steps: receiving an electrocardiogram signal of the target object from an electrocardiogram device, and identifying the diastolic waveform-free interval based on the electrocardiogram signal.
方法400还可以包括以下步骤:在识别到舒张期无波形间期的开始时刻时,控制超声设备开始采集血管内超声图像。在识别到舒张期无波形间期的结束时刻时,控制超声设备停止采集血管内超声图像。The method 400 may further include the following steps: when the start time of the diastolic waveform-free interval is identified, the ultrasound device is controlled to start acquiring intravascular ultrasound images. When the end time of the diastolic waveform-free interval is identified, the ultrasound device is controlled to stop acquiring intravascular ultrasound images.
从超声设备采集的图像中获取目标对象的目标血管在舒张期无波形间期内的目标超声图像,可以包括以下步骤:获取超声设备采集的血管内超声图像作为目标超声图像。Acquiring a target ultrasound image of a target blood vessel of a target object in a diastolic waveform-free interval from an image acquired by an ultrasound device may include the following steps: acquiring an intravascular ultrasound image acquired by the ultrasound device as a target ultrasound image.
示例性地,确定目标对象的心动周期内的舒张期无波形间期,可以包括以下步骤:从心电图设备接收目标对象的心电信号。基于心电信号识别舒张期无波形间期。 Exemplarily, determining the diastolic waveform-free interval in the cardiac cycle of the target object may include the following steps: receiving an electrocardiogram signal of the target object from an electrocardiogram device, and identifying the diastolic waveform-free interval based on the electrocardiogram signal.
从超声设备采集的图像中获取目标对象的目标血管在舒张期无波形间期内的目标超声图像,可以包括以下步骤:基于所识别的舒张期无波形间期,从超声设备采集的血管内超声图像中选取目标超声图像。其中,超声设备与心电图设备同步地采集各自对应的血管内超声图像和心电信号,超声设备连续采集血管内超声图像。Acquiring a target ultrasound image of a target blood vessel of a target object in a diastolic waveform-free interval from an image acquired by an ultrasound device may include the following steps: based on the identified diastolic waveform-free interval, selecting a target ultrasound image from an intravascular ultrasound image acquired by the ultrasound device, wherein the ultrasound device and the electrocardiogram device synchronously acquire the intravascular ultrasound image and electrocardiogram signal corresponding to each other, and the ultrasound device continuously acquires the intravascular ultrasound image.
示例性地,确定目标对象的心动周期内的舒张期无波形间期,可以包括以下步骤:从心电图设备接收目标对象的心电信号。基于心电信号识别舒张期无波形间期。Exemplarily, determining the diastolic waveform-free interval in the cardiac cycle of the target object may include the following steps: receiving an electrocardiogram signal of the target object from an electrocardiogram device, and identifying the diastolic waveform-free interval based on the electrocardiogram signal.
方法400还可以包括以下步骤:在识别到舒张期无波形间期的开始时刻时,控制造影设备开始采集冠脉造影图像。在识别到舒张期无波形间期的结束时刻时,控制造影设备停止采集冠脉造影图像。The method 400 may further include the following steps: when the start time of the diastolic waveform-free interval is identified, the angiography device is controlled to start acquiring coronary angiography images. When the end time of the diastolic waveform-free interval is identified, the angiography device is controlled to stop acquiring coronary angiography images.
从造影设备采集的图像中获取目标对象的目标血管在舒张期无波形间期内的目标造影图像,可以包括以下步骤:从造影设备采集的冠脉造影图像中,选取至少两帧不同造影角度的冠脉造影图像作为目标造影图像。Obtaining a target angiography image of a target blood vessel of a target object during a waveform-free interval during diastole from an image acquired by an angiography device may include the following steps: selecting at least two frames of coronary angiography images at different angiography angles as target angiography images from among the coronary angiography images acquired by the angiography device.
示例性地,确定目标对象的心动周期内的舒张期无波形间期,可以包括以下步骤:从心电图设备接收目标对象的心电信号。基于心电信号识别舒张期无波形间期。Exemplarily, determining the diastolic waveform-free interval in the cardiac cycle of the target object may include the following steps: receiving an electrocardiogram signal of the target object from an electrocardiogram device, and identifying the diastolic waveform-free interval based on the electrocardiogram signal.
从造影设备采集的图像中获取目标对象的目标血管在舒张期无波形间期内的目标造影图像,可以包括以下步骤:基于所识别的舒张期无波形间期,从造影设备采集的冠脉造影图像中,选取至少两帧不同造影角度的候选冠脉造影图像作为目标造影图像。其中,候选冠脉造影图像为造影设备在舒张期无波形间期采集的冠脉造影图像。造影设备与心电图设备同步地采集各自对应的冠脉造影图像和心电信号,造影设备连续采集冠脉造影图像。Acquiring a target angiography image of a target blood vessel of a target object in a diastolic waveform-free interval from an image acquired by an angiography device may include the following steps: based on the identified diastolic waveform-free interval, selecting at least two frames of candidate coronary angiography images of different angiography angles from the coronary angiography images acquired by the angiography device as target angiography images. The candidate coronary angiography images are coronary angiography images acquired by the angiography device in a diastolic waveform-free interval. The angiography device and the electrocardiogram device synchronously acquire their respective corresponding coronary angiography images and electrocardiogram signals, and the angiography device continuously acquires coronary angiography images.
示例性地,基于心电信号识别舒张期无波形间期,可以包括以下步骤:基于心电信号的波形幅度特征,计算心动周期中每一时刻的瞬时阻力。基于心动周期中每一时刻的瞬时阻力,确定舒张期无波形间期。Exemplarily, identifying the diastolic waveform-free interval based on the ECG signal may include the following steps: calculating the instantaneous resistance at each moment in the cardiac cycle based on the waveform amplitude characteristics of the ECG signal. Determining the diastolic waveform-free interval based on the instantaneous resistance at each moment in the cardiac cycle.
示例性地,基于目标超声图像和目标造影图像进行血管重建,生成目标血管的血管模型,可以包括以下步骤:从目标造影图像中识别目标血管的中心线。从目标超声图像中识别目标血管的管腔轮廓。将管腔轮廓沿着中心线进行配准重建,获得血管模型。Exemplarily, performing blood vessel reconstruction based on the target ultrasound image and the target contrast image to generate a blood vessel model of the target blood vessel may include the following steps: identifying the centerline of the target blood vessel from the target contrast image. Identifying the lumen contour of the target blood vessel from the target ultrasound image. Registering and reconstructing the lumen contour along the centerline to obtain a blood vessel model.
示例性地,方法400还可以包括以下步骤:从目标超声图像中识别目标血管的侧枝。在将管腔轮廓沿着中心线进行配准重建,获得血管模型时,将侧枝与管腔轮廓一起沿着中心线进行配准重建。Exemplarily, the method 400 may further include the following steps: identifying the side branches of the target blood vessel from the target ultrasound image, and registering and reconstructing the lumen contour along the centerline to obtain the blood vessel model, and registering and reconstructing the side branches together with the lumen contour along the centerline.
示例性地,超声设备包括超声导管和设置在超声导管上的超声换能器。超声换能器用于在超声导管回撤过程中采集目标对象的血管内超声图像。从目标造影图像中识别目标血管的中心线,可以包括以下步骤:对于目标造影图像中的每一帧冠脉造影图像,确定该冠脉造影图像中超声导管的回撤起点和回撤终点。基于回撤起点和回撤终点,从该冠脉造影图像中提取超声导管的回撤路径。基于目标造影图像中的每一帧冠脉造影图像对应的回撤路径,生成超声导管的三维回撤路径。其中,目标血管的中心线用三维回撤路径表示。Exemplarily, the ultrasound device includes an ultrasound catheter and an ultrasound transducer disposed on the ultrasound catheter. The ultrasound transducer is used to collect an intravascular ultrasound image of the target object during the retraction of the ultrasound catheter. Identifying the centerline of the target blood vessel from the target angiography image may include the following steps: for each frame of coronary angiography image in the target angiography image, determining the retraction starting point and the retraction end point of the ultrasound catheter in the coronary angiography image. Based on the retraction starting point and the retraction end point, extracting the retraction path of the ultrasound catheter from the coronary angiography image. Based on the retraction path corresponding to each frame of coronary angiography image in the target angiography image, generate a three-dimensional retraction path of the ultrasound catheter. Wherein, the centerline of the target blood vessel is represented by a three-dimensional retraction path.
示例性地,基于回撤起点和回撤终点,从该冠脉造影图像中提取超声导管的回撤路径,可以包括以下步骤:对该冠脉造影图像进行预处理,获得经预处理的冠脉造影图像。其中,预处理包括滤波和/或直方图增强处理。对经预处理的冠脉造影图像中的目标血管进行血管边界增强,获得经边界增强的冠脉造影图像。对经边界增强的冠脉造影图像进行图像二值化以及形态学去噪处理,获得经处理的冠脉造影图像。从经处理的冠脉造影图像中提取以回撤起点为起点并以回撤终点为终点的最短路径作为回撤路径。Exemplarily, extracting the retraction path of the ultrasound catheter from the coronary angiography image based on the retraction starting point and the retraction end point may include the following steps: preprocessing the coronary angiography image to obtain a preprocessed coronary angiography image. Preprocessing includes filtering and/or histogram enhancement processing. Performing vascular boundary enhancement on the target blood vessel in the preprocessed coronary angiography image to obtain a boundary-enhanced coronary angiography image. Performing image binarization and morphological denoising processing on the boundary-enhanced coronary angiography image to obtain a processed coronary angiography image. Extracting the shortest path starting from the retraction starting point and ending at the retraction end point from the processed coronary angiography image as the retraction path.
示例性地,血管参数包括血管模型在长轴各点处对应的横截面积。基于血管模型中的血管参数,确定目标血管的血流储备分数,可以包括以下步骤:基于血管模型在长轴各点处对应的横截面积的大小,确定血管模型中的狭窄血管段和正常血管段。获取目标血管的平均动脉压。基于狭窄血管段对应的横截面积、正常血管段对应的横截面积和狭窄血管段的长度,确定狭窄血管段对应的压力差。基于平均动脉压和压力差,确定目标血管的血流储备分数。 Exemplarily, the vascular parameters include the cross-sectional area corresponding to each point of the long axis of the vascular model. Determining the blood flow reserve fraction of the target vessel based on the vascular parameters in the vascular model may include the following steps: determining the stenotic vessel segment and the normal vessel segment in the vascular model based on the size of the cross-sectional area corresponding to each point of the long axis of the vascular model. Obtaining the mean arterial pressure of the target vessel. Determining the pressure difference corresponding to the stenotic vessel segment based on the cross-sectional area corresponding to the stenotic vessel segment, the cross-sectional area corresponding to the normal vessel segment, and the length of the stenotic vessel segment. Determining the blood flow reserve fraction of the target vessel based on the mean arterial pressure and the pressure difference.
根据本申请的又一方面,还提供了一种血管成像设备。图5示出根据本申请一个实施例的血管成像设备的示意性框图。如图5所示,血管成像设备500包括第一确定模块510、获取模块520、血管重建模块530和第二确定模块540。According to another aspect of the present application, a vascular imaging device is also provided. FIG5 shows a schematic block diagram of a vascular imaging device according to an embodiment of the present application. As shown in FIG5 , the vascular imaging device 500 includes a first determination module 510 , an acquisition module 520 , a vascular reconstruction module 530 , and a second determination module 540 .
第一确定模块510,用于确定目标对象的心动周期内的舒张期无波形间期。The first determination module 510 is used to determine the diastolic waveform-free interval in the cardiac cycle of the target object.
获取模块520,用于从超声设备和造影设备各自采集的图像中分别获取目标对象的目标血管在舒张期无波形间期内的目标超声图像和目标造影图像。The acquisition module 520 is used to respectively acquire a target ultrasound image and a target angiography image of a target blood vessel of a target object in a diastolic waveform-free interval from images acquired by the ultrasound device and the angiography device respectively.
血管重建模块530,用于基于目标超声图像和目标造影图像进行血管重建,生成目标血管的血管模型。The blood vessel reconstruction module 530 is used to perform blood vessel reconstruction based on the target ultrasound image and the target angiography image to generate a blood vessel model of the target blood vessel.
第二确定模块540,用于基于血管模型中的血管参数,确定目标血管的血流储备分数。The second determination module 540 is used to determine the blood flow reserve fraction of the target blood vessel based on the blood vessel parameters in the blood vessel model.
示例性地,第一确定模块510包括:第一接收子模块,用于从心电图设备接收目标对象的心电信号;第一识别子模块,用于基于心电信号识别舒张期无波形间期。血管成像设备还包括:第一控制模块,用于在识别到舒张期无波形间期的开始时刻时,控制超声设备500开始采集血管内超声图像;第二控制模块,用于在识别到舒张期无波形间期的结束时刻时,控制超声设备停止采集血管内超声图像。获取模块520包括:第一获取子模块,用于获取超声设备采集的血管内超声图像作为目标超声图像。Exemplarily, the first determination module 510 includes: a first receiving submodule for receiving the ECG signal of the target object from the ECG device; a first identification submodule for identifying the diastolic waveform-free interval based on the ECG signal. The vascular imaging device also includes: a first control module for controlling the ultrasound device 500 to start acquiring intravascular ultrasound images when the start moment of the diastolic waveform-free interval is identified; a second control module for controlling the ultrasound device to stop acquiring intravascular ultrasound images when the end moment of the diastolic waveform-free interval is identified. The acquisition module 520 includes: a first acquisition submodule for acquiring the intravascular ultrasound image acquired by the ultrasound device as the target ultrasound image.
示例性地,第一确定模块510包括:第二接收子模块,用于从心电图设备接收目标对象的心电信号;第二识别子模块,用于基于心电信号识别舒张期无波形间期。获取模块520包括:第一选取子模块,用于基于所识别的舒张期无波形间期,从超声设备采集的血管内超声图像中选取目标超声图像。其中,超声设备与心电图设备同步地采集各自对应的血管内超声图像和心电信号。超声设备连续采集血管内超声图像。Exemplarily, the first determination module 510 includes: a second receiving submodule, for receiving an electrocardiogram signal of a target object from an electrocardiogram device; and a second identification submodule, for identifying a diastolic waveform-free interval based on the electrocardiogram signal. The acquisition module 520 includes: a first selection submodule, for selecting a target ultrasound image from an intravascular ultrasound image acquired by an ultrasound device based on the identified diastolic waveform-free interval. The ultrasound device and the electrocardiogram device synchronously acquire their respective corresponding intravascular ultrasound images and electrocardiogram signals. The ultrasound device continuously acquires intravascular ultrasound images.
示例性地,第一确定模块510包括:第三接收子模块,用于从心电图设备接收目标对象的心电信号;第三识别子模块,用于基于心电信号识别舒张期无波形间期。血管成像设备500还包括:第三控制模块,用于在识别到舒张期无波形间期的开始时刻时,控制造影设备开始采集冠脉造影图像;第四控制模块,用于在识别到舒张期无波形间期的结束时刻时,控制造影设备停止采集冠脉造影图像。获取模块520包括:第二选取子模块,用于从造影设备采集的冠脉造影图像中,选取至少两帧不同造影角度的造影图像作为目标造影图像。Exemplarily, the first determination module 510 includes: a third receiving submodule for receiving the ECG signal of the target object from the ECG device; a third identification submodule for identifying the diastolic waveform-free interval based on the ECG signal. The vascular imaging device 500 also includes: a third control module for controlling the angiography device to start collecting coronary angiography images when the start time of the diastolic waveform-free interval is identified; a fourth control module for controlling the angiography device to stop collecting coronary angiography images when the end time of the diastolic waveform-free interval is identified. The acquisition module 520 includes: a second selection submodule for selecting at least two frames of angiography images at different angiography angles from the coronary angiography images collected by the angiography device as target angiography images.
示例性地,第一确定模块510包括:第四接收子模块,用于从心电图设备接收目标对象的心电信号;第四识别子模块,用于基于心电信号识别舒张期无波形间期。获取模块520包括:第三选取子模块,用于基于所识别的舒张期无波形间期,从造影设备采集的冠脉造影图像中,选取至少两帧不同造影角度的候选冠脉造影图像作为目标造影图像。其中,候选冠脉造影图像为造影设备在舒张期无波形间期采集的冠脉造影图像。其中,造影设备与心电图设备同步地采集各自对应的冠脉造影图像和心电信号,造影设备连续采集冠脉造影图像。Exemplarily, the first determination module 510 includes: a fourth receiving submodule, which is used to receive the ECG signal of the target object from the ECG device; and a fourth identification submodule, which is used to identify the diastolic waveform-free interval based on the ECG signal. The acquisition module 520 includes: a third selection submodule, which is used to select at least two frames of candidate coronary angiography images of different angiography angles from the coronary angiography images acquired by the angiography device as target angiography images based on the identified diastolic waveform-free interval. The candidate coronary angiography image is a coronary angiography image acquired by the angiography device during the diastolic waveform-free interval. The angiography device and the ECG device synchronously acquire their respective corresponding coronary angiography images and ECG signals, and the angiography device continuously acquires coronary angiography images.
示例性地,第一确定模块510包括:计算子模块,用于基于心电信号的波形幅度特征,计算心动周期中每一时刻的瞬时阻力;第一确定子模块,用于基于心动周期中每一时刻的瞬时阻力,确定舒张期无波形间期。Exemplarily, the first determination module 510 includes: a calculation submodule for calculating the instantaneous resistance at each moment in the cardiac cycle based on the waveform amplitude characteristics of the electrocardiogram signal; and a first determination submodule for determining the diastolic waveform-free interval based on the instantaneous resistance at each moment in the cardiac cycle.
示例性地,血管重建模块530包括:第五识别子模块,用于从目标造影图像中识别目标血管的中心线;第六识别子模块,用于从目标超声图像中识别目标血管的管腔轮廓;重建子模块,用于将管腔轮廓沿着中心线进行配准重建,获得血管模型。Exemplarily, the vascular reconstruction module 530 includes: a fifth recognition submodule, used to identify the centerline of the target blood vessel from the target angiography image; a sixth recognition submodule, used to identify the lumen contour of the target blood vessel from the target ultrasound image; and a reconstruction submodule, used to align and reconstruct the lumen contour along the centerline to obtain a vascular model.
示例性地,血管重建模块530还包括:第七识别子模块,用于在重建子模块将管腔轮廓沿着中心线进行配准重建,获得血管模型之前,从目标超声图像中识别目标血管的侧枝;重建子模块包括重建单元,用于将侧枝与管腔轮廓一起沿着中心线进行配准重建。Exemplarily, the vascular reconstruction module 530 also includes: a seventh identification submodule, used to identify the side branches of the target blood vessel from the target ultrasound image before the reconstruction submodule aligns and reconstructs the lumen contour along the centerline to obtain the vascular model; the reconstruction submodule includes a reconstruction unit, used to align and reconstruct the side branches together with the lumen contour along the centerline.
示例性地,超声设备包括超声导管和设置在超声导管上的超声换能器。超声换能器用于在超声导管回撤过程中采集目标对象的血管内超声图像。第五识别子模块包括:确定单元,用于对于目标造影图像中的每一帧冠脉造影图像,确定该冠脉造影图像中超声导管的 回撤起点和回撤终点;提取单元,用于基于回撤起点和回撤终点,从该冠脉造影图像中提取超声导管的回撤路径;生成单元,用于基于目标造影图像中的每一帧冠脉造影图像对应的回撤路径,生成超声导管的三维回撤路径。其中,目标血管的中心线用三维回撤路径表示。Exemplarily, the ultrasound device includes an ultrasound catheter and an ultrasound transducer disposed on the ultrasound catheter. The ultrasound transducer is used to acquire an intravascular ultrasound image of the target object during the withdrawal of the ultrasound catheter. The fifth identification submodule includes: a determination unit, for determining, for each frame of the coronary angiography image in the target angiography image, the position of the ultrasound catheter in the coronary angiography image; A retracement start point and a retracement end point; an extraction unit, used to extract the retracement path of the ultrasound catheter from the coronary angiography image based on the retracement start point and the retracement end point; a generation unit, used to generate a three-dimensional retracement path of the ultrasound catheter based on the retracement path corresponding to each frame of the coronary angiography image in the target angiography image. The centerline of the target blood vessel is represented by the three-dimensional retracement path.
示例性地,提取单元包括:预处理子单元,用于对该冠脉造影图像进行预处理,获得经预处理的冠脉造影图像,其中,预处理包括滤波和/或直方图增强处理;增强子单元,用于与对经预处理的冠脉造影图像中的目标血管进行血管边界增强,获得经边界增强的冠脉造影图像;二值化及去噪子单元,用于对经边界增强的冠脉造影图像进行图像二值化以及形态学去噪处理,获得经处理的冠脉造影图像;提取子单元,用于从经处理的冠脉造影图像中提取以回撤起点为起点并以回撤终点为终点的最短路径作为回撤路径。Exemplarily, the extraction unit includes: a preprocessing subunit, used to preprocess the coronary angiography image to obtain a preprocessed coronary angiography image, wherein the preprocessing includes filtering and/or histogram enhancement processing; an enhancement subunit, used to perform vascular boundary enhancement on the target blood vessel in the preprocessed coronary angiography image to obtain a boundary-enhanced coronary angiography image; a binarization and denoising subunit, used to perform image binarization and morphological denoising processing on the boundary-enhanced coronary angiography image to obtain a processed coronary angiography image; an extraction subunit, used to extract the shortest path with the retracement starting point as the starting point and the retracement end point as the end point from the processed coronary angiography image as the retracement path.
示例性地,血管参数包括血管模型在长轴各点处对应的横截面积。第二确定模块540包括:第二确定子模块,同于基于血管模型在长轴各点处对应的横截面积的大小,确定血管模型中的狭窄血管段和正常血管段;第二获取子模块,用于获取目标血管的平均动脉压;第三确定子模块,用于基于狭窄血管段对应的横截面积、正常血管段对应的横截面积和狭窄血管段的长度,确定狭窄血管段对应的压力差;第四确定子模块,用于基于平均动脉压和压力差,确定目标血管的血流储备分数。Exemplarily, the vascular parameters include the cross-sectional area corresponding to each point of the long axis of the vascular model. The second determination module 540 includes: a second determination submodule, which is used to determine the stenotic vascular segment and the normal vascular segment in the vascular model based on the size of the cross-sectional area corresponding to each point of the long axis of the vascular model; a second acquisition submodule, which is used to acquire the mean arterial pressure of the target vessel; a third determination submodule, which is used to determine the pressure difference corresponding to the stenotic vascular segment based on the cross-sectional area corresponding to the stenotic vascular segment, the cross-sectional area corresponding to the normal vascular segment and the length of the stenotic vascular segment; and a fourth determination submodule, which is used to determine the blood flow reserve fraction of the target vessel based on the mean arterial pressure and the pressure difference.
根据本申请的又一方面,还提供一种电子设备。图6示出根据本申请实施例的电子设备的示意性框图。如图所示,该电子设备600包括处理器610和存储器620,其中,存储器620中存储有计算机程序指令,计算机程序指令被处理器610运行时用于执行以下操作:确定目标对象的心动周期内的舒张期无波形间期;获取目标对象的目标血管在舒张期无波形间期内的目标超声图像和目标造影图像;基于目标超声图像和目标造影图像进行血管重建,生成目标血管的血管模型;基于血管模型中的血管参数,确定目标血管的血流储备分数。According to another aspect of the present application, an electronic device is also provided. FIG6 shows a schematic block diagram of an electronic device according to an embodiment of the present application. As shown in the figure, the electronic device 600 includes a processor 610 and a memory 620, wherein the memory 620 stores computer program instructions, and the computer program instructions are used by the processor 610 to perform the following operations when running: determining the diastolic waveform-free interval in the cardiac cycle of the target object; obtaining a target ultrasound image and a target angiography image of the target blood vessel of the target object in the diastolic waveform-free interval; performing vascular reconstruction based on the target ultrasound image and the target angiography image to generate a vascular model of the target blood vessel; and determining the blood flow reserve fraction of the target blood vessel based on the vascular parameters in the vascular model.
示例性地,目标超声图像由超声设备采集;计算机程序指令被处理器610运行时所用于执行的确定目标对象的心动周期内的舒张期无波形间期的步骤包括:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形间期。计算机程序指令被处理器610运行时还用于执行:在识别到舒张期无波形间期的开始时刻时,控制超声设备开始采集血管内超声图像;在识别到舒张期无波形间期的结束时刻时,控制超声设备停止采集血管内超声图像。计算机程序指令被处理器610运行时所用于执行的获取目标对象的目标血管在舒张期无波形间期内的目标超声图像的步骤包括:获取超声设备采集的血管内超声图像作为目标超声图像。Exemplarily, the target ultrasound image is acquired by an ultrasound device; the step of determining the diastolic waveform-free interval in the cardiac cycle of the target object executed by the computer program instructions when the processor 610 is running includes: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal. The computer program instructions are also used to execute when the processor 610 is running: when the start time of the diastolic waveform-free interval is identified, control the ultrasound device to start acquiring the intravascular ultrasound image; when the end time of the diastolic waveform-free interval is identified, control the ultrasound device to stop acquiring the intravascular ultrasound image. The step of acquiring the target ultrasound image of the target blood vessel of the target object in the diastolic waveform-free interval executed when the computer program instructions are running by the processor 610 includes: acquiring the intravascular ultrasound image acquired by the ultrasound device as the target ultrasound image.
本文描述的心电图设备可以包含在血管成像系统中,还可以独立于血管成像系统。在一个示例中,血管成像系统还可以包括心电图设备,用于采集目标对象的心电信号,处理设备与心电图设备连接。The electrocardiogram device described herein may be included in the vascular imaging system or may be independent of the vascular imaging system. In one example, the vascular imaging system may further include an electrocardiogram device for collecting electrocardiogram signals of the target object, and the processing device is connected to the electrocardiogram device.
示例性地,目标超声图像由超声设备采集;计算机程序指令被处理器610运行时所用于执行的确定目标对象的心动周期内的舒张期无波形间期的步骤包括:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形间期。计算机程序指令被处理器610运行时所用于执行的获取目标对象的目标血管在舒张期无波形间期内的目标超声图像的步骤包括:基于所识别的舒张期无波形间期,从超声设备采集的血管内超声图像中选取目标超声图像;其中,超声设备与心电图设备同步地采集各自对应的血管内超声图像和心电信号,超声设备连续采集血管内超声图像。Exemplarily, the target ultrasound image is acquired by an ultrasound device; the step of determining the diastolic waveform-free interval in the cardiac cycle of the target object executed by the computer program instructions when the processor 610 is running includes: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal. The step of acquiring the target ultrasound image of the target blood vessel of the target object in the diastolic waveform-free interval executed by the computer program instructions when the processor 610 is running includes: selecting the target ultrasound image from the intravascular ultrasound images acquired by the ultrasound device based on the identified diastolic waveform-free interval; wherein the ultrasound device and the electrocardiogram device synchronously acquire the respective corresponding intravascular ultrasound images and electrocardiogram signals, and the ultrasound device continuously acquires the intravascular ultrasound images.
示例性地,目标造影图像由造影设备采集;计算机程序指令被处理器610运行时所用于执行的确定目标对象的心动周期内的舒张期无波形间期的步骤包括:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形间期。计算机程序指令被处理器610运行时还用于:在识别到舒张期无波形间期的开始时刻时,控制造影设备开始采集冠脉造影图像;在识别到舒张期无波形间期的结束时刻时,控制造影设备停止采集冠脉造影图像。计算机程序指令被处理器610运行时所用于执行的获取目标对象的目标血管在舒张期无波 形间期内的目标超声图像的步骤包括:从造影设备采集的冠脉造影图像中,选取至少两帧不同造影角度的造影图像作为目标造影图像。Exemplarily, the target angiography image is acquired by an angiography device; the computer program instructions are used by the processor 610 to execute the steps of determining the diastolic waveform-free interval within the cardiac cycle of the target object, including: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal. The computer program instructions are also used by the processor 610 to: control the angiography device to start acquiring coronary angiography images when the start moment of the diastolic waveform-free interval is identified; and control the angiography device to stop acquiring coronary angiography images when the end moment of the diastolic waveform-free interval is identified. The computer program instructions are used by the processor 610 to execute the steps of acquiring the diastolic waveform-free interval of the target blood vessel of the target object when the processor 610 is running. The step of obtaining a target ultrasound image within the coronary angiography interval includes: selecting at least two frames of angiography images with different angiography angles as target angiography images from the coronary angiography images acquired by the angiography device.
示例性地,目标造影图像由造影设备采集;计算机程序指令被处理器610运行时所用于执行的确定目标对象的心动周期内的舒张期无波形间期的步骤包括:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形间期;计算机程序指令被处理器610运行时所用于执行的获取目标对象的目标血管在舒张期无波形间期内的目标造影图像的步骤包括:基于所识别的舒张期无波形间期,从造影设备采集的冠脉造影图像中,选取至少两帧不同造影角度的候选冠脉造影图像作为目标造影图像。其中,候选冠脉造影图像为造影设备在舒张期无波形间期采集的冠脉造影图像。其中,造影设备与心电图设备同步地采集各自对应的冠脉造影图像和心电信号,造影设备连续采集冠脉造影图像。Exemplarily, the target angiography image is collected by an angiography device; the step of determining the diastolic waveform-free interval in the cardiac cycle of the target object executed by the computer program instructions when the processor 610 is running includes: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal; the step of obtaining the target angiography image of the target blood vessel of the target object in the diastolic waveform-free interval when the computer program instructions are run by the processor 610 includes: based on the identified diastolic waveform-free interval, selecting at least two frames of candidate coronary angiography images of different angiography angles from the coronary angiography images collected by the angiography device as the target angiography image. The candidate coronary angiography image is a coronary angiography image collected by the angiography device during the diastolic waveform-free interval. The angiography device and the electrocardiogram device synchronously collect their respective corresponding coronary angiography images and electrocardiogram signals, and the angiography device continuously collects coronary angiography images.
示例性地,计算机程序指令被处理器610运行时所用于执行的基于心电信号识别舒张期无波形间期的步骤包括:基于心电信号的波形幅度特征,计算心动周期中每一时刻的瞬时阻力;基于心动周期中每一时刻的瞬时阻力,确定舒张期无波形间期。Exemplarily, the steps of identifying the diastolic waveform-free interval based on the ECG signal executed by the computer program instructions when the processor 610 is running include: calculating the instantaneous resistance at each moment in the cardiac cycle based on the waveform amplitude characteristics of the ECG signal; and determining the diastolic waveform-free interval based on the instantaneous resistance at each moment in the cardiac cycle.
示例性地,计算机程序指令被处理器610运行时所用于执行的基于目标超声图像和目标造影图像进行血管重建,生成目标血管的血管模型的步骤包括:从目标造影图像中识别目标血管的中心线;从目标超声图像中识别目标血管的管腔轮廓;将管腔轮廓沿着中心线进行配准重建,获得血管模型。Exemplarily, the computer program instructions are used by the processor 610 to perform blood vessel reconstruction based on the target ultrasound image and the target contrast image, and the steps of generating a blood vessel model of the target blood vessel include: identifying the centerline of the target blood vessel from the target contrast image; identifying the lumen contour of the target blood vessel from the target ultrasound image; and aligning and reconstructing the lumen contour along the centerline to obtain a blood vessel model.
示例性地,在计算机程序指令被处理器610运行时所用于执行的将管腔轮廓沿着中心线进行配准重建,获得血管模型的步骤之前,计算机程序指令被处理器610运行时还用于执行:从目标超声图像中识别目标血管的侧枝。计算机程序指令被处理器610运行时所用于执行的将管腔轮廓沿着中心线进行配准重建,获得血管模型的步骤包括:将侧枝与管腔轮廓一起沿着中心线进行配准重建。Exemplarily, before the computer program instructions are executed by the processor 610 to register and reconstruct the lumen contour along the centerline to obtain the blood vessel model, the computer program instructions are also executed by the processor 610 to identify the side branches of the target blood vessel from the target ultrasound image. The computer program instructions are executed by the processor 610 to register and reconstruct the lumen contour along the centerline to obtain the blood vessel model, including: registering and reconstructing the side branches along the centerline with the lumen contour.
示例性地,目标超声图像由超声设备采集;超声设备包括超声导管和设置在超声导管上的超声换能器;超声换能器用于在超声导管回撤过程中采集目标对象的血管内超声图像;计算机程序指令被处理器610运行时所用于执行的从目标造影图像中识别目标血管的中心线的步骤包括以下操作。对于目标造影图像中的每一帧冠脉造影图像,确定该冠脉造影图像中超声导管的回撤起点和回撤终点。基于回撤起点和回撤终点,从该冠脉造影图像中提取超声导管的回撤路径。基于目标造影图像中的每一帧冠脉造影图像对应的回撤路径,生成超声导管的三维回撤路径。其中,目标血管的中心线用三维回撤路径表示。Exemplarily, the target ultrasound image is collected by an ultrasound device; the ultrasound device includes an ultrasound catheter and an ultrasound transducer disposed on the ultrasound catheter; the ultrasound transducer is used to collect an intravascular ultrasound image of the target object during the retraction of the ultrasound catheter; the steps of identifying the centerline of the target blood vessel from the target angiography image executed by the computer program instructions when the processor 610 is running include the following operations. For each frame of coronary angiography image in the target angiography image, determine the retraction starting point and the retraction end point of the ultrasound catheter in the coronary angiography image. Based on the retraction starting point and the retraction end point, extract the retraction path of the ultrasound catheter from the coronary angiography image. Based on the retraction path corresponding to each frame of coronary angiography image in the target angiography image, generate a three-dimensional retraction path of the ultrasound catheter. Among them, the centerline of the target blood vessel is represented by a three-dimensional retraction path.
示例性地,计算机程序指令被处理器610运行时所用于执行的基于回撤起点和回撤终点,从该冠脉造影图像中提取超声导管的回撤路径的步骤包括以下操作。对该冠脉造影图像进行预处理,获得经预处理的冠脉造影图像。其中,预处理包括滤波和/或直方图增强处理。对经预处理的冠脉造影图像中的目标血管进行血管边界增强,获得经边界增强的冠脉造影图像。对经边界增强的冠脉造影图像进行图像二值化以及形态学去噪处理,获得经处理的冠脉造影图像。从经处理的冠脉造影图像中提取以回撤起点为起点并以回撤终点为终点的最短路径作为回撤路径。Exemplarily, the computer program instructions used by the processor 610 to execute the steps of extracting the retraction path of the ultrasound catheter from the coronary angiography image based on the retraction starting point and the retraction end point include the following operations. The coronary angiography image is preprocessed to obtain a preprocessed coronary angiography image. The preprocessing includes filtering and/or histogram enhancement processing. The target blood vessel in the preprocessed coronary angiography image is enhanced by the vessel boundary to obtain a coronary angiography image with enhanced boundary. The coronary angiography image with enhanced boundary is binarized and morphologically denoised to obtain a processed coronary angiography image. The shortest path starting from the retraction starting point and ending at the retraction end point is extracted from the processed coronary angiography image as the retraction path.
示例性地,血管参数包括血管模型在长轴各点处对应的横截面积,计算机程序指令被处理器610运行时所用于执行的基于血管模型中的血管参数,确定目标血管的血流储备分数的步骤包括:基于血管模型在长轴各点处对应的横截面积的大小,确定血管模型中的狭窄血管段和正常血管段;获取目标血管的平均动脉压;基于狭窄血管段对应的横截面积、正常血管段对应的横截面积和狭窄血管段的长度,确定狭窄血管段对应的压力差;基于平均动脉压和压力差,确定目标血管的血流储备分数。Exemplarily, the vascular parameters include the cross-sectional area corresponding to each point on the long axis of the vascular model. The steps for determining the blood flow reserve fraction of the target vessel based on the vascular parameters in the vascular model executed by the processor 610 when the computer program instructions are executed include: determining the stenotic vessel segment and the normal vessel segment in the vascular model based on the size of the cross-sectional area corresponding to each point on the long axis of the vascular model; obtaining the mean arterial pressure of the target vessel; determining the pressure difference corresponding to the stenotic vessel segment based on the cross-sectional area corresponding to the stenotic vessel segment, the cross-sectional area corresponding to the normal vessel segment, and the length of the stenotic vessel segment; and determining the blood flow reserve fraction of the target vessel based on the mean arterial pressure and the pressure difference.
根据本申请的再一方面,还提供一种计算机可读存储介质,在计算机可读存储介质上存储了程序指令,程序指令在运行时用于执行以下操作:确定目标对象的心动周期内的舒张期无波形间期;获取目标对象的目标血管在舒张期无波形间期内的目标超声图像和目标造影图像;基于目标超声图像和目标造影图像进行血管重建,生成目标血管的血管模型; 基于血管模型中的血管参数,确定目标血管的血流储备分数。该计算机可读存储介质例如可以包括平板电脑的存储部件、个人计算机的硬盘、可擦除可编程只读存储器(EPROM)、便携式只读存储器(CD-ROM)、USB存储器、或者上述存储介质的任意组合。计算机可读存储介质可以是一个或多个非易失性存储介质的任意组合。According to another aspect of the present application, a computer-readable storage medium is further provided, on which program instructions are stored, and the program instructions are used to perform the following operations when running: determining a diastolic waveform-free interval in a cardiac cycle of a target object; acquiring a target ultrasound image and a target contrast image of a target blood vessel of the target object in the diastolic waveform-free interval; performing blood vessel reconstruction based on the target ultrasound image and the target contrast image to generate a blood vessel model of the target blood vessel; Based on the vascular parameters in the vascular model, the blood flow reserve fraction of the target vessel is determined. The computer-readable storage medium may include, for example, a storage component of a tablet computer, a hard disk of a personal computer, an erasable programmable read-only memory (EPROM), a portable read-only memory (CD-ROM), a USB memory, or any combination of the above storage media. The computer-readable storage medium may be any combination of one or more non-volatile storage media.
示例性地,目标超声图像由超声设备采集;程序指令在运行时所用于执行的确定目标对象的心动周期内的舒张期无波形间期的步骤包括:从心电图设备接收目标对象的心电信号。基于心电信号识别舒张期无波形间期。程序指令在运行时还用于执行:在识别到舒张期无波形间期的开始时刻时,控制超声设备开始采集血管内超声图像;在识别到舒张期无波形间期的结束时刻时,控制超声设备停止采集血管内超声图像。程序指令在运行时所用于执行的获取目标对象的目标血管在舒张期无波形间期内的目标超声图像的步骤包括:获取超声设备采集的血管内超声图像作为目标超声图像。Exemplarily, the target ultrasound image is acquired by an ultrasound device; the step of determining the diastolic waveform-free interval within the cardiac cycle of the target object executed by the program instructions at runtime includes: receiving the electrocardiogram signal of the target object from an electrocardiogram device. Identifying the diastolic waveform-free interval based on the electrocardiogram signal. The program instructions at runtime are also used to execute: when the start moment of the diastolic waveform-free interval is identified, controlling the ultrasound device to start acquiring the intravascular ultrasound image; when the end moment of the diastolic waveform-free interval is identified, controlling the ultrasound device to stop acquiring the intravascular ultrasound image. The step of acquiring the target ultrasound image of the target blood vessel of the target object within the diastolic waveform-free interval executed by the program instructions at runtime includes: acquiring the intravascular ultrasound image acquired by the ultrasound device as the target ultrasound image.
示例性地,目标超声图像由超声设备采集;程序指令在运行时所用于执行的确定目标对象的心动周期内的舒张期无波形间期的步骤包括:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形间期。程序指令在运行时所用于执行的获取目标对象的目标血管在舒张期无波形间期内的目标超声图像的步骤包括:基于所识别的舒张期无波形间期,从超声设备采集的血管内超声图像中选取目标超声图像;其中,超声设备与心电图设备同步地采集各自对应的血管内超声图像和心电信号,超声设备连续采集血管内超声图像。Exemplarily, the target ultrasound image is collected by an ultrasound device; the step of determining the diastolic waveform-free interval in the cardiac cycle of the target object executed by the program instructions when running includes: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal. The step of obtaining the target ultrasound image of the target blood vessel of the target object in the diastolic waveform-free interval executed by the program instructions when running includes: selecting the target ultrasound image from the intravascular ultrasound images collected by the ultrasound device based on the identified diastolic waveform-free interval; wherein the ultrasound device and the electrocardiogram device synchronously collect the corresponding intravascular ultrasound images and electrocardiogram signals, and the ultrasound device continuously collects the intravascular ultrasound images.
示例性地,目标造影图像由造影设备采集;程序指令在运行时所用于执行的确定目标对象的心动周期内的舒张期无波形间期的步骤包括:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形间期。程序指令在运行时还用于:在识别到舒张期无波形间期的开始时刻时,控制造影设备开始采集冠脉造影图像;在识别到舒张期无波形间期的结束时刻时,控制造影设备停止采集冠脉造影图像。程序指令在运行时所用于执行的获取目标对象的目标血管在舒张期无波形间期内的目标超声图像的步骤包括:从造影设备采集的冠脉造影图像中,选取至少两帧不同造影角度的造影图像作为目标造影图像。Exemplarily, the target angiography image is acquired by an angiography device; the step of determining the diastolic waveform-free interval in the cardiac cycle of the target object executed by the program instructions during operation includes: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal. The program instructions during operation are also used to: control the angiography device to start acquiring coronary angiography images when the start time of the diastolic waveform-free interval is identified; and control the angiography device to stop acquiring coronary angiography images when the end time of the diastolic waveform-free interval is identified. The step of acquiring the target ultrasound image of the target blood vessel of the target object during the diastolic waveform-free interval executed by the program instructions during operation includes: selecting at least two frames of angiography images at different angiography angles from the coronary angiography images acquired by the angiography device as the target angiography images.
示例性地,目标造影图像由造影设备采集;程序指令在运行时所用于执行的确定目标对象的心动周期内的舒张期无波形间期的步骤包括:从心电图设备接收目标对象的心电信号;基于心电信号识别舒张期无波形间期;程序指令在运行时所用于执行的获取目标对象的目标血管在舒张期无波形间期内的目标造影图像的步骤包括:基于所识别的舒张期无波形间期,从造影设备采集的冠脉造影图像中,选取至少两帧不同造影角度的候选冠脉造影图像作为目标造影图像。其中,候选冠脉造影图像为造影设备在舒张期无波形间期采集的冠脉造影图像。其中,造影设备与心电图设备同步地采集各自对应的冠脉造影图像和心电信号,造影设备连续采集冠脉造影图像。Exemplarily, the target angiography image is collected by an angiography device; the step of determining the diastolic waveform-free interval in the cardiac cycle of the target object executed by the program instructions during operation includes: receiving the electrocardiogram signal of the target object from the electrocardiogram device; identifying the diastolic waveform-free interval based on the electrocardiogram signal; the step of obtaining the target angiography image of the target blood vessel of the target object during the diastolic waveform-free interval executed by the program instructions during operation includes: based on the identified diastolic waveform-free interval, selecting at least two frames of candidate coronary angiography images of different angiography angles from the coronary angiography images collected by the angiography device as the target angiography image. The candidate coronary angiography image is a coronary angiography image collected by the angiography device during the diastolic waveform-free interval. The angiography device and the electrocardiogram device synchronously collect their respective corresponding coronary angiography images and electrocardiogram signals, and the angiography device continuously collects coronary angiography images.
示例性地,程序指令在运行时所用于执行的基于心电信号识别舒张期无波形间期的步骤包括以下操作。基于心电信号的波形幅度特征,计算心动周期中每一时刻的瞬时阻力。基于心动周期中每一时刻的瞬时阻力,确定舒张期无波形间期。Exemplarily, the steps of identifying the diastolic waveform-free interval based on the electrocardiogram signal executed by the program instructions during operation include the following operations: Calculating the instantaneous resistance at each moment in the cardiac cycle based on the waveform amplitude characteristics of the electrocardiogram signal. Determining the diastolic waveform-free interval based on the instantaneous resistance at each moment in the cardiac cycle.
示例性地,程序指令在运行时所用于执行的基于目标超声图像和目标造影图像进行血管重建,生成目标血管的血管模型的步骤包括:从目标造影图像中识别目标血管的中心线;从目标超声图像中识别目标血管的管腔轮廓;将管腔轮廓沿着中心线进行配准重建,获得血管模型。Exemplarily, the program instructions used to perform blood vessel reconstruction based on the target ultrasound image and the target contrast image during runtime to generate a blood vessel model of the target blood vessel include: identifying the centerline of the target blood vessel from the target contrast image; identifying the lumen contour of the target blood vessel from the target ultrasound image; and aligning and reconstructing the lumen contour along the centerline to obtain a blood vessel model.
示例性地,在程序指令在运行时所用于执行的将管腔轮廓沿着中心线进行配准重建,获得血管模型的步骤之前,程序指令在运行时还用于执行:从目标超声图像中识别目标血管的侧枝。程序指令在运行时所用于执行的将管腔轮廓沿着中心线进行配准重建,获得血管模型的步骤包括:将侧枝与管腔轮廓一起沿着中心线进行配准重建。Exemplarily, before the step of registering and reconstructing the lumen contour along the centerline to obtain the blood vessel model is executed by the program instructions when running, the program instructions are also used to execute: identifying the side branches of the target blood vessel from the target ultrasound image. The step of registering and reconstructing the lumen contour along the centerline to obtain the blood vessel model executed by the program instructions when running includes: registering and reconstructing the side branches together with the lumen contour along the centerline.
示例性地,目标超声图像由超声设备采集;超声设备包括超声导管和设置在超声导管上的超声换能器;超声换能器用于在超声导管回撤过程中采集目标对象的血管内超声图像; 程序指令在运行时所用于执行的从目标造影图像中识别目标血管的中心线的步骤包括以下操作。对于目标造影图像中的每一帧冠脉造影图像,确定该冠脉造影图像中超声导管的回撤起点和回撤终点。基于回撤起点和回撤终点,从该冠脉造影图像中提取超声导管的回撤路径。基于目标造影图像中的每一帧冠脉造影图像对应的回撤路径,生成超声导管的三维回撤路径。其中,目标血管的中心线用三维回撤路径表示。Exemplarily, the target ultrasound image is acquired by an ultrasound device; the ultrasound device includes an ultrasound catheter and an ultrasound transducer disposed on the ultrasound catheter; the ultrasound transducer is used to acquire an intravascular ultrasound image of the target object during the withdrawal of the ultrasound catheter; The steps of identifying the centerline of the target blood vessel from the target angiography image executed by the program instructions during operation include the following operations. For each frame of coronary angiography image in the target angiography image, determine the withdrawal starting point and withdrawal end point of the ultrasound catheter in the coronary angiography image. Based on the withdrawal starting point and withdrawal end point, extract the withdrawal path of the ultrasound catheter from the coronary angiography image. Based on the withdrawal path corresponding to each frame of coronary angiography image in the target angiography image, generate a three-dimensional withdrawal path of the ultrasound catheter. Among them, the centerline of the target blood vessel is represented by a three-dimensional withdrawal path.
示例性地,程序指令在运行时所用于执行的基于回撤起点和回撤终点,从该冠脉造影图像中提取超声导管的回撤路径的步骤包括以下操作。对该冠脉造影图像进行预处理,获得经预处理的冠脉造影图像。其中,预处理包括滤波和/或直方图增强处理。对经预处理的冠脉造影图像中的目标血管进行血管边界增强,获得经边界增强的冠脉造影图像。对经边界增强的冠脉造影图像进行图像二值化以及形态学去噪处理,获得经处理的冠脉造影图像。从经处理的冠脉造影图像中提取以回撤起点为起点并以回撤终点为终点的最短路径作为回撤路径。Exemplarily, the steps of extracting the retraction path of the ultrasound catheter from the coronary angiography image based on the retraction starting point and the retraction end point executed by the program instructions at runtime include the following operations. Preprocessing the coronary angiography image to obtain a preprocessed coronary angiography image. The preprocessing includes filtering and/or histogram enhancement processing. Performing vessel boundary enhancement on the target blood vessel in the preprocessed coronary angiography image to obtain a boundary-enhanced coronary angiography image. Performing image binarization and morphological denoising processing on the boundary-enhanced coronary angiography image to obtain a processed coronary angiography image. Extracting the shortest path starting from the retraction starting point and ending at the retraction end point from the processed coronary angiography image as the retraction path.
示例性地,血管参数包括血管模型在长轴各点处对应的横截面积,程序指令在运行时所用于执行的基于血管模型中的血管参数,确定目标血管的血流储备分数的步骤包括:基于血管模型在长轴各点处对应的横截面积的大小,确定血管模型中的狭窄血管段和正常血管段;获取目标血管的平均动脉压;基于狭窄血管段对应的横截面积、正常血管段对应的横截面积和狭窄血管段的长度,确定狭窄血管段对应的压力差;基于平均动脉压和压力差,确定目标血管的血流储备分数。Exemplarily, the vascular parameters include the cross-sectional area corresponding to each point on the long axis of the vascular model, and the program instructions used to execute the steps of determining the blood flow reserve fraction of the target blood vessel based on the vascular parameters in the vascular model during execution include: determining the stenotic vascular segment and the normal vascular segment in the vascular model based on the size of the cross-sectional area corresponding to each point on the long axis of the vascular model; obtaining the mean arterial pressure of the target blood vessel; determining the pressure difference corresponding to the stenotic vascular segment based on the cross-sectional area corresponding to the stenotic vascular segment, the cross-sectional area corresponding to the normal vascular segment, and the length of the stenotic vascular segment; and determining the blood flow reserve fraction of the target blood vessel based on the mean arterial pressure and the pressure difference.
本领域普通技术人员通过阅读上述有关用于确定血流储备分数的方法的描述,可以理解上述电子设备和非易失性存储介质的具体实现方案,为了简洁,在此不再赘述。A person skilled in the art may understand the specific implementation scheme of the above electronic device and non-volatile storage medium by reading the above description of the method for determining the blood flow reserve fraction, which will not be described in detail here for the sake of brevity.
尽管这里已经参考附图描述了示例实施例,应理解上述示例实施例仅仅是示例性的,并且不意图将本申请的范围限制于此。本领域普通技术人员可以在其中进行各种改变和修改,而不偏离本申请的范围和精神。所有这些改变和修改意在被包括在所附权利要求所要求的本申请的范围之内。Although example embodiments have been described herein with reference to the accompanying drawings, it should be understood that the above example embodiments are merely exemplary and are not intended to limit the scope of the present application to this. Those of ordinary skill in the art may make various changes and modifications therein without departing from the scope and spirit of the present application. All these changes and modifications are intended to be included within the scope of the present application as required by the appended claims.
本领域普通技术人员可以意识到,结合本文中所公开的实施例描述的各示例的单元及算法步骤,能够以电子硬件、或者计算机软件和电子硬件的结合来实现。这些功能究竟以硬件还是软件方式来执行,取决于技术方案的特定应用和设计约束条件。专业技术人员可以对每个特定的应用来使用不同方法来实现所描述的功能,但是这种实现不应认为超出本申请的范围。Those of ordinary skill in the art will appreciate that the units and algorithm steps of each example described in conjunction with the embodiments disclosed herein can be implemented in electronic hardware, or a combination of computer software and electronic hardware. Whether these functions are performed in hardware or software depends on the specific application and design constraints of the technical solution. Professional and technical personnel can use different methods to implement the described functions for each specific application, but such implementation should not be considered to be beyond the scope of this application.
在本申请所提供的几个实施例中,应该理解到,所揭露的设备和方法,可以通过其它的方式实现。例如,以上所描述的设备实施例仅仅是示意性的,例如,所述单元的划分,仅仅为一种逻辑功能划分,实际实现时可以有另外的划分方式,例如多个单元或组件可以结合或者可以集成到另一个设备,或一些特征可以忽略,或不执行。In the several embodiments provided in this application, it should be understood that the disclosed devices and methods can be implemented in other ways. For example, the device embodiments described above are only schematic, for example, the division of the units is only a logical function division, and there may be other division methods in actual implementation, such as multiple units or components can be combined or integrated into another device, or some features can be ignored or not executed.
在此处所提供的说明书中,说明了大量具体细节。然而,能够理解,本申请的实施例可以在没有这些具体细节的情况下实践。在一些实例中,并未详细示出公知的方法、结构和技术,以便不模糊对本说明书的理解。In the description provided herein, a large number of specific details are described. However, it is understood that the embodiments of the present application can be practiced without these specific details. In some instances, well-known methods, structures and techniques are not shown in detail so as not to obscure the understanding of this description.
类似地,应当理解,为了精简本申请并帮助理解各个发明方面中的一个或多个,在对本申请的示例性实施例的描述中,本申请的各个特征有时被一起分组到单个实施例、图、或者对其的描述中。然而,并不应将该本申请的方法解释成反映如下意图:即所要求保护的本申请要求比在每个权利要求中所明确记载的特征更多的特征。更确切地说,如相应的权利要求书所反映的那样,其发明点在于可以用少于某个公开的单个实施例的所有特征的特征来解决相应的技术问题。因此,遵循具体实施方式的权利要求书由此明确地并入该具体实施方式,其中每个权利要求本身都作为本申请的单独实施例。Similarly, it should be understood that in order to streamline the present application and help understand one or more of the various inventive aspects, in the description of the exemplary embodiments of the present application, the various features of the present application are sometimes grouped together into a single embodiment, figure, or description thereof. However, the method of the present application should not be interpreted as reflecting the following intention: the claimed application requires more features than the features clearly stated in each claim. More specifically, as reflected in the corresponding claims, the inventive point is that the corresponding technical problem can be solved with features less than all the features of a single disclosed embodiment. Therefore, the claims following the specific embodiment are hereby explicitly incorporated into the specific embodiment, wherein each claim itself serves as a separate embodiment of the present application.
本领域的技术人员可以理解,除了特征之间相互排斥之外,可以采用任何组合对本说明书(包括伴随的权利要求、摘要和附图)中公开的所有特征以及如此公开的任何方法或者设备的所有过程或单元进行组合。除非另外明确陈述,本说明书(包括伴随的权利要求、 摘要和附图)中公开的每个特征可以由提供相同、等同或相似目的的替代特征来代替。Those skilled in the art will understand that, except for mutually exclusive features, all features disclosed in this specification (including the accompanying claims, abstract and drawings) and all processes or units of any method or device disclosed in this specification (including the accompanying claims, abstract and drawings) can be combined in any combination. Each feature disclosed in the abstract and drawings may be replaced by alternative features serving the same, equivalent or similar purpose.
此外,本领域的技术人员能够理解,尽管在此所述的一些实施例包括其它实施例中所包括的某些特征而不是其它特征,但是不同实施例的特征的组合意味着处于本申请的范围之内并且形成不同的实施例。例如,在权利要求书中,所要求保护的实施例的任意之一都可以以任意的组合方式来使用。In addition, those skilled in the art will appreciate that, although some embodiments described herein include certain features included in other embodiments but not other features, the combination of features of different embodiments is meant to be within the scope of the present application and form different embodiments. For example, in the claims, any one of the claimed embodiments can be used in any combination.
本申请的各个部件实施例可以以硬件实现,或者以在一个或者多个处理器上运行的软件模块实现,或者以它们的组合实现。本领域的技术人员应当理解,可以在实践中使用微处理器或者数字信号处理器(DSP)来实现根据本申请实施例的血管成像设备和电子设备中的一些模块的一些或者全部功能。本申请还可以实现为用于执行这里所描述的方法的一部分或者全部的装置程序(例如,计算机程序和计算机程序产品)。这样的实现本申请的程序可以存储在计算机可读介质上,或者可以具有一个或者多个信号的形式。这样的信号可以从因特网网站上下载得到,或者在载体信号上提供,或者以任何其他形式提供。The various component embodiments of the present application can be implemented in hardware, or in software modules running on one or more processors, or in a combination thereof. It should be understood by those skilled in the art that a microprocessor or a digital signal processor (DSP) can be used in practice to implement some or all of the functions of some modules in the vascular imaging device and electronic device according to the embodiments of the present application. The present application can also be implemented as a device program (e.g., a computer program and a computer program product) for executing part or all of the methods described herein. Such a program implementing the present application can be stored on a computer-readable medium, or can be in the form of one or more signals. Such a signal can be downloaded from an Internet website, or provided on a carrier signal, or provided in any other form.
应该注意的是上述实施例对本申请进行说明而不是对本申请进行限制,并且本领域技术人员在不脱离所附权利要求的范围的情况下可设计出替换实施例。在权利要求中,不应将位于括号之间的任何参考符号构造成对权利要求的限制。单词“包含”不排除存在未列在权利要求中的元件或步骤。位于元件之前的单词“一”或“一个”不排除存在多个这样的元件。本申请可以借助于包括有若干不同元件的硬件以及借助于适当编程的计算机来实现。在列举了若干装置的单元权利要求中,这些装置中的若干个可以是通过同一个硬件项来具体体现。单词第一、第二、以及第三等的使用不表示任何顺序。可将这些单词解释为名称。It should be noted that the above embodiments illustrate the present application rather than limit the present application, and that those skilled in the art may design alternative embodiments without departing from the scope of the appended claims. In the claims, any reference symbol between brackets should not be constructed as a limitation to the claims. The word "comprising" does not exclude the presence of elements or steps not listed in the claims. The word "one" or "an" preceding an element does not exclude the presence of multiple such elements. The present application may be implemented by means of hardware including several different elements and by means of a suitably programmed computer. In a unit claim that lists several devices, several of these devices may be embodied by the same hardware item. The use of the words first, second, and third, etc. does not indicate any order. These words may be interpreted as names.
以上所述,仅为本申请的具体实施方式或对具体实施方式的说明,本申请的保护范围并不局限于此,任何熟悉本技术领域的技术人员在本申请揭露的技术范围内,可轻易想到变化或替换,都应涵盖在本申请的保护范围之内。本申请的保护范围应以权利要求的保护范围为准。 The above is only a specific implementation or description of a specific implementation of the present application, and the protection scope of the present application is not limited thereto. Any technician familiar with the technical field can easily think of changes or substitutions within the technical scope disclosed in the present application, which should be included in the protection scope of the present application. The protection scope of the present application shall be based on the protection scope of the claims.
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| CN116807514A (en) * | 2023-08-29 | 2023-09-29 | 深圳开立生物医疗科技股份有限公司 | Vascular imaging system, vascular imaging method, vascular imaging device, vascular imaging electronic device, and vascular imaging storage medium |
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| EP3624132A1 (en) * | 2018-09-13 | 2020-03-18 | Koninklijke Philips N.V. | Calculating boundary conditions for virtual ffr and ifr calculation based on myocardial blush characteristics |
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| CN111462117B (en) * | 2020-05-19 | 2025-04-04 | 深圳北芯生命科技股份有限公司 | Data processing system and data processing method based on blood vessel image |
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