WO2016049929A1 - Method for constructing sequencing library and application thereof - Google Patents
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- WO2016049929A1 WO2016049929A1 PCT/CN2014/088059 CN2014088059W WO2016049929A1 WO 2016049929 A1 WO2016049929 A1 WO 2016049929A1 CN 2014088059 W CN2014088059 W CN 2014088059W WO 2016049929 A1 WO2016049929 A1 WO 2016049929A1
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- the invention relates to the field of biomedicine.
- the invention relates to methods of constructing sequencing libraries, sequencing methods, methods of determining nucleic acid sequences, devices for constructing sequencing libraries, sequencing devices, and systems for determining nucleic acid sequences.
- High-throughput sequencing is gaining increasing attention, but the detection of low-frequency mutations for high-throughput sequencing is still to be improved.
- the present invention aims to solve at least one of the technical problems existing in the prior art. To this end, in accordance with embodiments of the present invention, the present invention proposes methods for constructing sequencing libraries and means for detecting low frequency mutations.
- the invention proposes a method of constructing a sequencing library.
- the method comprises: (a) separately joining a linker at both ends of the double-stranded DNA fragment to obtain a ligation product, wherein the linker comprises a first strand and a second strand, the first strand Matching the second strand portion and the first strand comprises a first tag sequence such that the linker defines a double stranded region and two single stranded tails, the sequence of one of the two single stranded tails comprising the first a label; (b) cleavage of the ligated product into a single-stranded DNA fragment; (c) performing a strand extension reaction on the single-stranded DNA fragment using a first primer to obtain a strand extension product, wherein the first primer comprises a second tag sequence, and the first primer is adapted to form a double stranded structure with the first strand of the linker, except that there is a mis
- a sequencing library can be efficiently constructed, and at the same time, the constructed sequencing library is directed to the same double-stranded DNA fragment (also referred to herein as a "source sequence").
- Each of the chains has an amplification product having a first tag sequence and a second tag sequence, respectively, whereby in the analysis of subsequent sequencing results, mutual calibration can be performed according to the sequencing results of the two tags, and the analysis is improved. The reliability of the results.
- the double-stranded DNA fragment is obtained by subjecting a nucleic acid sample to end repair to obtain a repaired nucleic acid sample; and adding a base A at the 5' end of the nucleic acid sample,
- the nucleic acid samples having viscous terminal bases A at both ends constitute the double-stranded DNA fragment.
- a linker can be conveniently added to both ends of the double-stranded DNA fragment in a subsequent operation. Thereby, the efficiency of constructing a sequencing library is improved.
- the nucleic acid sample is at least a portion of human genomic DNA or a free nucleic acid.
- the human free nucleic acid is extracted from the peripheral blood of the patient.
- the The patient has cancer, which is at least one selected from the group consisting of bladder cancer, prostate cancer, lung cancer, colorectal cancer, stomach cancer, breast cancer, kidney cancer, pancreatic cancer, ovarian cancer, endometrial cancer, thyroid cancer. , cervical cancer, esophageal cancer and liver cancer. Therefore, the method of the embodiment of the present invention can effectively analyze gene mutations of human disease patients, and can be effectively used for early diagnosis, individualized medication, and postoperative monitoring of common tumors.
- At least a portion of the human genomic DNA is obtained by random disruption of human genomic DNA.
- a linker can be conveniently added to both ends of the double-stranded DNA fragment in a subsequent operation. Thereby, the efficiency of constructing a sequencing library is improved.
- the linker has a 3' base T sticky end.
- a linker can be conveniently added to both ends of the double-stranded DNA fragment in a subsequent operation. Thereby, the efficiency of constructing a sequencing library is improved.
- the single-stranded DNA fragment is obtained by subjecting the ligation product to denaturation treatment.
- the denaturation treatment may be a heat denaturation treatment or an alkali denaturation treatment.
- the single-stranded DNA fragment is screened using a probe prior to performing the strand extension, wherein the probe specifically recognizes a predetermined region.
- the sequencing library can be efficiently constructed for the region of interest, and the efficiency of constructing the sequencing library and subsequent sequencing is improved.
- the predetermined area comprises one of the following:
- the probe is provided in the form of a chip. Thereby, the efficiency of probe screening can be improved.
- the strand extension reaction is carried out in the presence of a UDG enzyme/FPG enzyme.
- the first tag sequence and the second tag sequence are each independently 4 to 10 nt in length. According to an embodiment of the invention, the first tag sequence and the second tag sequence are both 8 nt in length. According to an embodiment of the invention, there is a mismatch of at least 2 nt between the first tag sequence and the second tag sequence. The inventors have surprisingly found that with such an arrangement, the efficiency of correction using the first tag sequence and the second tag sequence in subsequent analysis can be effectively improved.
- the first strand of the linker has the sequence set forth in SEQ ID NO: 1
- the second strand of the linker has the sequence set forth in SEQ ID NO: 2
- the first tag having SEQ ID NO: shown in any of 3-6 a sequence
- the second tag having the sequence set forth in at least one of SEQ ID NOs: 7-10
- the first primer having the sequence set forth in SEQ ID NO: 11
- the The primers of the first tag sequence and the second tag sequence have the sequences set forth in SEQ ID NO: 13 and SEQ ID NO: 13.
- the labels include, but are not limited to, the four pairs described above, and multiple pairs of labels can be designed as needed for simultaneous detection of multiple samples.
- the invention proposes a sequencing method comprising: constructing a sequencing library according to the method described above; sequencing the sequencing library.
- the sequencing was performed on Hiseq2000 or Hiseq 2500 according to an embodiment of the invention.
- the invention provides a method of determining a nucleic acid sequence, comprising:
- sequencing is performed according to the methods previously described in the claims to obtain sequencing results consisting of multiple sequencing data;
- At least one subset of sequencing data is constructed, wherein all sequencing data in each subset of sequencing data corresponds to the same source sequence on the nucleic acid sample;
- a sequence of the nucleic acid sample is determined based on the corrected sequencing data.
- the calibration can be effectively performed based on the positive strand sequencing data and the negative strand sequencing data, thereby improving the reliability of the analysis result.
- the sequencing is a double-end sequencing, the sequencing result consisting of pairs of pairs of sequencing data.
- constructing at least one subset of sequencing data based on the sequencing results is performed by the following steps:
- a paired sequencing data index for each pair of the plurality of pairs of sequenced data, the paired sequencing data index consisting of an initial N bases of each of the paired sequencing data, wherein N is An integer between 10 and 20;
- the at least one preliminary sequencing data subset is subdivided based on a Hamming distance between the sequencing data in the preliminary sequencing data subset to obtain a plurality of the sequencing data subsets.
- N is 12.
- the Hamming distance of any two pairs of paired sequencing data does not exceed 20.
- the positive strand sequencing data and the negative strand sequencing data are at least two, respectively.
- determining the corrected sequencing data based on the positive strand sequencing data and the negative strand sequencing data is based on the following principles:
- Each base in the corrected sequencing data is simultaneously supported by at least 50% positive strand sequencing data and at least 50% negative strand sequencing data.
- each base in the corrected sequencing data simultaneously obtains at least 80% positive stranding Order data and support for at least 80% negative strand sequencing data.
- the method further includes:
- the corrected sequencing data is aligned to a reference sequence and the sequencing data with a quality of less than 30 is deleted.
- SNV analysis or Indel analysis is performed based on the sequence of the nucleic acid sample.
- the invention proposes an apparatus for constructing a sequencing library.
- the apparatus comprises:
- a linking unit for respectively connecting a linker at both ends of the double-stranded DNA fragment to obtain a ligation product, wherein the linker includes a first strand and a second strand, the first strand and the second strand portion are matched and The first strand comprises a first tag sequence such that the linker defines a double-stranded region and two single-stranded tails, the sequence of one of the two single-stranded tails comprising a first label;
- cleavage unit for cleaving the ligation product into a single-stranded DNA fragment
- a strand extension unit for performing a strand extension reaction on the single-stranded DNA fragment with a first primer to obtain a strand extension product, wherein the first primer includes a second tag sequence, and the first primer is adapted to The first strand of the linker forms a double-stranded structure, except that there is a mismatch between the first tag sequence and the second tag sequence;
- An amplification unit for amplifying the strand extension product to obtain an amplification product, the amplification product constituting the sequencing library, wherein the amplification is adapted to simultaneously amplify the first label a sequence and a primer for the second tag sequence.
- the above apparatus can effectively implement the method for constructing a sequencing library described above, and can efficiently construct a sequencing library, and at the same time, the constructed sequencing library targets the same double-stranded DNA fragment (in this paper)
- Each of the strands also referred to as "source sequences”
- source sequences obtains an amplification product having a first tag sequence and a second tag sequence, respectively, whereby, in the analysis of subsequent sequencing results, sequencing of the two tags can be performed.
- the results are mutually corrected to improve the reliability of the analysis results.
- the method further includes:
- An end repair unit for end-repairing a nucleic acid sample to obtain a repaired nucleic acid sample
- a terminal modification unit for adding a base A at the 5' end of the nucleic acid sample to obtain a nucleic acid sample having a sticky terminal base A at each end, wherein the two ends respectively have a nucleic acid sample having a sticky terminal base A The double-stranded DNA fragment.
- a screening unit for screening the single-stranded DNA fragment using a probe before the chain extension is performed, wherein the probe specifically recognizes a predetermined region.
- the predetermined area comprises one of the following:
- the probe is provided in the form of a chip.
- the strand extension reaction is carried out in the presence of a UDG enzyme/FPG enzyme.
- the first tag sequence and the second tag sequence are each independently 4 to 10 nt in length.
- the first tag sequence and the second tag sequence are both 8 nt in length.
- the first strand of the linker has the sequence set forth in SEQ ID NO: 1
- the second strand of the linker has the sequence set forth in SEQ ID NO: 2
- the first tag having SEQ ID NO: the sequence of any one of 3-6
- the second tag has the sequence set forth in at least one of SEQ ID NOs: 7-10
- the first primer having the sequence set forth in SEQ ID NO:11
- the primers suitable for simultaneously amplifying the first tag sequence and the second tag sequence have the sequences set forth in SEQ ID NO: 12 and SEQ ID NO: 13.
- the labels include, but are not limited to, the four pairs described above, and multiple pairs of labels may be involved as needed for simultaneous detection of multiple samples.
- the invention proposes a sequencing device.
- the sequencing device comprises: a device for constructing a sequencing library according to the foregoing; a sequencing device for sequencing the sequencing library.
- the sequencing device is Hiseq2000 or Hiseq 2500.
- the invention proposes a system for determining a nucleic acid sequence.
- the system comprises:
- a sequencing data subset construction device for constructing at least one subset of sequencing data based on the sequencing result, wherein all sequencing data in each subset of sequencing data corresponds to the same source sequence on the nucleic acid sample;
- a sequencing data classification device configured to determine, for each subset of the sequencing data, sequencing data corresponding to the first label sequence as positive strand sequencing data, and sequencing data corresponding to the second label sequence as negative strand sequencing data ;
- a sequencing data correction device for correcting the sequencing data for each of the sequencing data subsets based on the positive strand sequencing data and the negative strand sequencing data, respectively, to determine corrected sequencing data
- a sequence determining device for determining a sequence of the nucleic acid sample based on the corrected sequencing data.
- the method of determining a nucleic acid sequence as described above can be efficiently carried out using a system for determining a nucleic acid sequence according to an embodiment of the present invention. Therefore, the calibration can be effectively performed based on the positive strand sequencing data and the negative strand sequencing data, thereby improving the reliability of the analysis result.
- the sequencing is a double-end sequencing, the sequencing result consisting of pairs of pairs of sequencing data.
- the sequencing data subset construction device comprises:
- a sequencing data index determining device for determining a paired sequencing data index for each pair of the plurality of pairs of paired sequencing data, the paired sequencing data indexing from the first N of each of the paired sequencing data Base composition, wherein N is an integer between 10 and 20;
- a preliminary screening device for constructing at least one preliminary sequencing data subset based on the paired sequencing data index, wherein each of the sequencing data subsets has the same paired sequencing data index;
- a secondary screening device for subdividing the at least one preliminary sequencing data subset based on a Hamming distance between the sequencing data in the preliminary sequencing data subset to obtain a plurality of the sequencing data subsets.
- N is 12.
- the Hamming distance of any two pairs of paired sequencing data does not exceed 20.
- the positive strand sequencing data and the negative strand sequencing data are at least two, respectively.
- determining the corrected sequencing data based on the positive strand sequencing data and the negative strand sequencing data is based on the following principles:
- Each base in the corrected sequencing data is simultaneously supported by at least 50% positive strand sequencing data and at least 50% negative strand sequencing data.
- each base in the corrected sequencing data is simultaneously supported by at least 80% positive strand sequencing data and at least 80% negative strand sequencing data.
- the method further includes:
- the corrected sequencing data is aligned to a reference sequence and the sequencing data with a quality of less than 30 is deleted.
- sequence analysis device for performing SNV analysis or Indel analysis based on the sequence of the nucleic acid sample.
- FIG. 1 shows a flow chart of a method of constructing a sequencing library in accordance with an embodiment of the present invention
- Figure 3 shows the results of analysis of a catastrophe spectrum according to an embodiment of the present invention
- Figure 5 shows the results of analysis of a mutated spectrum in accordance with one embodiment of the present invention
- Figure 7 shows the results of analysis of a mutation spectrum according to an embodiment of the present invention.
- Figure 8 shows an analysis result of the same index reads cluster in accordance with one embodiment of the present invention.
- Figure 9 shows the results of analysis of a mutation spectrum according to an embodiment of the present invention.
- Figure 10 shows the results of an analysis of the same indexed reads cluster in accordance with one embodiment of the present invention.
- Figure 11 shows the results of analysis of the catastrophe spectrum according to one embodiment of the present invention.
- the exon sequence of the relevant gene was retrieved.
- the final chip only involved the CDS region of the above gene and extended the CDS region by 20 bp.
- the chip is covered with a rich capture probe with a 98% coverage area, which enriches the target DNA fragment from the complex genome and captures the genomic region with high specificity and high coverage on the same chip.
- index1 The label, named index1, not only has the ability to distinguish between different samples, it will also be used for subsequent positive-chain markings).
- the obtained ligation product was subjected to chip hybridization capture, and the eluted single-stranded template product was amplified by one round of one cycle of primers labeled with index 2, so that the anti-strand was labeled.
- UDG/FPG enzyme was added during the PCR to incubate to eliminate the DNA damage in the template strand and reduce the occurrence of false positives.
- the product obtained by double-indexing of the positive and negative chains is purified, and then subjected to a second round of PCR enrichment to complete the preparation of the library.
- the sequencing method adopts Hiseq2000 or Hiseq2500. According to the difference in the amount of sequencing and the number of samples, the appropriate sequencing platform can be flexibly selected.
- the specific steps include:
- the cfDNA extracted from the plasma was then subjected to a three-step enzymatic reaction according to the KAPA LTP Library Preparation Kit.
- an early screening related chip for cancer designed by the inventors is used, and hybridization capture is performed with reference to a specification provided by the chip manufacturer. Finally eluted back to dissolve 21 ⁇ L of ddH 2 O band hybrid eluting magnetic beads.
- Double index positive and negative chain tagging and enrichment
- PCR1 was subjected to reverse strand labeling and template DNA damage repair
- PCR2 was subjected to amplification and enrichment to complete library preparation.
- the hybrid elution magnetic beads were first removed, and then 40 ⁇ L of Agencourt AMPure XP reagent was added for magnetic bead purification, and finally 20 ul of ddH 2 O was dissolved, and magnetic beads were used for the next reaction.
- the magnetic beads of the previous step were removed first, then 50 ⁇ L of Agencourt AMPure XP reagent was re-added, magnetic beads were purified, and finally 25 ⁇ L of ddH 2 O was dissolved, and QC and the machine were performed.
- the paired reads (paired sequencing data) of the first 12 bp base of reads1 and the first 12 bp base of reads2 are connected into a short sequence of 24 bp, and the 24 bp is used as an index of paired reads, and according to Its index marks the positive and negative chains.
- any two pairs in each small cluster Paired reads have a Hamming distance of no more than 10 in order to distinguish between reads that have the same index but come from different DNA templates.
- step 4 The copy clusters of the same DNA template obtained in step 3 are screened. If the number of reads of the positive and negative strands is more than 2 pairs, subsequent analysis is performed.
- the new reads are re-aligned to the genome using the bwa mem algorithm, and the reads with a quality less than 30 are screened out.
- the base type which is inconsistent with the mainstream base type is a mutated base. type.
- Example 1 Early screening of gynecological reproductive tract tumors
- the WCNpan chip includes: Driver Gene (driver gene) related to gynecological genital tract tumors (cervical cancer, endometrial cancer, ovarian cancer), high-frequency mutated genes, and important genes in 12 signaling pathways of cancer, totaling 42 genes. , 300KB.
- the specific design process of the chip According to the human genome HG19, the exon sequences of the above 42 genes are retrieved. Considering the size and cost of the capture region, the final chip only covers the CDS region of the above gene, and extends the CDS region before and after. 20bp, the chip totals 300kb. The chip is covered with a rich capture probe with a 98% coverage area, which enriches the target DNA fragment from a complex genome and captures approximately 300KB of genomic region with high specificity and high coverage on the same chip. .
- the positive and negative chain interoperability rate based on the ratio of the total clusters on the clusters/3 reads on the positive and negative chains of 3 reads, to evaluate the positive and negative chain interoperability in the available data; effective data utilization: based on The ratio of the number of reads error correction of at least 2+/2-cluster to the total number of sequencing reads is satisfied; the average sequencing depth: the average coverage of bases in the target region after error correction based on effective data.
- Fig. 2 The analysis result of the same index reads cluster is shown in Fig. 2, in which the abscissa indicates the number of duplication (dup) of the table cluster, and the ordinate indicates the total number of reads of the cluster satisfying a certain number of dup. It can be seen from the results of Fig. 2 that most of the dup clusters are around 8, and the larger part of the clusters can satisfy the condition of 2 plus + 2 inverses.
- the effective utilization rate of the final data is 5.14%, and the average sequencing depth is 1153.6X.
- Fig. 3 The results of the catastrophe spectrum analysis are shown in Fig. 3, in which the complementary mutation type is substantially the same as the theoretical mutation frequency for the double-stranded molecule (DNA).
- the abscissa represents the type of base mutation; the ordinate represents the number of mutations.
- the results in Fig. 3 show that the mutated base type distribution is balanced, and the mutation frequency (Mutations per nucleotide) is: 1.7 ⁇ 10 -6 . .
- Example 2 Twelve common tumor individualized medication
- the CANPer-YY chip includes: oncogenes, tumor suppressor genes, 12 common cancer high-frequency genes, important genes in 12 signal pathways of cancer, target drugs and chemotherapeutic drugs, etc., a total of 524 genes, 750KB.
- the main design process of the chip is divided into 4 steps:
- the mutated samples of the two selected intervals are used as the sample database, and the third interval is screened in the same way until the sample database includes all the samples to count the exon region set, and for the unfiltered All intervals of the genes in any interval are added to the chip interval.
- the killing effect of chemotherapeutic drugs on tumor cells is significantly correlated with the expression and/or polymorphism of a specific (a group of) genes.
- the detection of related genes predicts the efficacy of chemotherapeutic drugs and selects appropriate drugs for individualized chemotherapy. It has become a reasonable choice to improve efficacy and reduce ineffective treatment.
- the PharmGKB database is used to integrate all the current chemotherapeutic drugs and the genes related to curative effect and predictive evaluation of therapeutic effects, and to form a database for interpretation of individualized drugs for chemotherapy.
- the chemotherapy data was integrated into the individualized information flow of the tumor to complete the automated interpretation of the chemotherapy drug.
- Targeted drugs have the characteristics of significant drug efficacy and few side effects in tumor therapy, but they are dependent on targets (including protein, DNA, etc.). Target analysis must be performed on patients before they can determine whether patients can take drugs. Integrate current FDA-approved targeted drugs, as well as drugs in clinical III and IV. According to the NCCN clinical guidelines, the clinical drug gene research collates the relationship between the drug target gene and the target drug, and forms a database of individualized target drug interpretation.
- a patient with advanced gastric cancer (one of the 12 common tumors) is subjected to the individualized drug guidance test according to the steps of the above method, and the results are as follows:
- the positive and negative chain interoperability rate based on the ratio of the clusters above 3 positive and negative chains/3 total reads, to evaluate the positive and negative chain interoperability in the available data; effective data utilization: based on The ratio of the number of reads error correction of at least 2+/2-cluster to the total number of sequencing reads is satisfied; the average sequencing depth: the average coverage of bases in the target region after error correction based on effective data.
- Fig. 4 The analysis result of the same index reads cluster is shown in Fig. 4, in which the abscissa represents the number of duplication (dup) of the cluster, and the ordinate represents the total number of reads of the cluster satisfying a certain number of dup.
- the results in Figure 4 show that most of the dup clusters are around 5, and most of the clusters can satisfy the conditions of 2 plus + 2 inverses.
- the final data effective utilization rate is 3.5%, and the average sequencing depth is: 667X.
- Fig. 5 The results of the mutational profiling are shown in Fig. 5, in which the complementary mutation type is substantially the same for the double-stranded molecule (DNA), the abscissa represents the type of base mutation, and the ordinate represents the number of mutations.
- the results in Figure 5 show that the distribution of the mutated base type is basically balanced, and the mutation frequency (Mutations per nucleotide) is: 4.2 ⁇ 10 -6 .
- the chemotherapy sites are shown in the following table:
- the Colorectalpan chip includes: Driver Gene, a high-frequency mutated gene, and an important gene in 12 signaling pathways of cancer, a total of 60 genes, 123KB.
- the main design process of the chip is divided into 4 steps:
- the mutated samples of the two selected intervals are used as the sample database, and the third interval is screened in the same way until the sample database includes all the samples to count the exon region set, and for the unfiltered All intervals of the genes in any interval are added to the chip interval.
- a colorectal cancer early screening test is performed on a patient with intestinal polyps according to the steps of the above method, and the results are as follows:
- the positive and negative chain interoperability rate based on the ratio of the clusters above 3 positive and negative chains/3 total reads, to evaluate the positive and negative chain interoperability in the available data; effective data utilization: based on The ratio of the number of reads error correction of at least 2+/2-cluster to the total number of sequencing reads is satisfied; the average sequencing depth: the average coverage of bases in the target region after error correction based on effective data.
- Fig. 6 The analysis of the same index reads cluster is shown in Fig. 6, where the abscissa represents the number of duplications (dup) of the cluster, and the ordinate represents the total number of reads of the cluster satisfying a certain number of dups.
- the results in Figure 6 show that most of the dup clusters are around 6, and most of the clusters can satisfy the conditions of 2 plus + 2 inverses.
- the final data effective utilization rate is 5.12%, and the average sequencing depth is: 1033X.
- the results of the mutational profiling are shown in Figure 7, in which the complementary mutation type is substantially the same for the double-stranded molecule (DNA), the abscissa represents the type of base mutation, and the ordinate represents the number of mutations.
- the results of Fig. 7 show that the distribution of the mutated base type is basically balanced, and the mutation frequency (Mutations per nucleotide) is: 2.2 ⁇ 10 -6 .
- Mutation detection list details (based on exon area and non-synonymous mutation statistics):
- the Lungpan chip includes: lung cancer-related Driver Gene, high-frequency mutated gene, and important genes in 12 signaling pathways of cancer, totaling 145 genes, 250KB.
- the main design process of the chip is divided into 4 steps:
- the mutated samples of the two selected intervals are used as the sample database, and the third interval is screened in the same way until the sample database includes all the samples to count the exon region set, and for the unfiltered All intervals of the genes in any interval are added to the chip interval.
- a lung nodule patient is subjected to early screening of lung cancer according to the steps of the above method, and the results are as follows:
- the positive and negative chain interoperability rate based on the ratio of the clusters above 3 positive and negative chains/3 total reads, to evaluate the positive and negative chain interoperability in the available data; effective data utilization: based on The ratio of the number of reads error correction of at least 2+/2-cluster to the total number of sequencing reads is satisfied; the average sequencing depth: the average coverage of bases in the target region after error correction based on effective data.
- Fig. 8 The analysis result of the same index reads cluster is shown in Fig. 8.
- the abscissa represents the number of duplication (dup) of the cluster, and the ordinate represents the total number of reads of the cluster satisfying a certain number of dup.
- the results of Fig. 8 show that most of the dup clusters are around 10, and the larger part of the cluster can satisfy the condition of 2 plus + 2 inverse.
- the effective utilization rate of the final data is 4.12%, and the average sequencing depth is 898X.
- Fig. 9 The results of the mutational profiling are shown in Fig. 9, in which the complementary mutation type is substantially the same for the double-stranded molecule (DNA), the abscissa represents the type of base mutation, and the ordinate represents the number of mutations.
- the results in Figure 9 show that the mutated base type distribution is basically balanced, and its mutation frequency (Mutations per nucleotide) is: 2.6 ⁇ 10 -6 .
- Mutation detection list details (based on exon area and non-synonymous mutation statistics):
- the CANPer-JK chip includes: 12 common cancer-related Driver Genes, high-frequency mutated genes, and important genes in 12 cancer signaling pathways, totaling 547 genes, 800 KB.
- the main design process of the chip is divided into 4 steps:
- the mutated samples of the two selected intervals are used as the sample database, and the third interval is screened in the same way until the sample database includes all the samples to count the exon region set, and for the unfiltered All intervals of the genes in any interval are added to the chip interval.
- a postoperative breast cancer patient (one of 12 common tumors) is subjected to postoperative monitoring and detection of breast cancer according to the steps of the above method, and the results are as follows:
- the positive and negative chain interoperability rate based on the ratio of the clusters above 3 positive and negative chains/3 total reads, to evaluate the positive and negative chain interoperability in the available data; effective data utilization: based on The ratio of the number of reads error correction of at least 2+/2-cluster to the total number of sequencing reads is satisfied; the average sequencing depth: the average coverage of bases in the target region after error correction based on effective data.
- Fig. 10 The analysis result of the same index reads cluster is shown in Fig. 10, in which the abscissa represents the number of duplication (dup) of the cluster, and the ordinate represents the total number of reads of the cluster satisfying a certain number of dup.
- the results in Figure 10 show that most of the dup clusters are around 6, and most of the clusters can satisfy the conditions of 2 plus + 2 inverses.
- the effective utilization rate of the final data is 4.74%, and the average sequencing depth is: 1028.6X.
- Fig. 11 The results of the catastrophe spectrum analysis are shown in Fig. 11, in which the complementary mutation type is substantially the same for the double-stranded molecule (DNA), the abscissa represents the type of base mutation, and the ordinate represents the number of mutations.
- the results of Fig. 11 show that the distribution of the mutated base type is basically balanced, and the mutation frequency (Mutations per nucleotide) is: 3.1 ⁇ 10 -6 .
- Mutation detection list details (based on exon area and non-synonymous mutation statistics):
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Abstract
Description
本发明涉及生物医学领域。具体而言,本发明涉及构建测序文库的方法、测序方法、确定核酸序列的方法、构建测序文库的装置、测序设备以及确定核酸序列的系统。The invention relates to the field of biomedicine. In particular, the invention relates to methods of constructing sequencing libraries, sequencing methods, methods of determining nucleic acid sequences, devices for constructing sequencing libraries, sequencing devices, and systems for determining nucleic acid sequences.
高通量测序日益被关注,但是目前高通量测序用于低频率突变的检测仍有待改进。High-throughput sequencing is gaining increasing attention, but the detection of low-frequency mutations for high-throughput sequencing is still to be improved.
发明内容Summary of the invention
本发明旨在至少解决现有技术中存在的技术问题之一。为此,根据本发明的实施例,本发明提出了用于构建测序文库的方法以及检测低频率突变的手段。The present invention aims to solve at least one of the technical problems existing in the prior art. To this end, in accordance with embodiments of the present invention, the present invention proposes methods for constructing sequencing libraries and means for detecting low frequency mutations.
在本发明的第一方面,本发明提出了一种构建测序文库的方法。根据本发明的实施例,该方法包括:(a)在双链DNA片段的两端分别连接接头,以便获得连接产物,其中,所述接头包括第一链和第二链,所述第一链和第二链部分匹配并且所述第一链包含第一标签序列,以便所述接头上限定出双链区和两个单链尾部,所述两个单链尾部之一的序列中包含第一标签;(b)将所述连接产物裂解为单链DNA片段;(c)利用第一引物对所述单链DNA片段进行链延伸反应,以便获得链延伸产物,其中,所述第一引物包括第二标签序列,并且所述第一引物适于与所述接头的第一链形成双链结构,只是所述第一标签序列与所述第二标签序列之间存在错配;(d)对所述链延伸产物进行扩增,以便获得扩增产物,所述扩增采用适于同时扩增所述第一标签序列和所述第二标签序列的引物。In a first aspect of the invention, the invention proposes a method of constructing a sequencing library. According to an embodiment of the invention, the method comprises: (a) separately joining a linker at both ends of the double-stranded DNA fragment to obtain a ligation product, wherein the linker comprises a first strand and a second strand, the first strand Matching the second strand portion and the first strand comprises a first tag sequence such that the linker defines a double stranded region and two single stranded tails, the sequence of one of the two single stranded tails comprising the first a label; (b) cleavage of the ligated product into a single-stranded DNA fragment; (c) performing a strand extension reaction on the single-stranded DNA fragment using a first primer to obtain a strand extension product, wherein the first primer comprises a second tag sequence, and the first primer is adapted to form a double stranded structure with the first strand of the linker, except that there is a mismatch between the first tag sequence and the second tag sequence; (d) pair The strand extension product is amplified to obtain an amplification product using primers suitable for simultaneously amplifying the first tag sequence and the second tag sequence.
由此,利用根据本发明实施例的构建测序文库的方法,能够有效地构建测序文库,同时,所构建的测序文库中,针对相同的双链DNA片段(在本文中也被称为“源序列”)的每条链,分别获得了具有第一标签序列和第二标签序列的扩增产物,由此,在后续测序结果的分析中,可以依据两种标签的测序结果进行互相校正,提高分析结果的可靠性。Thus, with the method of constructing a sequencing library according to an embodiment of the present invention, a sequencing library can be efficiently constructed, and at the same time, the constructed sequencing library is directed to the same double-stranded DNA fragment (also referred to herein as a "source sequence"). Each of the chains has an amplification product having a first tag sequence and a second tag sequence, respectively, whereby in the analysis of subsequent sequencing results, mutual calibration can be performed according to the sequencing results of the two tags, and the analysis is improved. The reliability of the results.
根据本发明的实施例,所述双链DNA片段是通过下列步骤获得的:将核酸样本进行末端修复,以便获得经过修复的核酸样本;以及在所述核酸样本的5’末端添加碱基A,以便获得两端分别具有粘性末端碱基A的核酸样本,所述两端分别具有粘性末端碱基A的核酸样本构成所述双链DNA片段。由此,可以在后续操作中,方便地在所述双链DNA片段的两端添加接头。从而,提高了构建测序文库的效率。According to an embodiment of the present invention, the double-stranded DNA fragment is obtained by subjecting a nucleic acid sample to end repair to obtain a repaired nucleic acid sample; and adding a base A at the 5' end of the nucleic acid sample, In order to obtain a nucleic acid sample having viscous terminal bases A at both ends, respectively, the nucleic acid samples having viscous terminal bases A at both ends constitute the double-stranded DNA fragment. Thus, a linker can be conveniently added to both ends of the double-stranded DNA fragment in a subsequent operation. Thereby, the efficiency of constructing a sequencing library is improved.
根据本发明的实施例,所述核酸样本为人基因组DNA的至少一部分或游离核酸。根据本发明的实施例,所述人游离核酸是从患者的外周血提取的。根据本发明的实施例,所述 患者患有癌症,所述癌症为选自下列的至少之一:膀胱癌、前列腺癌、肺癌、结直肠癌、胃癌、乳腺癌、肾癌、胰腺癌、卵巢癌、子宫内膜癌、甲状腺癌、宫颈癌、食管癌以及肝癌。由此,利用本发明实施例的方法,能够有效地对人类疾病患者的基因突变进行有效的分析,进而能够有效用于常见肿瘤的早诊、个体化用药、以及术后监控等。According to an embodiment of the invention, the nucleic acid sample is at least a portion of human genomic DNA or a free nucleic acid. According to an embodiment of the invention, the human free nucleic acid is extracted from the peripheral blood of the patient. According to an embodiment of the invention, the The patient has cancer, which is at least one selected from the group consisting of bladder cancer, prostate cancer, lung cancer, colorectal cancer, stomach cancer, breast cancer, kidney cancer, pancreatic cancer, ovarian cancer, endometrial cancer, thyroid cancer. , cervical cancer, esophageal cancer and liver cancer. Therefore, the method of the embodiment of the present invention can effectively analyze gene mutations of human disease patients, and can be effectively used for early diagnosis, individualized medication, and postoperative monitoring of common tumors.
根据本发明的实施例,所述人基因组DNA的至少一部分是通过对人基因组DNA进行随机打断而获得的。由此,可以在后续操作中,方便地在所述双链DNA片段的两端添加接头。从而,提高了构建测序文库的效率。According to an embodiment of the invention, at least a portion of the human genomic DNA is obtained by random disruption of human genomic DNA. Thus, a linker can be conveniently added to both ends of the double-stranded DNA fragment in a subsequent operation. Thereby, the efficiency of constructing a sequencing library is improved.
根据本发明的实施例,所述接头具有3’碱基T粘性末端。由此,可以在后续操作中,方便地在所述双链DNA片段的两端添加接头。从而,提高了构建测序文库的效率。According to an embodiment of the invention, the linker has a 3' base T sticky end. Thus, a linker can be conveniently added to both ends of the double-stranded DNA fragment in a subsequent operation. Thereby, the efficiency of constructing a sequencing library is improved.
根据本发明的实施例,所述单链DNA片段是通过将所述连接产物进行变性处理获得的。由此,可以快速有效的获得单链DNA片段。根据本发明的一些实施例,所述变性处理可以为热变性处理或碱变性处理。According to an embodiment of the present invention, the single-stranded DNA fragment is obtained by subjecting the ligation product to denaturation treatment. Thereby, a single-stranded DNA fragment can be obtained quickly and efficiently. According to some embodiments of the invention, the denaturation treatment may be a heat denaturation treatment or an alkali denaturation treatment.
根据本发明的实施例,在进行所述链延伸之前,利用探针对所述单链DNA片段进行筛选,其中,所述探针特异性识别预定区域。由此,可以有效地针对感兴趣的区域构建测序文库,提高了构建测序文库以及后续测序的效率。According to an embodiment of the present invention, the single-stranded DNA fragment is screened using a probe prior to performing the strand extension, wherein the probe specifically recognizes a predetermined region. Thereby, the sequencing library can be efficiently constructed for the region of interest, and the efficiency of constructing the sequencing library and subsequent sequencing is improved.
根据本发明的实施例,所述预定区域包括下列之一:According to an embodiment of the invention, the predetermined area comprises one of the following:
(1)表1~5所示基因的至少之一;(1) at least one of the genes shown in Tables 1 to 5;
(2)(1)的CDS区域;以及(2) the CDS area of (1);
(3)(2)的上下游至少10bp的区域。(3) A region of at least 10 bp upstream and downstream of (2).
由此,可以有效地对癌症相关的基因进行构建测序文库和后续核酸序列分析。Thereby, it is possible to efficiently construct a sequencing library and subsequent nucleic acid sequence analysis of cancer-related genes.
根据本发明的实施例,所述探针是以芯片的形式提供的。由此,可以提高探针筛选的效率。According to an embodiment of the invention, the probe is provided in the form of a chip. Thereby, the efficiency of probe screening can be improved.
根据本发明的实施例,在存在UDG酶/FPG酶时,进行所述链延伸反应。由此,可以有效地对存在损伤的DNA在链延伸过程中进行修复,减少假阳性的产生,提高构建测序文库的质量。According to an embodiment of the invention, the strand extension reaction is carried out in the presence of a UDG enzyme/FPG enzyme. Thereby, the damaged DNA can be effectively repaired during the chain extension process, the generation of false positives is reduced, and the quality of the constructed sequencing library is improved.
根据本发明的实施例,所述第一标签序列和所述第二标签序列分别独立地长度为4~10nt。根据本发明的实施例,所述第一标签序列和所述第二标签序列的长度均为8nt。根据本发明的实施例,所述第一标签序列和所述第二标签序列之间存在至少2nt的错配。发明人惊奇地发现,采用如此设置,能够有效地提高在后续分析中,利用第一标签序列和第二标签序列进行校正的效率。According to an embodiment of the invention, the first tag sequence and the second tag sequence are each independently 4 to 10 nt in length. According to an embodiment of the invention, the first tag sequence and the second tag sequence are both 8 nt in length. According to an embodiment of the invention, there is a mismatch of at least 2 nt between the first tag sequence and the second tag sequence. The inventors have surprisingly found that with such an arrangement, the efficiency of correction using the first tag sequence and the second tag sequence in subsequent analysis can be effectively improved.
根据本发明的实施例,所述接头的第一链具有SEQ ID NO:1所示的序列,所述接头的第二链具有SEQ ID NO:2所示的序列,所述第一标签具有SEQ ID NO:3-6中任一项所示 的序列,所述第二标签具有SEQ ID NO:7-10中至少之一所示的序列,所述第一引物具有SEQ ID NO:11所示的序列,所述适于同时扩增所述第一标签序列和所述第二标签序列的引物具有SEQ ID NO:12和SEQ ID NO:13所示的序列。According to an embodiment of the invention, the first strand of the linker has the sequence set forth in SEQ ID NO: 1, the second strand of the linker has the sequence set forth in SEQ ID NO: 2, the first tag having SEQ ID NO: shown in any of 3-6 a sequence, the second tag having the sequence set forth in at least one of SEQ ID NOs: 7-10, the first primer having the sequence set forth in SEQ ID NO: 11, the The primers of the first tag sequence and the second tag sequence have the sequences set forth in SEQ ID NO: 12 and SEQ ID NO: 13.
其中,接头的第一链的序列中“XXXXXXXX”表示第一标签序列,第一引物中序列中的“XXXXXXXX”表示第二标签序列。Wherein "XXXXXXXX" in the sequence of the first strand of the linker represents the first tag sequence, and "XXXXXXXX" in the sequence in the first primer represents the second tag sequence.
根据本发明的实施例,标签包括但不限于上述所述的4对,可以根据需要设计多对标签以用于多样品的同时检测。In accordance with embodiments of the present invention, the labels include, but are not limited to, the four pairs described above, and multiple pairs of labels can be designed as needed for simultaneous detection of multiple samples.
在本发明的第二方面,本发明提出了一种测序方法,该方法包括:根据前面所述的方法构建测序文库;对所述测序文库进行测序。In a second aspect of the invention, the invention proposes a sequencing method comprising: constructing a sequencing library according to the method described above; sequencing the sequencing library.
根据本发明的实施例,在Hiseq2000或Hiseq2500上进行所述测序。The sequencing was performed on Hiseq2000 or Hiseq 2500 according to an embodiment of the invention.
由此,可以有效地提高测序的效率。另外,前面关于构建测序文库的方法所描述的特征和优点,同样适用该测序方法,在此不再赘述。 Thereby, the efficiency of sequencing can be effectively improved. In addition, the features and advantages described above with respect to the method of constructing a sequencing library are equally applicable to the sequencing method and will not be described herein.
在本发明的第三方面,本发明提出了一种确定核酸序列的方法,其特征在于,包括:In a third aspect of the invention, the invention provides a method of determining a nucleic acid sequence, comprising:
针对核酸样本,根据权利要求前面所述的方法进行测序,以便获得由多个测序数据构成的测序结果;For nucleic acid samples, sequencing is performed according to the methods previously described in the claims to obtain sequencing results consisting of multiple sequencing data;
基于所述测序结果,构建至少一个测序数据子集,其中,每个测序数据子集中的所有测序数据均对应核酸样本上相同的源序列;Based on the sequencing result, at least one subset of sequencing data is constructed, wherein all sequencing data in each subset of sequencing data corresponds to the same source sequence on the nucleic acid sample;
针对每一个测序数据子集,分别确定与所述第一标签序列对应的测序数据为正链测序数据,与所述第二标签序列对应的测序数据为负链测序数据;For each subset of sequencing data, determining that the sequencing data corresponding to the first tag sequence is positive strand sequencing data, and the sequencing data corresponding to the second tag sequence is negative strand sequencing data;
针对每一个测序数据子集,分别基于所述正链测序数据和所述负链测序数据,对测序数据进行校正,以便确定经过校正的测序数据;以及Correcting the sequencing data for each of the sequencing data subsets based on the positive strand sequencing data and the negative strand sequencing data, respectively, to determine corrected sequencing data;
基于所述经过校正的测序数据,确定所述核酸样本的序列。A sequence of the nucleic acid sample is determined based on the corrected sequencing data.
由此,可以有效地基于正链测序数据和负链测序数据进行校正,提高分析结果的可靠性。Thereby, the calibration can be effectively performed based on the positive strand sequencing data and the negative strand sequencing data, thereby improving the reliability of the analysis result.
根据本发明的实施例,所述测序为双末端测序,所述测序结果由多对成对的测序数据构成。According to an embodiment of the invention, the sequencing is a double-end sequencing, the sequencing result consisting of pairs of pairs of sequencing data.
根据本发明的实施例,基于所述测序结果,构建至少一个测序数据子集是通过下列步骤进行的:According to an embodiment of the invention, constructing at least one subset of sequencing data based on the sequencing results is performed by the following steps:
针对所述多对成对的测序数据的每一对,确定成对测序数据索引,所述成对测序数据索引由成对的测序数据的每一个的最初N个碱基构成,其中,N为10~20之间的整数;Determining a paired sequencing data index for each pair of the plurality of pairs of sequenced data, the paired sequencing data index consisting of an initial N bases of each of the paired sequencing data, wherein N is An integer between 10 and 20;
基于所述成对测序数据索引,构建至少一个初步测序数据子集,其中,所述初步测序数据子集中的每一个测序数据均具有相同的成对测序数据索引;以及Constructing at least one preliminary sequencing data subset based on the paired sequencing data index, wherein each of the sequencing data subsets has the same paired sequencing data index;
基于所述初步测序数据子集中测序数据之间的汉明距离,对所述至少一个初步测序数据子集进行细分,以便获得多个所述测序数据子集。The at least one preliminary sequencing data subset is subdivided based on a Hamming distance between the sequencing data in the preliminary sequencing data subset to obtain a plurality of the sequencing data subsets.
根据本发明的实施例,N为12。According to an embodiment of the invention, N is 12.
根据本发明的实施例,在所述多个测序数据子集的每一个中,任意两对成对测序数据的汉明距离不超过20。According to an embodiment of the invention, in each of the plurality of sequencing data subsets, the Hamming distance of any two pairs of paired sequencing data does not exceed 20.
根据本发明的实施例,在所述多个测序数据子集的每一个中,正链测序数据和负链测序数据分别为至少两个。According to an embodiment of the invention, in each of the plurality of sequencing data subsets, the positive strand sequencing data and the negative strand sequencing data are at least two, respectively.
根据本发明的实施例,基于所述正链测序数据和所述负链测序数据,确定经过校正的测序数据是基于下列原则进行的:According to an embodiment of the invention, determining the corrected sequencing data based on the positive strand sequencing data and the negative strand sequencing data is based on the following principles:
经过校正的测序数据中的每一个碱基同时获得至少50%正链测序数据和至少50%负链测序数据的支持。Each base in the corrected sequencing data is simultaneously supported by at least 50% positive strand sequencing data and at least 50% negative strand sequencing data.
根据本发明的实施例,经过校正的测序数据中的每一个碱基同时获得至少80%正链测 序数据和至少80%负链测序数据的支持。According to an embodiment of the invention, each base in the corrected sequencing data simultaneously obtains at least 80% positive stranding Order data and support for at least 80% negative strand sequencing data.
根据本发明的实施例,进一步包括:According to an embodiment of the present invention, the method further includes:
将所述经过校正的测序数据比对至参考序列上,并删除比对质量小于30的测序数据。The corrected sequencing data is aligned to a reference sequence and the sequencing data with a quality of less than 30 is deleted.
根据本发明的实施例,基于所述核酸样本的序列,进行SNV分析或Indel分析。According to an embodiment of the invention, SNV analysis or Indel analysis is performed based on the sequence of the nucleic acid sample.
在本发明的第四方面,本发明提出了一种构建测序文库的装置。根据本发明的实施例,该装置包括:In a fourth aspect of the invention, the invention proposes an apparatus for constructing a sequencing library. According to an embodiment of the invention, the apparatus comprises:
连接单元,用于在双链DNA片段的两端分别连接接头,以便获得连接产物,其中,所述接头包括第一链和第二链,所述第一链和第二链部分匹配并且所述第一链包含第一标签序列,以便所述接头上限定出双链区和两个单链尾部,所述两个单链尾部之一的序列中包含第一标签;a linking unit for respectively connecting a linker at both ends of the double-stranded DNA fragment to obtain a ligation product, wherein the linker includes a first strand and a second strand, the first strand and the second strand portion are matched and The first strand comprises a first tag sequence such that the linker defines a double-stranded region and two single-stranded tails, the sequence of one of the two single-stranded tails comprising a first label;
裂解单元,用于将所述连接产物裂解为单链DNA片段;a cleavage unit for cleaving the ligation product into a single-stranded DNA fragment;
链延伸单元,用于利用第一引物对所述单链DNA片段进行链延伸反应,以便获得链延伸产物,其中,所述第一引物包括第二标签序列,并且所述第一引物适于与所述接头的第一链形成双链结构,只是所述第一标签序列与所述第二标签序列之间存在错配;a strand extension unit for performing a strand extension reaction on the single-stranded DNA fragment with a first primer to obtain a strand extension product, wherein the first primer includes a second tag sequence, and the first primer is adapted to The first strand of the linker forms a double-stranded structure, except that there is a mismatch between the first tag sequence and the second tag sequence;
扩增单元,用于对所述链延伸产物进行扩增,以便获得扩增产物,所述扩增产物构成所述测序文库,其中,所述扩增采用适于同时扩增所述第一标签序列和所述第二标签序列的引物。An amplification unit for amplifying the strand extension product to obtain an amplification product, the amplification product constituting the sequencing library, wherein the amplification is adapted to simultaneously amplify the first label a sequence and a primer for the second tag sequence.
根据本发明的实施例,上述装置能够有效地实施前面所描述的构建测序文库的方法,能够有效地构建测序文库,同时,所构建的测序文库中,针对相同的双链DNA片段(在本文中也被称为“源序列”)的每条链,分别获得了具有第一标签序列和第二标签序列的扩增产物,由此,在后续测序结果的分析中,可以依据两种标签的测序结果进行互相校正,提高分析结果的可靠性。According to an embodiment of the present invention, the above apparatus can effectively implement the method for constructing a sequencing library described above, and can efficiently construct a sequencing library, and at the same time, the constructed sequencing library targets the same double-stranded DNA fragment (in this paper) Each of the strands, also referred to as "source sequences", obtains an amplification product having a first tag sequence and a second tag sequence, respectively, whereby, in the analysis of subsequent sequencing results, sequencing of the two tags can be performed. The results are mutually corrected to improve the reliability of the analysis results.
根据本发明的实施例,进一步包括:According to an embodiment of the present invention, the method further includes:
末端修复单元,用于将核酸样本进行末端修复,以便获得经过修复的核酸样本;以及An end repair unit for end-repairing a nucleic acid sample to obtain a repaired nucleic acid sample;
末端修饰单元,用于在所述核酸样本的5’末端添加碱基A,以便获得两端分别具有粘性末端碱基A的核酸样本,所述两端分别具有粘性末端碱基A的核酸样本构成所述双链DNA片段。a terminal modification unit for adding a base A at the 5' end of the nucleic acid sample to obtain a nucleic acid sample having a sticky terminal base A at each end, wherein the two ends respectively have a nucleic acid sample having a sticky terminal base A The double-stranded DNA fragment.
根据本发明的实施例,进一步包括筛选单元,用于在进行所述链延伸之前,利用探针对所述单链DNA片段进行筛选,其中,所述探针特异性识别预定区域。According to an embodiment of the present invention, there is further included a screening unit for screening the single-stranded DNA fragment using a probe before the chain extension is performed, wherein the probe specifically recognizes a predetermined region.
根据本发明的实施例,所述预定区域包括下列之一:According to an embodiment of the invention, the predetermined area comprises one of the following:
(1)表1~5所示基因的至少之一;(1) at least one of the genes shown in Tables 1 to 5;
(2)(1)的CDS区域;以及 (2) the CDS area of (1);
(3)(2)的上下游至少10bp的区域。(3) A region of at least 10 bp upstream and downstream of (2).
根据本发明的实施例,所述探针是以芯片的形式提供的。According to an embodiment of the invention, the probe is provided in the form of a chip.
根据本发明的实施例,在存在UDG酶/FPG酶时,进行所述链延伸反应。由此,可以有效地对存在损伤的DNA在链延伸过程中进行修复,减少假阳性的产生,提高构建测序文库的质量。According to an embodiment of the invention, the strand extension reaction is carried out in the presence of a UDG enzyme/FPG enzyme. Thereby, the damaged DNA can be effectively repaired during the chain extension process, the generation of false positives is reduced, and the quality of the constructed sequencing library is improved.
根据本发明的实施例,所述第一标签序列和所述第二标签序列分别独立地长度为4~10nt。According to an embodiment of the invention, the first tag sequence and the second tag sequence are each independently 4 to 10 nt in length.
根据本发明的实施例,所述第一标签序列和所述第二标签序列的长度均为8nt。According to an embodiment of the invention, the first tag sequence and the second tag sequence are both 8 nt in length.
根据本发明的实施例,所述第一标签序列和所述第二标签序列之间存在至少2nt的错配。According to an embodiment of the invention, there is a mismatch of at least 2 nt between the first tag sequence and the second tag sequence.
根据本发明的实施例,所述接头的第一链具有SEQ ID NO:1所示的序列,所述接头的第二链具有SEQ ID NO:2所示的序列,所述第一标签具有SEQ ID NO:3-6中任一项所示的序列,所述第二标签具有SEQ ID NO:7-10中至少之一所示的序列,所述第一引物具有SEQ ID NO:11所示的序列,所述适于同时扩增所述第一标签序列和所述第二标签序列的引物具有SEQ ID NO:12和SEQ ID NO:13所示的序列。According to an embodiment of the invention, the first strand of the linker has the sequence set forth in SEQ ID NO: 1, the second strand of the linker has the sequence set forth in SEQ ID NO: 2, the first tag having SEQ ID NO: the sequence of any one of 3-6, wherein the second tag has the sequence set forth in at least one of SEQ ID NOs: 7-10, the first primer having the sequence set forth in SEQ ID NO:11 The primers suitable for simultaneously amplifying the first tag sequence and the second tag sequence have the sequences set forth in SEQ ID NO: 12 and SEQ ID NO: 13.
根据本发明的实施例,标签包括但不限于上述所述的4对,可以根据需要涉及多对标签以用于多样品的同时检测。In accordance with embodiments of the present invention, the labels include, but are not limited to, the four pairs described above, and multiple pairs of labels may be involved as needed for simultaneous detection of multiple samples.
本领域技术人员能够理解的是,前面针对构建测序文库的方法所描述的特征和优点,同样适用于该构建测序文库的装置,在此不再赘述。Those skilled in the art will appreciate that the features and advantages previously described for the method of constructing a sequencing library are equally applicable to the apparatus for constructing a sequencing library and will not be described herein.
在本发明的第五方面,本发明提出了一种测序设备。根据本发明的实施例,该测序设备包括:根据前面所述的构建测序文库的装置;测序装置,用于对所述测序文库进行测序。In a fifth aspect of the invention, the invention proposes a sequencing device. According to an embodiment of the invention, the sequencing device comprises: a device for constructing a sequencing library according to the foregoing; a sequencing device for sequencing the sequencing library.
由此,可以有效地提高测序的效率。另外,前面关于构建测序文库的方法和装置所描述的特征和优点,同样适用该测序设备,在此不再赘述。Thereby, the efficiency of sequencing can be effectively improved. In addition, the features and advantages described above with respect to the methods and apparatus for constructing a sequencing library are equally applicable to the sequencing apparatus and will not be described herein.
根据本发明的实施例,所述测序装置为Hiseq2000或Hiseq2500。According to an embodiment of the invention, the sequencing device is Hiseq2000 or Hiseq 2500.
在本发明的第六方面,本发明提出了一种确定核酸序列的系统。根据本发明的实施例,该系统包括:In a sixth aspect of the invention, the invention proposes a system for determining a nucleic acid sequence. According to an embodiment of the invention, the system comprises:
前面所述的测序设备,用于针对核酸样本进行测序,以便获得由多个测序数据构成的测序结果;The sequencing device described above for sequencing a nucleic acid sample to obtain a sequencing result composed of a plurality of sequencing data;
测序数据子集构建设备,用于基于所述测序结果,构建至少一个测序数据子集,其中,每个测序数据子集中的所有测序数据均对应核酸样本上相同的源序列;a sequencing data subset construction device for constructing at least one subset of sequencing data based on the sequencing result, wherein all sequencing data in each subset of sequencing data corresponds to the same source sequence on the nucleic acid sample;
测序数据分类设备,用于针对每一个测序数据子集,分别确定与所述第一标签序列对应的测序数据为正链测序数据,与所述第二标签序列对应的测序数据为负链测序数据;a sequencing data classification device, configured to determine, for each subset of the sequencing data, sequencing data corresponding to the first label sequence as positive strand sequencing data, and sequencing data corresponding to the second label sequence as negative strand sequencing data ;
测序数据校正设备,用于针对每一个测序数据子集,分别基于所述正链测序数据和所述负链测序数据,对测序数据进行校正,以便确定经过校正的测序数据;以及a sequencing data correction device for correcting the sequencing data for each of the sequencing data subsets based on the positive strand sequencing data and the negative strand sequencing data, respectively, to determine corrected sequencing data;
序列确定设备,用于基于所述经过校正的测序数据,确定所述核酸样本的序列。A sequence determining device for determining a sequence of the nucleic acid sample based on the corrected sequencing data.
由此,利用根据本发明实施例的确定核酸序列的系统,能够有效地实施前面确定核酸序列的方法。从而可以有效地基于正链测序数据和负链测序数据进行校正,提高分析结果的可靠性。Thus, the method of determining a nucleic acid sequence as described above can be efficiently carried out using a system for determining a nucleic acid sequence according to an embodiment of the present invention. Therefore, the calibration can be effectively performed based on the positive strand sequencing data and the negative strand sequencing data, thereby improving the reliability of the analysis result.
根据本发明的实施例,所述测序为双末端测序,所述测序结果由多对成对的测序数据构成。According to an embodiment of the invention, the sequencing is a double-end sequencing, the sequencing result consisting of pairs of pairs of sequencing data.
根据本发明的实施例,测序数据子集构建设备包括:According to an embodiment of the invention, the sequencing data subset construction device comprises:
测序数据索引确定设备,用于针对所述多对成对的测序数据的每一对,确定成对测序数据索引,所述成对测序数据索引由成对的测序数据的每一个的最初N个碱基构成,其中, N为10~20之间的整数;a sequencing data index determining device for determining a paired sequencing data index for each pair of the plurality of pairs of paired sequencing data, the paired sequencing data indexing from the first N of each of the paired sequencing data Base composition, wherein N is an integer between 10 and 20;
初步筛选装置,用于基于所述成对测序数据索引,构建至少一个初步测序数据子集,其中,所述初步测序数据子集中的每一个测序数据均具有相同的成对测序数据索引;以及a preliminary screening device for constructing at least one preliminary sequencing data subset based on the paired sequencing data index, wherein each of the sequencing data subsets has the same paired sequencing data index;
二次筛选装置,用于基于所述初步测序数据子集中测序数据之间的汉明距离,对所述至少一个初步测序数据子集进行细分,以便获得多个所述测序数据子集。And a secondary screening device for subdividing the at least one preliminary sequencing data subset based on a Hamming distance between the sequencing data in the preliminary sequencing data subset to obtain a plurality of the sequencing data subsets.
根据本发明的实施例,N为12。According to an embodiment of the invention, N is 12.
根据本发明的实施例,在所述多个测序数据子集的每一个中,任意两对成对测序数据的汉明距离不超过20。According to an embodiment of the invention, in each of the plurality of sequencing data subsets, the Hamming distance of any two pairs of paired sequencing data does not exceed 20.
根据本发明的实施例,在所述多个测序数据子集的每一个中,正链测序数据和负链测序数据分别为至少两个。According to an embodiment of the invention, in each of the plurality of sequencing data subsets, the positive strand sequencing data and the negative strand sequencing data are at least two, respectively.
根据本发明的实施例,基于所述正链测序数据和所述负链测序数据,确定经过校正的测序数据是基于下列原则进行的:According to an embodiment of the invention, determining the corrected sequencing data based on the positive strand sequencing data and the negative strand sequencing data is based on the following principles:
经过校正的测序数据中的每一个碱基同时获得至少50%正链测序数据和至少50%负链测序数据的支持。Each base in the corrected sequencing data is simultaneously supported by at least 50% positive strand sequencing data and at least 50% negative strand sequencing data.
根据本发明的实施例,经过校正的测序数据中的每一个碱基同时获得至少80%正链测序数据和至少80%负链测序数据的支持。According to an embodiment of the invention, each base in the corrected sequencing data is simultaneously supported by at least 80% positive strand sequencing data and at least 80% negative strand sequencing data.
根据本发明的实施例,进一步包括:According to an embodiment of the present invention, the method further includes:
将所述经过校正的测序数据比对至参考序列上,并删除比对质量小于30的测序数据。The corrected sequencing data is aligned to a reference sequence and the sequencing data with a quality of less than 30 is deleted.
根据本发明的实施例,进一步包括序列分析装置,所述序列分析装置用于基于所述核酸样本的序列,进行SNV分析或Indel分析。According to an embodiment of the invention, there is further included a sequence analysis device for performing SNV analysis or Indel analysis based on the sequence of the nucleic acid sample.
本领域技术人员可以理解的是,前面关于确定核酸序列的方法所描述的优点和特征同样适用该确定核酸序列的系统,在此不再赘述。It will be understood by those skilled in the art that the advantages and features described above with respect to methods for determining nucleic acid sequences are equally applicable to the system for determining nucleic acid sequences, and are not described herein.
本发明的附加方面和优点将在下面的描述中部分给出,部分将从下面的描述中变得明显,或通过本发明的实践了解到。The additional aspects and advantages of the invention will be set forth in part in the description which follows.
本发明的上述和/或附加的方面和优点从结合下面附图对实施例的描述中将变得明显和容易理解,其中:The above and/or additional aspects and advantages of the present invention will become apparent and readily understood from
图1显示了根据本发明的实施例的构建测序文库的方法的流程图;1 shows a flow chart of a method of constructing a sequencing library in accordance with an embodiment of the present invention;
图2显示了根据本发明的一个实施例的相同索引reads簇的分析结果;2 shows an analysis result of the same index reads cluster according to an embodiment of the present invention;
图3显示了根据本发明的一个实施例的突变谱的分析结果;Figure 3 shows the results of analysis of a catastrophe spectrum according to an embodiment of the present invention;
图4显示了根据本发明的一个实施例的相同索引reads簇的分析结果; 4 shows an analysis result of the same index reads cluster according to an embodiment of the present invention;
图5显示了根据本发明的一个实施例的突变谱的分析结果;Figure 5 shows the results of analysis of a mutated spectrum in accordance with one embodiment of the present invention;
图6显示了根据本发明的一个实施例的相同索引reads簇的分析结果;6 shows an analysis result of the same index reads cluster according to an embodiment of the present invention;
图7显示了根据本发明的一个实施例的突变谱的分析结果;Figure 7 shows the results of analysis of a mutation spectrum according to an embodiment of the present invention;
图8显示了根据本发明的一个实施例的相同索引reads簇的分析结果;Figure 8 shows an analysis result of the same index reads cluster in accordance with one embodiment of the present invention;
图9显示了根据本发明的一个实施例的突变谱的分析结果;Figure 9 shows the results of analysis of a mutation spectrum according to an embodiment of the present invention;
图10显示了根据本发明的一个实施例的相同索引reads簇的分析结果;以及Figure 10 shows the results of an analysis of the same indexed reads cluster in accordance with one embodiment of the present invention;
图11显示了根据本发明的一个实施例的突变谱的分析结果。Figure 11 shows the results of analysis of the catastrophe spectrum according to one embodiment of the present invention.
下面通过具体的实施例,对本发明进行说明,需要说明的是这些实施例仅仅是为了说明目的,而不能以任何方式解释成对本发明的限制。The invention is illustrated by the following examples, which are intended to be illustrative only and not to be construed as limiting the invention.
一般方法General method
除非特别说明,在下面的实施例中,按照下面的一般方法进行:Unless otherwise stated, in the following examples, the following general methods are carried out:
一、设计探针First, design the probe
根据人类基因组HG19,调取相关基因的外显子序列,考虑到捕获区域的大小及成本,最终的芯片只涉及了上述基因的CDS区域,并对CDS区域前后延伸了20bp。芯片上覆盖有丰富的捕获探针,探针覆盖区域达98%,可以从复杂的基因组中富集目标DNA片段,在同一张芯片上以高特异性和高覆盖率捕获基因组区域。According to the human genome HG19, the exon sequence of the relevant gene was retrieved. Considering the size and cost of the capture region, the final chip only involved the CDS region of the above gene and extended the CDS region by 20 bp. The chip is covered with a rich capture probe with a 98% coverage area, which enriches the target DNA fragment from the complex genome and captures the genomic region with high specificity and high coverage on the same chip.
二、构建测序文库和测序Second, build sequencing libraries and sequencing
参照图1,构建文库和测序的步骤如下:Referring to Figure 1, the steps for constructing the library and sequencing are as follows:
1.抽取患者5ml外周血,离心分离血浆和白细胞,分别对血浆样本和白细胞样本提取DNA,白细胞提取的DNA之后将作为对照用于体细胞突变的检出。1. 5 ml of peripheral blood was taken from the patient, plasma and leukocytes were separated by centrifugation, DNA was extracted from plasma samples and white blood cell samples, respectively, and DNA extracted by leukocytes was used as a control for detection of somatic mutations.
2.血浆中提取出的游离循环DNA平均在170BP,之后直接按照常规建库方法进行3步酶促反应:末端修复,加“A”和连接特殊处理的测序接头(该接头上带有8BP的标签,被命名为index1,其不仅具有区别不同样品的功能,也将被用于之后正链的标记)。2. The free circulating DNA extracted from plasma averaged 170BP, then proceeded to the 3-step enzymatic reaction directly according to the conventional database construction method: end-repair, plus “A” and a special-handled sequencing linker (8BP on the linker) The label, named index1, not only has the ability to distinguish between different samples, it will also be used for subsequent positive-chain markings).
3.获得的连接产物,进行芯片杂交捕获,其洗脱的单链模板产物之后经过1轮1个循环的带有index2标记的引物扩增,使得反链被标记。同时在PCR过程中加入UDG/FPG酶进行孵育,以消除模板链中带有的DNA损伤,减少假阳性的产生。3. The obtained ligation product was subjected to chip hybridization capture, and the eluted single-stranded template product was amplified by one round of one cycle of primers labeled with
4.正反链双index标记完成的产物,经过纯化后,进行第二轮PCR富集,完成文库的制备。4. The product obtained by double-indexing of the positive and negative chains is purified, and then subjected to a second round of PCR enrichment to complete the preparation of the library.
5.测序方法采用Hiseq2000或Hiseq2500,根据测序量的不同和样本数,可以灵活选择合适的测序平台。 5. The sequencing method adopts Hiseq2000 or Hiseq2500. According to the difference in the amount of sequencing and the number of samples, the appropriate sequencing platform can be flexibly selected.
具体步骤包括:The specific steps include:
1.cfDNA的提取1.cfDNA extraction
取5ml外周血分离出的血浆约2-3ml,按照QIAamp Circulating Nucleic Acid Kit提取试剂说明书,进行血浆cfDNA的提取。Qubit(Invitrogen,the Quant-iT TM dsDNA HS Assay Kit)定量所提取的DNA,总量约为5~50ng。About 2-3 ml of plasma isolated from 5 ml of peripheral blood was taken, and plasma cfDNA was extracted according to the QIAamp Circulating Nucleic Acid Kit extraction reagent specification. Qubit (Invitrogen, the Quant-iT TM dsDNA HS Assay Kit) quantification of the extracted DNA, a total of about 5 ~ 50ng.
2.样品文库的制备:2. Preparation of the sample library:
血浆中提取的cfDNA,之后按照KAPA LTP Library Preparation Kit建库说明书,进行3步酶促反应。The cfDNA extracted from the plasma was then subjected to a three-step enzymatic reaction according to the KAPA LTP Library Preparation Kit.
1)末端修复1) End repair
之后,加入Agencourt AMPure XP reagent120μL,进行磁珠纯化,最后回溶42μL ddH2O,带磁珠进行下一步反应。Thereafter, 120 μL of Agencourt AMPure XP reagent was added to carry out magnetic bead purification, and finally 42 μL of ddH 2 O was dissolved, and magnetic beads were used for the next reaction.
2)加A2) Add A
之后加入PEG/NaCl SPRI溶液90μL,充分混合,进行磁珠纯化,最后回溶(35-接头)μL ddH2O,带磁珠进行下一步反应。Thereafter, 90 μL of a PEG/NaCl SPRI solution was added, thoroughly mixed, magnetic bead purification, and finally dissolved (35-linker) μL ddH 2 O, and magnetic beads were used for the next reaction.
3)接头连接3) Connector connection
之后分别加入PEG/NaCl SPRI溶液50μL2次,进行2次磁珠纯化,最后回溶25μL ddH2O。Then, 50 μL of PEG/NaCl SPRI solution was added twice, and magnetic beads were purified twice, and finally 25 μL of ddH 2 O was dissolved.
3芯片杂交捕获3 chip hybrid capture
本发明中采用发明人设计的针对癌症的早筛相关芯片,参照芯片制造商提供的说明书进行杂交捕获。最后洗脱回溶21μL ddH2O带杂交洗脱磁珠。In the present invention, an early screening related chip for cancer designed by the inventors is used, and hybridization capture is performed with reference to a specification provided by the chip manufacturer. Finally eluted back to dissolve 21 μL of ddH 2 O band hybrid eluting magnetic beads.
4.双index正反链标记和富集:4. Double index positive and negative chain tagging and enrichment:
总共进行2轮PCR,PCR1进行反链标记和模板DNA损伤修复,PCR2进行扩增富集,完成文库制备。A total of 2 rounds of PCR were performed, PCR1 was subjected to reverse strand labeling and template DNA damage repair, and PCR2 was subjected to amplification and enrichment to complete library preparation.
1)PCR11) PCR1
PCR1程序:PCR1 program:
先除去杂交洗脱磁珠,然后加入Agencourt AMPure XP reagent40μL,进行磁珠纯化,最后回溶20ul ddH2O,带磁珠进行下一步反应。The hybrid elution magnetic beads were first removed, and then 40 μL of Agencourt AMPure XP reagent was added for magnetic bead purification, and finally 20 ul of ddH 2 O was dissolved, and magnetic beads were used for the next reaction.
2)PCR2 2) PCR2
PCR2程序PCR2 program
先除去上一步磁珠,然后重新加入Agencourt AMPure XP reagent50μL,进行磁珠纯化,最后回溶25μL ddH2O,进行QC及上机。The magnetic beads of the previous step were removed first, then 50 μL of Agencourt AMPure XP reagent was re-added, magnetic beads were purified, and finally 25 μL of ddH 2 O was dissolved, and QC and the machine were performed.
三、测序结果分析Third, the analysis of sequencing results
1,将paired reads(成对测序数据)的reads1的前12bp碱基和reads2的前12bp碱基(即断点序列)连接成24bp的一条短序列,并且以这24bp作为paired reads的索引,并根据其index标记正链和反链。1, the paired reads (paired sequencing data) of the first 12 bp base of reads1 and the first 12 bp base of reads2 (ie, the breakpoint sequence) are connected into a short sequence of 24 bp, and the 24 bp is used as an index of paired reads, and according to Its index marks the positive and negative chains.
2,对索引进行外部排序,以达到将同一个DNA模板的拷贝聚集到一起的目的。2. Externally sort the index to achieve the purpose of bringing together copies of the same DNA template.
3,对聚集起来的拥有相同索引的reads进行中心聚类,根据其序列之间的汉明距离,将每个有相同索引的大簇聚集成若干个小簇,每个小簇中任意两对paired reads的汉明距离不超过10,以达到区分开拥有相同索引却来自不同DNA模板的reads的目的。3. Center clustering the collected reads with the same index, and clustering each large cluster with the same index into several small clusters according to the Hamming distance between the sequences, any two pairs in each small cluster Paired reads have a Hamming distance of no more than 10 in order to distinguish between reads that have the same index but come from different DNA templates.
4,对步骤3中获得的同一个DNA模板的拷贝簇进行筛选,若正链和反链的reads数都达到2对以上,则进行后续分析。4. The copy clusters of the same DNA template obtained in
5,对满足4中条件的簇进行纠错,并产生一对无错的新reads,对于DNA模板的每一个测序碱基,若某种碱基型在正链的reads中的一致率达到80%,且在反链reads中的一致率也达到80%,则记新reads的这个碱基为此碱基型,否则记为N,这样便得到了代表原始DNA模板序列的新reads。5, correcting the clusters satisfying the conditions of 4, and generating a pair of new readings without errors. For each sequence of bases of the DNA template, if the certain base type has a coincidence rate of 80 in the positive chain of reads. %, and the agreement rate in the anti-chain reads is also 80%, then the base of the new reads is the base type, otherwise it is denoted as N, thus obtaining a new read representing the original DNA template sequence.
6,将新reads用bwa mem算法重新比对到基因组上,筛除比对质量小于30的reads。 6. The new reads are re-aligned to the genome using the bwa mem algorithm, and the reads with a quality less than 30 are screened out.
7.SNV分析:7. SNV analysis:
1)根据6中得到的reads进行统计,得到捕获区域内每个位点的碱基型分布,与主流碱基型(比例大于15%的碱基型)不一致的碱基型既为突变碱基型。统计目标区域覆盖大小、平均测序深度,正反链互配率,低频突变率等。1) According to the statistics obtained in 6 to obtain the base type distribution of each site in the capture region, the base type which is inconsistent with the mainstream base type (base ratio greater than 15%) is a mutated base. type. Statistical target area coverage size, average sequencing depth, positive and negative chain intermix rate, low frequency mutation rate, etc.
2)利用CCDS、人类基因组数据库(NCBI36.3)、dbSNP(v130)信息对SNP进行注释,确定突变位点发生的基因、坐标、mRNA位点、氨基酸改变、SNP功能(错义突变/无义突变/可变剪切位点)、SIFT预测SNP影响蛋白功能预测等;2) Using SDS, human genome database (NCBI36.3), dbSNP (v130) information to annotate SNPs, identify genes, coordinates, mRNA sites, amino acid changes, and SNP functions at the site of mutation (missense mutation/nonsense) Mutation/variable cleavage site), SIFT predicts SNP affects protein function prediction, etc.
3)根据患者样品与对照样品信息的比对,Call Somatic Mutation。同时在候选的SNV中去除掉在dbSNP、HAPMAP、1000人类基因组、其他外显子测序项目中出现的SNP,以作为最后疾病相关的候选SNV。3) Based on the comparison of patient sample and control sample information, Call Somatic Mutation. SNPs appearing in the dbSNP, HAPMAP, 1000 human genome, and other exon sequencing projects were also removed from the candidate SNVs as the final disease-related candidate SNV.
8.INDEL分析:8.INDEL analysis:
1)根据6中得到的reads中含有indel的reads进行统计,得到所有的indel并选择有2条及以上reads支持的indel作为可靠的突变indel,1) According to the statistics of the indel-containing reads obtained in 6 to obtain all indels and select indel with 2 or more reads as a reliable mutation indel,
2)利用CCDS、人类基因组数据库(NCBI36.3)、dbSNP(v130)信息对Indel进行注释,确定突变位点发生的基因、坐标、mRNA位点、编码区域序列的改变、对氨基酸的影响、InDel功能(氨基酸插入/氨基酸缺失/移码突变);2) Indicating Indel using CCDS, Human Genome Database (NCBI36.3), and dbSNP (v130) information to determine the gene, coordinates, mRNA site, sequence of the coding region, and the effect on the amino acid of the mutation site, InDel Function (amino acid insertion / amino acid deletion / frameshift mutation);
3)根据患者样品与对照样品信息的比对,Call Somatic Mutation。同时在候选的Indel中去除掉在dbSNP以及其他外显子测序项目中出现的Indel,以作为最后疾病相关的候选Indel。3) Based on the comparison of patient sample and control sample information, Call Somatic Mutation. Indel was also removed from the dbSNP and other exon sequencing projects in the candidate Indel as the final disease-related candidate Indel.
实施例1:妇科生殖道肿瘤早筛Example 1: Early screening of gynecological reproductive tract tumors
一、芯片设计First, the chip design
基于TCGA,ICGC,COSMIC等数据库和相关文献参考,发明人设计出针对妇科生殖道肿瘤早筛的基因芯片WCNpan。WCNpan芯片包括了:妇科生殖道肿瘤(宫颈癌、子宫内膜癌、卵巢癌)相关的Driver Gene(驱动基因),高频突变基因,以及癌症12条信号通路中重要基因等,共计42个基因,300KB。Based on the TCGA, ICGC, COSMIC and other related databases, the inventors designed the gene chip WCNpan for early screening of gynecological reproductive tract tumors. The WCNpan chip includes: Driver Gene (driver gene) related to gynecological genital tract tumors (cervical cancer, endometrial cancer, ovarian cancer), high-frequency mutated genes, and important genes in 12 signaling pathways of cancer, totaling 42 genes. , 300KB.
芯片具体设计过程:根据人类基因组HG19,调取上述42个基因的外显子序列,考虑到捕获区域的大小及成本,最终的芯片只涉及了上述基因的CDS区域,并对CDS区域前后延伸了20bp,芯片总计300kb。该芯片上覆盖有丰富的捕获探针,探针覆盖区域达98%,可以从复杂的基因组中富集目标DNA片段,在同一张芯片上以高特异性和高覆盖率捕获约300KB的基因组区域。The specific design process of the chip: According to the human genome HG19, the exon sequences of the above 42 genes are retrieved. Considering the size and cost of the capture region, the final chip only covers the CDS region of the above gene, and extends the CDS region before and after. 20bp, the chip totals 300kb. The chip is covered with a rich capture probe with a 98% coverage area, which enriches the target DNA fragment from a complex genome and captures approximately 300KB of genomic region with high specificity and high coverage on the same chip. .
基因列表详情见表1。 See Table 1 for details of the gene list.
表1Table 1
二、测序分析Second, sequencing analysis
对1例宫颈不典型增生患者按照以上方法的步骤进行分析,测序数据统计结果如下表所示:One patient with cervical dysplasia was analyzed according to the steps of the above methods. The statistical results of the sequencing data are shown in the following table:
注释:正反链互配率:基于3条reads以上正反链均有的簇/3条reads上总的簇的比值,以评估可用数据中正反链互配情况;有效数据利用率:基于至少满足2+/2-簇的reads纠错后的个数与总测序reads数的比值;平均测序深度:基于有效数据纠错后,对目标区域碱基的平均覆盖情况。Note: The positive and negative chain interoperability rate: based on the ratio of the total clusters on the clusters/3 reads on the positive and negative chains of 3 reads, to evaluate the positive and negative chain interoperability in the available data; effective data utilization: based on The ratio of the number of reads error correction of at least 2+/2-cluster to the total number of sequencing reads is satisfied; the average sequencing depth: the average coverage of bases in the target region after error correction based on effective data.
相同索引reads簇的分析结果见图2,其中,横坐标表示表簇的duplication(dup)个数,纵坐标表示满足某一dup个数的簇的总的reads个数。由图2的结果可知,dup簇绝大部分在8左右,较大部分簇内能满足2正+2反的条件,最终数据有效利用率为5.14%,平均测序深度为:1153.6X。The analysis result of the same index reads cluster is shown in Fig. 2, in which the abscissa indicates the number of duplication (dup) of the table cluster, and the ordinate indicates the total number of reads of the cluster satisfying a certain number of dup. It can be seen from the results of Fig. 2 that most of the dup clusters are around 8, and the larger part of the clusters can satisfy the condition of 2 plus + 2 inverses. The effective utilization rate of the final data is 5.14%, and the average sequencing depth is 1153.6X.
突变谱分析结果见图3,其中,互补的突变类型对于来源于双链的分子(DNA),理论突变频率基本相同。横坐标代表碱基突变的类型;纵坐标代表突变的个数。图3的结果显示:突变碱基类型分布平衡,其突变频率(Mutations per nucleotide)为:1.7×10-6。。The results of the catastrophe spectrum analysis are shown in Fig. 3, in which the complementary mutation type is substantially the same as the theoretical mutation frequency for the double-stranded molecule (DNA). The abscissa represents the type of base mutation; the ordinate represents the number of mutations. The results in Fig. 3 show that the mutated base type distribution is balanced, and the mutation frequency (Mutations per nucleotide) is: 1.7 × 10 -6 . .
变异检测列表详情(基于exon区和非同义突变统计)见下表。The details of the mutation detection list (based on the exon region and non-synonymous mutation statistics) are shown in the table below.
结果分析:依据TCGA,COSMIC,ClinVar,HMGD等相关数据库以及文献资料,在患者血浆中检测到了PIK3CAp.Glu707Lys,TP53p.Arg273Cys等Driver mutation,预示着患者具有较高的癌症风险率,建议患者到相关医疗机构进行更全面的检测和采取相关干预措施。Analysis of results: According to TCGA, COSMIC, ClinVar, HMGD and other related databases and literatures, Driver mutations such as PIK3CAp.Glu707Lys, TP53p.Arg273Cys were detected in the plasma of patients, indicating that patients have a higher cancer risk rate, and patients are recommended to relevant. Medical institutions conduct more comprehensive testing and take relevant interventions.
实施例2十二种常见肿瘤个体化用药Example 2 Twelve common tumor individualized medication
一、芯片设计First, the chip design
1)肿瘤个体化基因芯片的设计:1) Design of tumor individualized gene chip:
基于TCGA,ICGC,COSMIC等数据库和相关文献参考,采用迭代算法设计出针对12种常见癌症的肿瘤个体化基因芯片CANPer-YY。CANPer-YY芯片包括了:癌基因,抑癌基因,12种常见癌症高频基因,癌症12条信号通路中重要基因,靶药及化疗药物基因等,共计524个基因,750KB。Based on TCGA, ICGC, COSMIC and other related literature references, an iterative algorithm was used to design a tumor individualized gene chip CANPer-YY for 12 common cancers. The CANPer-YY chip includes: oncogenes, tumor suppressor genes, 12 common cancer high-frequency genes, important genes in 12 signal pathways of cancer, target drugs and chemotherapeutic drugs, etc., a total of 524 genes, 750KB.
芯片主要设计过程分为4步:The main design process of the chip is divided into 4 steps:
1、统计cosmic数据库中有关12种癌症相关的driver gene(驱动基因)的每个外显子区变异样本数、变异样本、最热点变异所在的样本数、PI值(以评估患者回复频率在每个外显子上的水平,PI=每外显子上携带突变的累计患者数目/外显子长度),并根据PI值降序排列。之后采用迭代算法:以第一个外显子区变异的样本作为样本数据库,统计其他所有区间和样本数据库不同样本的个数,将不同样本个数最多的样本区间列为第二个筛选到芯片区间,此时以筛选到的两个区间的变异样本作为样本数据库,以同样的方法筛选第三个区间,直到样本数据库包括了所有的样本,以统计外显子区集,而对于没有筛选到任何区间的基因所有区间,则都加到芯片区间上。1. Count the number of samples of each exon region of the 12 cancer-related driver genes in the cosmic database, the sample of the variation, the number of samples with the most hot variation, and the PI value (to assess the frequency of patient responses at each The level on each exon, PI = cumulative number of patients carrying mutations per exon / exon length), and ranked in descending order of PI values. Then iterative algorithm is adopted: the sample of the first exon region variation is used as the sample database, and the number of different samples of all other intervals and sample databases is counted, and the sample interval with the largest number of different samples is listed as the second screening chip. Interval, at this time, the mutated samples of the two selected intervals are used as the sample database, and the third interval is screened in the same way until the sample database includes all the samples to count the exon region set, and for the unfiltered All intervals of the genes in any interval are added to the chip interval.
2.基于TCGA,ICGC等数据库,以去除driver gene区间并且包括大于等于5个样本的热点变异的区间(SNV>=5)为候选区间,重复上一步的迭代计算。2. Based on the TCGA, ICGC and other databases, to remove the driver gene interval and include the interval of the hotspot variation of 5 samples or more (SNV>=5) as the candidate interval, repeat the iterative calculation of the previous step.
3.基于TCGA,ICGC等数据库,在去除已被筛选的区间中分别以:PI>=30,SNV>=3和:PI>=20,SNV>=3为候选区间,筛选使得单样本数据库样本数减少最多的区间作为第一个芯片区间,重复以上过程进行迭代计算。3. Based on TCGA, ICGC and other databases, in the interval where the screening has been removed, PI>=30, SNV>=3 and :PI>=20, SNV>=3 are selected as the candidate interval, and the screening makes the single sample database sample. The interval with the largest number reduction is taken as the first chip interval, and the above process is repeated for iterative calculation.
4.加入融合基因以及化疗检测位点基因等区间。4. Add the fusion gene and the region of the chemotherapy detection site gene.
基因列表详情见表2。See Table 2 for details of the gene list.
表2Table 2
2)基因预测药物疗效数据库构建:2) Gene prediction drug efficacy database construction:
化疗药物对肿瘤细胞的杀伤效应与特定的一种(一组)基因的表达和/或多态性显著相关,通过相关基因的检测,预测化疗药物的疗效,选择合适的药物进行个体化化疗,已经成为提高疗效、减少无效治疗的合理选择。基于化疗药物以上特点,参考PharmGKB数据库,整合目前临床上所有的化疗药物以及与疗效相关的基因及疗效预测评判,形成化疗个体化用药解读数据库。并将化疗数据整合入肿瘤个体化信息流程,完成化疗药物的自动化解读。The killing effect of chemotherapeutic drugs on tumor cells is significantly correlated with the expression and/or polymorphism of a specific (a group of) genes. The detection of related genes predicts the efficacy of chemotherapeutic drugs and selects appropriate drugs for individualized chemotherapy. It has become a reasonable choice to improve efficacy and reduce ineffective treatment. Based on the above characteristics of chemotherapeutic drugs, the PharmGKB database is used to integrate all the current chemotherapeutic drugs and the genes related to curative effect and predictive evaluation of therapeutic effects, and to form a database for interpretation of individualized drugs for chemotherapy. The chemotherapy data was integrated into the individualized information flow of the tumor to complete the automated interpretation of the chemotherapy drug.
靶向药物在肿瘤治疗中具有药效显著、副作用少的特点,但它对靶点(包括蛋白、DNA等)有依赖性,必须先对患者做靶点分析,才能确定患者能否用药。整合目前FDA批准的靶向药物,以及处于临床Ⅲ、Ⅳ的药物。依据NCCN临床指南,临床药物基因研究整理药物靶点基因与靶药疗效关系,形成肿瘤个体化靶药解读数据库。Targeted drugs have the characteristics of significant drug efficacy and few side effects in tumor therapy, but they are dependent on targets (including protein, DNA, etc.). Target analysis must be performed on patients before they can determine whether patients can take drugs. Integrate current FDA-approved targeted drugs, as well as drugs in clinical III and IV. According to the NCCN clinical guidelines, the clinical drug gene research collates the relationship between the drug target gene and the target drug, and forms a database of individualized target drug interpretation.
对生物信息分析后的变异数据进行个体化解读,参考构建的肿瘤数据库及相关文献,对患者检出的变异进行分析,判断变异所产生的致病原因、各种化疗药物的预期疗效及毒副作用、最适合的获益靶向药物及耐药性靶向药物,让临床医生对于中肿瘤患者的用药治疗更有针对性,免去无效用药所耽误的宝贵时间以及毒副作用给患者带去的治疗痛苦。Individualized interpretation of the mutated data after bioinformatics analysis, reference to the constructed tumor database and related literature, analysis of the variability detected by the patient, determine the cause of the variability, the expected efficacy and side effects of various chemotherapeutic drugs The most suitable benefit-targeted drugs and drug-resistant targeted drugs allow clinicians to be more targeted to the treatment of patients with cancer, avoiding the valuable time and the side effects of ineffective medications. pain.
二、测序分析Second, sequencing analysis
采用本发明,对1例胃癌晚期患者(12种常见肿瘤中的一种)按照以上方法的步骤进行肿瘤个体化用药指导检测,结果如下:According to the present invention, a patient with advanced gastric cancer (one of the 12 common tumors) is subjected to the individualized drug guidance test according to the steps of the above method, and the results are as follows:
测序数据统计结果如下表所示:The statistical results of the sequencing data are shown in the following table:
注释:正反链互配率:基于3条reads以上正反链均有的簇/3条reads以上总的簇的比值,以评估可用数据中正反链互配情况;有效数据利用率:基于至少满足2+/2-簇的reads纠错后的个数与总测序reads数的比值;平均测序深度:基于有效数据纠错后,对目标区域碱基的平均覆盖情况。Note: The positive and negative chain interoperability rate: based on the ratio of the clusters above 3 positive and negative chains/3 total reads, to evaluate the positive and negative chain interoperability in the available data; effective data utilization: based on The ratio of the number of reads error correction of at least 2+/2-cluster to the total number of sequencing reads is satisfied; the average sequencing depth: the average coverage of bases in the target region after error correction based on effective data.
簇的分析:Cluster analysis:
相同索引reads簇的分析结果见图4,其中,横坐标代表簇的duplication(dup)个数,纵坐标代表满足某一dup个数的簇的总的reads个数。图4的结果显示:dup簇绝大部分在5左右,大部分簇内能满足2正+2反的条件,最终数据有效利用率为3.5%,平均测序深度为:667XThe analysis result of the same index reads cluster is shown in Fig. 4, in which the abscissa represents the number of duplication (dup) of the cluster, and the ordinate represents the total number of reads of the cluster satisfying a certain number of dup. The results in Figure 4 show that most of the dup clusters are around 5, and most of the clusters can satisfy the conditions of 2 plus + 2 inverses. The final data effective utilization rate is 3.5%, and the average sequencing depth is: 667X.
突变谱分析:Mutation spectrum analysis:
突变谱分析结果见图5,其中,互补的突变类型对于来源于双链的分子(DNA),理论突变频率基本相同,横坐标代表碱基突变的类型;纵坐标代表突变的个数。图5的结果显示:突变碱基类型分布基本平衡,其突变频率(Mutations per nucleotide)为:4.2×10-6。The results of the mutational profiling are shown in Fig. 5, in which the complementary mutation type is substantially the same for the double-stranded molecule (DNA), the abscissa represents the type of base mutation, and the ordinate represents the number of mutations. The results in Figure 5 show that the distribution of the mutated base type is basically balanced, and the mutation frequency (Mutations per nucleotide) is: 4.2 × 10 -6 .
变异检测列表详情(基于exon区和非同义突变统计)见下表:The details of the mutation detection list (based on the exon region and non-synonymous mutation statistics) are shown in the following table:
化疗位点如下表所示:The chemotherapy sites are shown in the following table:
药物预测:Drug prediction:
依据靶药化疗解读数据库,结合上述检测结果,以下结论仅供临床医生制定治疗方案时参考:According to the target drug chemotherapy interpretation database, combined with the above test results, the following conclusions are only for the clinician to develop a treatment plan:
实施例3:结直肠癌早筛Example 3: Early screening of colorectal cancer
一、芯片设计First, the chip design
1)结直肠癌早筛芯片的设计:1) Design of colorectal cancer early screening chip:
基于TCGA,ICGC,COSMIC等数据库和相关文献参考,采用迭代算法设计出针结直肠癌早筛的基因芯片Colorectalpan。Colorectalpan芯片包括了:结直肠癌相关的Driver Gene,高频突变基因,以及癌症12条信号通路中重要基因,共计60个基因,123KB。Based on TCGA, ICGC, COSMIC and other related literature references, an iterative algorithm was used to design a color chip Colorectalpan for early colorectal cancer screening. The Colorectalpan chip includes: Driver Gene, a high-frequency mutated gene, and an important gene in 12 signaling pathways of cancer, a total of 60 genes, 123KB.
芯片主要设计过程分为4步:The main design process of the chip is divided into 4 steps:
1、统计cosmic数据库中有关结直肠癌driver gene的每个外显子区变异样本数、变异样本、最热点变异所在的样本数、PI值(以评估患者回复频率在每个外显子上的水平,PI=每外显子上携带突变的累计患者数目/外显子长度),并根据PI值降序排列。之后采用迭代算法:以第一个外显子区变异的样本作为样本数据库,统计其他所有区间和样本数据库不同样本的个数,将不同样本个数最多的样本区间列为第二个筛选到芯片区间,此时以筛选到的两个区间的变异样本作为样本数据库,以同样的方法筛选第三个区间,直到样本数据库包括了所有的样本,以统计外显子区集,而对于没有筛选到任何区间的基因所有区间,则都加到芯片区间上。1. Count the number of samples of each exon region of the colorectal cancer driver gene in the cosmic database, the variation sample, the number of samples with the most hot variation, and the PI value (to assess the frequency of patient responses on each exon) Level, PI = cumulative number of patients carrying mutations per exon / exon length), and ranked in descending order of PI values. Then iterative algorithm is adopted: the sample of the first exon region variation is used as the sample database, and the number of different samples of all other intervals and sample databases is counted, and the sample interval with the largest number of different samples is listed as the second screening chip. Interval, at this time, the mutated samples of the two selected intervals are used as the sample database, and the third interval is screened in the same way until the sample database includes all the samples to count the exon region set, and for the unfiltered All intervals of the genes in any interval are added to the chip interval.
2.基于TCGA,ICGC等数据库,以去除driver gene区间并且包括大于等于5个样本的热点变异的区间(SNV>=5)为候选区间,重复上一步的迭代计算。2. Based on the TCGA, ICGC and other databases, to remove the driver gene interval and include the interval of the hotspot variation of 5 samples or more (SNV>=5) as the candidate interval, repeat the iterative calculation of the previous step.
3.基于TCGA,ICGC等数据库,在去除已被筛选的区间中分别以:PI>=30,SNV>=3和:PI>=20,SNV>=3为候选区间,筛选使得单样本数据库样本数减少最多的区间作为第一个芯片区间,重复以上过程进行迭代计算。3. Based on TCGA, ICGC and other databases, in the interval where the screening has been removed, PI>=30, SNV>=3 and :PI>=20, SNV>=3 are selected as the candidate interval, and the screening makes the single sample database sample. The interval with the largest number reduction is taken as the first chip interval, and the above process is repeated for iterative calculation.
4.加融合基因等区间。4. Add a fusion gene and other intervals.
基因列表详情见表3。See Table 3 for details of the gene list.
表3table 3
二、测序分析Second, sequencing analysis
采用本发明,对1例肠息肉患者按照以上方法的步骤进行结直肠癌早筛检测,结果如下:According to the present invention, a colorectal cancer early screening test is performed on a patient with intestinal polyps according to the steps of the above method, and the results are as follows:
测序数据统计结果见下表:The statistical results of the sequencing data are shown in the following table:
注释:正反链互配率:基于3条reads以上正反链均有的簇/3条reads以上总的簇的比值,以评估可用数据中正反链互配情况;有效数据利用率:基于至少满足2+/2-簇的reads纠错后的个数与总测序reads数的比值;平均测序深度:基于有效数据纠错后,对目标区域碱基的平均覆盖情况。Note: The positive and negative chain interoperability rate: based on the ratio of the clusters above 3 positive and negative chains/3 total reads, to evaluate the positive and negative chain interoperability in the available data; effective data utilization: based on The ratio of the number of reads error correction of at least 2+/2-cluster to the total number of sequencing reads is satisfied; the average sequencing depth: the average coverage of bases in the target region after error correction based on effective data.
簇的分析:Cluster analysis:
相同索引reads簇的分析见图6,其中,横坐标代表簇的duplication(dup)个数,纵坐标代表满足某一dup个数的簇的总的reads个数。图6的结果显示:dup簇绝大部分在6左右,大部分簇内能满足2正+2反的条件,最终数据有效利用率为5.12%,平均测序深度为:1033XThe analysis of the same index reads cluster is shown in Fig. 6, where the abscissa represents the number of duplications (dup) of the cluster, and the ordinate represents the total number of reads of the cluster satisfying a certain number of dups. The results in Figure 6 show that most of the dup clusters are around 6, and most of the clusters can satisfy the conditions of 2 plus + 2 inverses. The final data effective utilization rate is 5.12%, and the average sequencing depth is: 1033X.
突变谱分析:Mutation spectrum analysis:
突变谱分析结果见图7,其中,互补的突变类型对于来源于双链的分子(DNA),理论突变频率基本相同,横坐标代表碱基突变的类型;纵坐标代表突变的个数。图7的结果显示:突变碱基类型分布基本平衡,其突变频率(Mutations per nucleotide)为:2.2×10-6。The results of the mutational profiling are shown in Figure 7, in which the complementary mutation type is substantially the same for the double-stranded molecule (DNA), the abscissa represents the type of base mutation, and the ordinate represents the number of mutations. The results of Fig. 7 show that the distribution of the mutated base type is basically balanced, and the mutation frequency (Mutations per nucleotide) is: 2.2 × 10 -6 .
变异检测列表详情(基于exon区和非同义突变统计):Mutation detection list details (based on exon area and non-synonymous mutation statistics):
结果分析:依据TCGA,COSMIC,ClinVar,HMGD等相关数据库以及文献资料,在患 者血浆中检测到了SMAD4 p.Y301F,APC p.A426T驱动突变预示着患者具有较高的癌症风险率,建议患者到相关医疗机构进行更全面的检测和采取相关干预措施。Analysis of results: According to TCGA, COSMIC, ClinVar, HMGD and other related databases and literature, in the disease In the plasma, SMAD4 p.Y301F was detected, and the APC p.A426T-driven mutation predicted that the patient had a high cancer risk rate. It is recommended that patients go to relevant medical institutions for more comprehensive testing and relevant interventions.
实施例4:肺癌早筛Example 4: Early screening of lung cancer
一、芯片设计First, the chip design
1)肺癌早筛芯片的设计:1) Design of lung cancer early screening chip:
基于TCGA,ICGC,COSMIC等数据库和相关文献参考,采用迭代算法设计出针肺癌早筛的基因芯片lungpan。Lungpan芯片包括了:肺癌相关的Driver Gene,高频突变基因,以及癌症12条信号通路中重要基因,共计145个基因,250KB。Based on TCGA, ICGC, COSMIC and other related literature references, an iterative algorithm was used to design a gene chip lungpan for early lung cancer screening. The Lungpan chip includes: lung cancer-related Driver Gene, high-frequency mutated gene, and important genes in 12 signaling pathways of cancer, totaling 145 genes, 250KB.
芯片主要设计过程分为4步:The main design process of the chip is divided into 4 steps:
1、统计cosmic数据库中有关肺癌driver gene的每个外显子区变异样本数、变异样本、最热点变异所在的样本数、PI值(以评估患者回复频率在每个外显子上的水平,PI=每外显子上携带突变的累计患者数目/外显子长度),并根据PI值降序排列。之后采用迭代算法:以第一个外显子区变异的样本作为样本数据库,统计其他所有区间和样本数据库不同样本的个数,将不同样本个数最多的样本区间列为第二个筛选到芯片区间,此时以筛选到的两个区间的变异样本作为样本数据库,以同样的方法筛选第三个区间,直到样本数据库包括了所有的样本,以统计外显子区集,而对于没有筛选到任何区间的基因所有区间,则都加到芯片区间上。1. Count the number of samples of each exon region of the lung cancer driver gene in the cosmic database, the variation sample, the number of samples with the most hot variation, and the PI value (to assess the level of patient response frequency on each exon, PI = cumulative number of patients/exon lengths carrying mutations per exon) and ranked in descending order of PI values. Then iterative algorithm is adopted: the sample of the first exon region variation is used as the sample database, and the number of different samples of all other intervals and sample databases is counted, and the sample interval with the largest number of different samples is listed as the second screening chip. Interval, at this time, the mutated samples of the two selected intervals are used as the sample database, and the third interval is screened in the same way until the sample database includes all the samples to count the exon region set, and for the unfiltered All intervals of the genes in any interval are added to the chip interval.
2.基于TCGA,ICGC等数据库,以去除driver gene区间并且包括大于等于5个样本的热点变异的区间(SNV>=5)为候选区间,重复上一步的迭代计算。2. Based on the TCGA, ICGC and other databases, to remove the driver gene interval and include the interval of the hotspot variation of 5 samples or more (SNV>=5) as the candidate interval, repeat the iterative calculation of the previous step.
3.基于TCGA,ICGC等数据库,在去除已被筛选的区间中分别以:PI>=30,SNV>=3和:PI>=20,SNV>=3为候选区间,筛选使得单样本数据库样本数减少最多的区间作为第一个芯片区间,重复以上过程进行迭代计算。3. Based on TCGA, ICGC and other databases, in the interval where the screening has been removed, PI>=30, SNV>=3 and :PI>=20, SNV>=3 are selected as the candidate interval, and the screening makes the single sample database sample. The interval with the largest number reduction is taken as the first chip interval, and the above process is repeated for iterative calculation.
4.加融合基因等区间。4. Add a fusion gene and other intervals.
基因列表详情见表4。See Table 4 for details of the gene list.
表4Table 4
二、测序分析Second, sequencing analysis
采用本发明,对1例肺结节患者按照以上方法的步骤进行肺癌早筛检测,结果如下:According to the present invention, a lung nodule patient is subjected to early screening of lung cancer according to the steps of the above method, and the results are as follows:
测序数据统计结果见下表:The statistical results of the sequencing data are shown in the following table:
注释:正反链互配率:基于3条reads以上正反链均有的簇/3条reads以上总的簇的比值,以评估可用数据中正反链互配情况;有效数据利用率:基于至少满足2+/2-簇的reads纠错后的个数与总测序reads数的比值;平均测序深度:基于有效数据纠错后,对目标区域碱基的平均覆盖情况。Note: The positive and negative chain interoperability rate: based on the ratio of the clusters above 3 positive and negative chains/3 total reads, to evaluate the positive and negative chain interoperability in the available data; effective data utilization: based on The ratio of the number of reads error correction of at least 2+/2-cluster to the total number of sequencing reads is satisfied; the average sequencing depth: the average coverage of bases in the target region after error correction based on effective data.
簇的分析:Cluster analysis:
相同索引reads簇的分析结果见图8,其中,横坐标代表簇的duplication(dup)个数,纵坐标代表满足某一dup个数的簇的总的reads个数。图8的结果显示:dup簇绝大部分在10左右,较大部分簇内能满足2正+2反的条件,最终数据数据有效利用率为4.12%,平均测序深度为:898X。The analysis result of the same index reads cluster is shown in Fig. 8. The abscissa represents the number of duplication (dup) of the cluster, and the ordinate represents the total number of reads of the cluster satisfying a certain number of dup. The results of Fig. 8 show that most of the dup clusters are around 10, and the larger part of the cluster can satisfy the condition of 2 plus + 2 inverse. The effective utilization rate of the final data is 4.12%, and the average sequencing depth is 898X.
突变谱分析:Mutation spectrum analysis:
突变谱分析结果见图9,其中,互补的突变类型对于来源于双链的分子(DNA),理论突变频率基本相同,横坐标代表碱基突变的类型;纵坐标代表突变的个数。图9的结果显示:突变碱基类型分布基本平衡,其突变频率(Mutations per nucleotide)为:2.6×10-6。The results of the mutational profiling are shown in Fig. 9, in which the complementary mutation type is substantially the same for the double-stranded molecule (DNA), the abscissa represents the type of base mutation, and the ordinate represents the number of mutations. The results in Figure 9 show that the mutated base type distribution is basically balanced, and its mutation frequency (Mutations per nucleotide) is: 2.6 × 10 -6 .
变异检测列表详情(基于exon区和非同义突变统计):Mutation detection list details (based on exon area and non-synonymous mutation statistics):
结果分析:依据TCGA,COSMIC,ClinVar,HMGD等相关数据库以及文献资料,在患者血浆中未检测到相关驱动突变,预示着患者具有较低的癌症风险率。Analysis of results: According to TCGA, COSMIC, ClinVar, HMGD and other related databases and literature, no relevant driving mutations were detected in the patient's plasma, indicating that patients have a lower risk of cancer.
实施例5:十二种常见癌症术后监控Example 5: Postoperative monitoring of twelve common cancers
1)12种常见肿瘤早期筛查及术后监控相关基因芯片的设计:1) Design of 12 common tumor early screening and postoperative monitoring related gene chips:
基于TCGA,ICGC,COSMIC等数据库和相关文献参考,采用迭代算法设计出针对12种常见癌症术后监控相关的基因芯片CANPer-JK。CANPer-JK芯片包括了:12种常见癌症相关的Driver Gene,高频突变基因,以及癌症12条信号通路中重要基因等,共计547个基因,800KB。Based on TCGA, ICGC, COSMIC and other related literature references, an iterative algorithm was used to design a gene chip CANPer-JK for 12 common cancer postoperative monitoring. The CANPer-JK chip includes: 12 common cancer-related Driver Genes, high-frequency mutated genes, and important genes in 12 cancer signaling pathways, totaling 547 genes, 800 KB.
芯片主要设计过程分为4步:The main design process of the chip is divided into 4 steps:
1、统计cosmic数据库中有关12种癌症相关的driver gene的每个外显子区变异样本数、变异样本、最热点变异所在的样本数、PI值(以评估患者回复频率在每个外显子上的水平,PI=每外显子上携带突变的累计患者数目/外显子长度),并根据PI值降序排列。之后采用迭代算法:以第一个外显子区变异的样本作为样本数据库,统计其他所有区间和样本数据库不同样本的个数,将不同样本个数最多的样本区间列为第二个筛选到芯片区间,此时以筛选到的两个区间的变异样本作为样本数据库,以同样的方法筛选第三个区间,直到样本数据库包括了所有的样本,以统计外显子区集,而对于没有筛选到任何区间的基因所有区间,则都加到芯片区间上。1. Count the number of samples per mutation in each exon region of the 12 cancer-associated driver genes in the cosmic database, the number of samples, the number of samples with the most hot variation, and the PI value (to assess the frequency of patient responses in each exon) The upper level, PI = cumulative number of patients carrying mutations per exon / exon length), and ranked in descending order of PI values. Then iterative algorithm is adopted: the sample of the first exon region variation is used as the sample database, and the number of different samples of all other intervals and sample databases is counted, and the sample interval with the largest number of different samples is listed as the second screening chip. Interval, at this time, the mutated samples of the two selected intervals are used as the sample database, and the third interval is screened in the same way until the sample database includes all the samples to count the exon region set, and for the unfiltered All intervals of the genes in any interval are added to the chip interval.
2.基于TCGA,ICGC等数据库,以去除driver gene区间并且包括大于等于5个样本的热点变异的区间(SNV>=5)为候选区间,重复上一步的迭代计算。2. Based on the TCGA, ICGC and other databases, to remove the driver gene interval and include the interval of the hotspot variation of 5 samples or more (SNV>=5) as the candidate interval, repeat the iterative calculation of the previous step.
3.基于TCGA,ICGC等数据库,在去除已被筛选的区间中分别以:PI>=30,SNV>=3和:PI>=20,SNV>=3为候选区间,筛选使得单样本数据库样本数减少最多的区间作为第一个芯片区间,重复以上过程进行迭代计算。3. Based on TCGA, ICGC and other databases, in the interval where the screening has been removed, PI>=30, SNV>=3 and :PI>=20, SNV>=3 are selected as the candidate interval, and the screening makes the single sample database sample. The interval with the largest number reduction is taken as the first chip interval, and the above process is repeated for iterative calculation.
4.加入融合基因等区间。4. Add a fusion gene and other intervals.
基因列表详情见表5。See Table 5 for details of the gene list.
表5table 5
二、测序分析 Second, sequencing analysis
采用本发明,对1例乳腺癌术后患者(12种常见肿瘤中的一种)按照以上方法的步骤进行乳腺癌术后监控检测,结果如下:According to the present invention, a postoperative breast cancer patient (one of 12 common tumors) is subjected to postoperative monitoring and detection of breast cancer according to the steps of the above method, and the results are as follows:
测序数据统计结果见下表:The statistical results of the sequencing data are shown in the following table:
注释:正反链互配率:基于3条reads以上正反链均有的簇/3条reads以上总的簇的比值,以评估可用数据中正反链互配情况;有效数据利用率:基于至少满足2+/2-簇的reads纠错后的个数与总测序reads数的比值;平均测序深度:基于有效数据纠错后,对目标区域碱基的平均覆盖情况。Note: The positive and negative chain interoperability rate: based on the ratio of the clusters above 3 positive and negative chains/3 total reads, to evaluate the positive and negative chain interoperability in the available data; effective data utilization: based on The ratio of the number of reads error correction of at least 2+/2-cluster to the total number of sequencing reads is satisfied; the average sequencing depth: the average coverage of bases in the target region after error correction based on effective data.
簇的分析:Cluster analysis:
相同索引reads簇的分析结果见图10,其中,横坐标代表簇的duplication(dup)个数,纵坐标代表满足某一dup个数的簇的总的reads个数。图10的结果显示:dup簇绝大部分在6左右,大部分簇内能满足2正+2反的条件,最终数据数据有效利用率为4.74%,平均测序深度为:1028.6XThe analysis result of the same index reads cluster is shown in Fig. 10, in which the abscissa represents the number of duplication (dup) of the cluster, and the ordinate represents the total number of reads of the cluster satisfying a certain number of dup. The results in Figure 10 show that most of the dup clusters are around 6, and most of the clusters can satisfy the conditions of 2 plus + 2 inverses. The effective utilization rate of the final data is 4.74%, and the average sequencing depth is: 1028.6X.
突变谱分析:Mutation spectrum analysis:
突变谱分析结果见图11,其中,互补的突变类型对于来源于双链的分子(DNA),理论突变频率基本相同,横坐标代表碱基突变的类型;纵坐标代表突变的个数。图11的结果显示:突变碱基类型分布基本平衡,其突变频率(Mutations per nucleotide)为:3.1×10-6。The results of the catastrophe spectrum analysis are shown in Fig. 11, in which the complementary mutation type is substantially the same for the double-stranded molecule (DNA), the abscissa represents the type of base mutation, and the ordinate represents the number of mutations. The results of Fig. 11 show that the distribution of the mutated base type is basically balanced, and the mutation frequency (Mutations per nucleotide) is: 3.1 × 10 -6 .
变异检测列表详情(基于exon区和非同义突变统计):Mutation detection list details (based on exon area and non-synonymous mutation statistics):
结果分析:在患者术后血浆中不仅检测其癌中存在的变异如:ROS1 p.A2106T,AR p.G457del;HLA-A p.R138G,还检测到高频的PML p.R284P,IRF4 p.E11*等变异。预示着患者术后不良,建议患者到相关医疗机构进行更全面的检测和采取相关干预措施。Analysis of results: In the postoperative plasma, not only the mutations in the cancer were detected, such as: ROS1 p.A2106T, AR p.G457del; HLA-A p.R138G, but also high frequency PML p.R284P, IRF4 p. E11* and other variations. It indicates that the patient has poor postoperative condition, and it is recommended that the patient go to the relevant medical institution for more comprehensive testing and relevant intervention measures.
在本说明书的描述中,参考术语“一个实施例”、“一些实施例”、“示意性实施例”、“示例”、“具体示例”、或“一些示例”等的描述意指结合该实施例或示例描述的具体特征、结构、材料或者特点包含于本发明的至少一个实施例或示例中。在本说明书中,对上述术语的示意性表述不一定指的是相同的实施例或示例。而且,描述的具体特征、结构、材料或者特点可以在任何的一个或多个实施例或示例中以合适的方式结合。另外,需要说明的是,本领域技术人员能够理解,在本发明所提出的方案中所包含的步骤顺序,本领域技术人员可以进行调整,这也将包括在本发明的范围内。In the description of the present specification, the description with reference to the terms "one embodiment", "some embodiments", "illustrative embodiment", "example", "specific example", or "some examples", etc. Particular features, structures, materials or features described in the examples or examples are included in at least one embodiment or example of the invention. In the present specification, the schematic representation of the above terms does not necessarily mean the same embodiment or example. Furthermore, the particular features, structures, materials, or characteristics described may be combined in a suitable manner in any one or more embodiments or examples. In addition, it should be noted that those skilled in the art can understand that the order of the steps included in the solution proposed by the present invention can be adjusted by those skilled in the art, and it is also included in the scope of the present invention.
尽管已经示出和描述了本发明的实施例,本领域的普通技术人员可以理解:在不脱离本发明的原理和宗旨的情况下可以对这些实施例进行多种变化、修改、替换和变型,本发明的范围由权利要求及其等同物限定。 While the embodiments of the present invention have been shown and described, the embodiments of the invention may The scope of the invention is defined by the claims and their equivalents.
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| WO2025180330A1 (en) * | 2024-03-01 | 2025-09-04 | 深圳市真迈生物科技有限公司 | Drug resistance database construction method and apparatus, drug resistance detection method and apparatus, and device |
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