CN111647673A - Application of microbial flora in acute pancreatitis - Google Patents
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Abstract
本发明公开了微生物菌群在急性胰腺炎中的应用,所述微生物菌群为Ruminococcus_gauvreauii_group。本发明的微生物标志物预测急性胰腺炎敏感性高,特异性强,通过检测微生物标志物的丰度,可用于警示受试者,进一步通过调整饮食或医疗介入减少风险。
The invention discloses the application of microbial flora in acute pancreatitis, and the microorganism flora is Ruminococcus_gauvreauii_group. The microbial marker of the present invention has high sensitivity and strong specificity for predicting acute pancreatitis, and can be used to warn subjects by detecting the abundance of the microbial marker, and further reduce the risk by adjusting diet or medical intervention.
Description
技术领域technical field
本发明属于生物技术领域,涉及与微生物菌群在急性胰腺炎中的应用。The invention belongs to the field of biotechnology, and relates to the application of microbial flora in acute pancreatitis.
背景技术Background technique
急性胰腺炎(acute pancreatitis,AP)是一种可导致局部损伤、全身炎症反应综合征(systemic inflammatory response syndrome,SIRS)和器官衰竭的炎症性疾病。随着社会的不断发展和进步,人们生活水平的提高,高脂饮食,低运动量,过度工作压力,酗酒等饮酒习惯增加等原因,胰腺炎的发病率增加,导致急性胰腺炎的发病率增加。急性胰腺炎占急腹症的3%-10%,这是临床常见的急腹症。这种疾病对生理学有很大的破坏性。它具有起效快,发展迅速,风险高,死亡率高的特点。急性胰腺在急性期和其他的非急性胰腺炎型的急腹症鉴别相对困难,这会造成对诊断和治疗带来了延迟或耽误病情的情况,这样会给患者的生命安全构成了威胁。引发胰腺炎症反应和坏死过程的具体机制尚不清楚。Acute pancreatitis (AP) is an inflammatory disease that can lead to local damage, systemic inflammatory response syndrome (SIRS), and organ failure. With the continuous development and progress of society, the improvement of people's living standards, high-fat diet, low physical activity, excessive work pressure, alcohol abuse and other reasons, the incidence of pancreatitis has increased, resulting in an increase in the incidence of acute pancreatitis. Acute pancreatitis accounts for 3%-10% of acute abdomen, which is a common clinical acute abdomen. The disease is very disruptive to physiology. It has the characteristics of rapid onset, rapid development, high risk and high mortality. It is relatively difficult to differentiate acute pancreas from other non-acute pancreatitis-type acute abdomens in the acute phase, which may delay or delay the diagnosis and treatment, which will threaten the life safety of patients. The specific mechanism that triggers the inflammatory response and necrotic process of the pancreas remains unclear.
中华医学会胰腺外科学会修订了“急性胰腺炎的诊断和治疗指南’,(2014),明确了急性胰腺炎的诊断定义:通过满足或满足以下条件诊断急性胰腺炎:腹痛符合AP;血清淀粉酶和/或脂肪酶活性超过正常上限的三倍;影像学检查符合AP影像学改变(LiPinski M,Rydzewska一Rosolowska A,Rydzewski A,et al.Fluid resuscitation in acutePancreatitis:normal saline or lactatedRinger7S solution.Wor1dJ Gastroenterol,2015,21(31):9367-9372.)。传统的诊断方法(如CT)需要很长时间,过程复杂,不利于及时,动态地监测疾病的变化。尤其是在基层医院临床应用中受到条件限制,CT扫描检查对影像医生读片的要求更高,有必要结合相应的临床症状来诊断疾病。已运用于临床的预后的评分系统很多,如格拉斯哥评分系统、阿帕奇综合肥胖评分(APACHE-O),预后胰腺炎(POP),急性生理和慢性健康评估II(APACHEII),无害急性胰腺炎评分(HAPS),急性胰腺炎严重程度的床边指标,E-胰腺炎(BISAP),日本严重程度评分(JSS)等。但这些评分系统较为复杂、繁琐,且都有很高的假阳性率,并不被临床医生经常使用。因此在临床诊治当中,寻找合适的、便捷的预测AP患者生物学指标具有重要的意义。The Pancreatic Surgery Society of the Chinese Medical Association revised the "Guidelines for the diagnosis and treatment of acute pancreatitis", (2014), and clarified the diagnostic definition of acute pancreatitis: Acute pancreatitis is diagnosed by meeting or meeting the following conditions: abdominal pain consistent with AP; serum amylase and/or lipase activity more than three times the upper limit of normal; imaging studies are consistent with AP imaging changes (LiPinski M, Rydzewska-Rosolowska A, Rydzewski A, et al. Fluid resuscitation in acutePancreatitis:normal saline or lactatedRinger7S solution.Wor1dJ Gastroenterol, 2015, 21(31): 9367-9372.). Traditional diagnostic methods (such as CT) take a long time, and the process is complicated, which is not conducive to timely and dynamic monitoring of disease changes. Especially in the clinical application of primary hospitals, it is subject to conditions. Limitations, CT scans have higher requirements for imaging doctors to read pictures, and it is necessary to combine the corresponding clinical symptoms to diagnose the disease. There are many scoring systems that have been used in clinical prognosis, such as the Glasgow scoring system and the Apache Comprehensive Obesity Score (APACHE). -O), Prognostic Pancreatitis (POP), Acute Physiological and Chronic Health Assessment II (APACHEII), Harmless Acute Pancreatitis Score (HAPS), Bedside Indicators of Acute Pancreatitis Severity, E-Pancreatitis (BISAP), Japanese Severity Score (JSS), etc. However, these scoring systems are complex, cumbersome, and have a high false positive rate, and are not often used by clinicians. Therefore, in clinical diagnosis and treatment, it is necessary to find a suitable and convenient prediction AP Patient biological indicators are of great significance.
肠道菌群被称为人类“第二指纹”,正常情况下,肠道菌群与宿主之间和平共生,处于平衡状态,一旦平衡被打破,肠道菌群结构出现紊乱,肠道微生物可通过多种途径影响人类健康(Janssen AW,Kersten S,et al.The role of the gut microbiota in metabolichealth[J].FASEB Journa1,2015,29(8):3111-3123.),如胃肠道疾病如炎症性肠病、肠易激综合征、结肠癌等和胃肠外疾病如阿尔兹海默病、冠心病、肥胖、糖尿病等。目前对于急性胰腺炎患者的的微生物组特征的研究非常有限,本申请通过研究急性胰腺炎患者与健康受试者的微生物组特征,发现呈现显著性差异的微生物菌群,以期实现急性胰腺炎的诊断和治疗。The intestinal flora is called the "second fingerprint" of human beings. Under normal circumstances, the intestinal flora and the host are in a peaceful symbiosis and are in a state of balance. Once the balance is broken, the structure of the intestinal flora is disordered, and the intestinal microorganisms can Affects human health through multiple pathways (Janssen AW, Kersten S, et al. The role of the gut microbiota in metabolic health [J]. FASEB Journa1, 2015, 29(8): 3111-3123.), such as gastrointestinal diseases Such as inflammatory bowel disease, irritable bowel syndrome, colon cancer, etc. and parenteral diseases such as Alzheimer's disease, coronary heart disease, obesity, diabetes, etc. At present, the research on the characteristics of the microbiome of patients with acute pancreatitis is very limited. In this application, by studying the characteristics of the microbiome of patients with acute pancreatitis and healthy subjects, it is found that there are significant differences in the microbial flora, in order to realize the diagnosis and treatment of acute pancreatitis. Diagnosis and treatment.
发明内容SUMMARY OF THE INVENTION
针对现有技术的不足及实际的需求,本发明的目的在于提供一种用于评估急性胰腺炎的微生物标志物及其应用,本发明的微生物标志物预测急性胰腺炎风险的灵敏性好,只需要获取微生物标志物的相对含量,作为协助诊断,指导微生物环境的调整,降低急性胰腺炎的风险。In view of the deficiencies of the prior art and the actual needs, the purpose of the present invention is to provide a microbial marker for evaluating acute pancreatitis and its application. The microbial marker of the present invention has good sensitivity for predicting the risk of acute pancreatitis, only The relative content of microbial markers needs to be obtained to assist diagnosis, guide the adjustment of the microbial environment, and reduce the risk of acute pancreatitis.
为达上述目的,本发明采用以下技术方案:For achieving the above object, the present invention adopts the following technical solutions:
第一方面,本发明提供一种急性胰腺炎微生物标志物,所述微生物标志物为g_Ruminococcus_gauvreauii_group。In a first aspect, the present invention provides a microbial marker for acute pancreatitis, wherein the microbial marker is g_Ruminococcus_gauvreauii_group.
第二方面,本发明提供了一种检测第一方面所述的微生物标志物的试剂。In a second aspect, the present invention provides a reagent for detecting the microbial marker described in the first aspect.
第三方面,本发明提供了一种第一方面所述的微生物标志物或第二方面所述的试剂的用途,所述用途包括用于构建预测急性胰腺炎风险的模型、制备诊断急性胰腺炎的产品。In a third aspect, the present invention provides a use of the microbial marker according to the first aspect or the reagent according to the second aspect, the use includes building a model for predicting the risk of acute pancreatitis, preparing and diagnosing acute pancreatitis The product.
优选地,所述产品包括芯片、试剂盒、试纸。Preferably, the product includes a chip, a kit, and a test paper.
优选地,所述模型的输入变量为第一方面所述的微生物标志物的丰度。Preferably, the input variable of the model is the abundance of the microbial marker described in the first aspect.
优选地,所述微生物标志物丰度的测定方法包括宏基因组测序、16S测序或qPCR定量检测中的任意一种或几种。Preferably, the method for determining the abundance of microbial markers includes any one or more of metagenomic sequencing, 16S sequencing or quantitative qPCR detection.
第四方面,本发明提供了一种诊断急性胰腺炎的产品,所述产品包括第二方面所述的试剂。In a fourth aspect, the present invention provides a product for diagnosing acute pancreatitis, the product comprising the reagent described in the second aspect.
优选地,所述试剂包括检测第一方面所述的微生物标志物的特异性的引物、探针、反义寡核苷酸、适配体或抗体。Preferably, the reagents include primers, probes, antisense oligonucleotides, aptamers or antibodies that detect the specificity of the microbial markers described in the first aspect.
第五方面,本发明提供了第一方面所述的微生物标志物在制备预防急性胰腺炎的药物或食品中的用途。In a fifth aspect, the present invention provides the use of the microbial marker described in the first aspect in preparing a medicine or food for preventing acute pancreatitis.
优选地,所述药物或食品包括促进所述微生物标志物丰度增加的试剂。Preferably, the drug or food includes an agent that promotes an increase in the abundance of the microbial marker.
本发明的优点和有益效果:Advantages and beneficial effects of the present invention:
本发明首次发现了g_Ruminococcus_gauvreauii_group与急性胰腺炎相关,Ruminococcus_gauvreauii_group在急性胰腺炎患者中丰度显著降低,说明Ruminococcus_gauvreauii_group可作为检测靶标应用于急性胰腺炎的诊断和预测。The present invention finds for the first time that g_Ruminococcus_gauvreauii_group is related to acute pancreatitis, and the abundance of Ruminococcus_gauvreauii_group is significantly reduced in patients with acute pancreatitis, indicating that Ruminococcus_gauvreauii_group can be used as a detection target for the diagnosis and prediction of acute pancreatitis.
本发明提供了一种诊断急性胰腺炎的产品,所述产品能在疾病早期进行诊断,实现早期预警,提高患者的生活质量。The invention provides a product for diagnosing acute pancreatitis, which can be diagnosed at an early stage of the disease, realize early warning, and improve the quality of life of patients.
附图说明Description of drawings
图1是Ruminococcus_gauvreauii_group在急性胰腺炎患者中的丰度图。Figure 1 is a map of the abundance of Ruminococcus_gauvreauii_group in patients with acute pancreatitis.
图2是Ruminococcus_gauvreauii_group作为检测变量的诊断效能图。Figure 2 is a graph of diagnostic efficacy of Ruminococcus_gauvreauii_group as a detection variable.
具体实施方式Detailed ways
本发明通过将健康的人群和急性胰腺炎的人群作为对象,首次查明了细菌与急性胰腺炎的临床医学指标的相关性,并以此为基础提供了急性胰腺炎的早期诊断技术。为了评估微生物菌群能否作为急性胰腺炎的预测因子,本发明通过收集正常人群与急性胰腺炎的直肠棉拭子,综合分析16S rRNA测序、宏基因组测序和针对特定菌群的定量聚合酶链反应结果,发现与急性胰腺炎相关的微生物菌群,本发明通过16S rRNA测序,首次发现了g_Ruminococcus_gauvreauii_group的丰度在急性胰腺炎和正常人群中呈现显著性差异,说明g_Ruminococcus_gauvreauii_group可作为急性胰腺炎诊断的生物标志物。By taking healthy people and people with acute pancreatitis as objects, the present invention finds out the correlation between bacteria and the clinical medical indexes of acute pancreatitis for the first time, and provides an early diagnosis technology of acute pancreatitis based on this. In order to evaluate whether microbial flora can be used as a predictor of acute pancreatitis, the present invention comprehensively analyzes 16S rRNA sequencing, metagenomic sequencing and quantitative polymerase chain for specific flora by collecting rectal swabs from normal people and acute pancreatitis. As a result of the reaction, it was found that microbial flora related to acute pancreatitis was found. The present invention, through 16S rRNA sequencing, found for the first time that the abundance of g_Ruminococcus_gauvreauii_group was significantly different between acute pancreatitis and normal people, indicating that g_Ruminococcus_gauvreauii_group can be used as a diagnostic tool for acute pancreatitis. Biomarkers.
在本发明的实施方式中,本发明通过以下步骤来诊断急性胰腺炎:在来自个体的核酸样本中,检测与急性胰腺炎的诊断相关的菌种所对应的一个或多个核酸片段。在特定的实施方式中,检测对应于Ruminococcus_gauvreauii_group的核酸片段。在实施本文描述的方法中,使用分子生物学、蛋白质生物化学、细胞生物学、免疫学、微生物学和重组DNA方面的很多传统技术,这些技术是公知的。In an embodiment of the present invention, the present invention diagnoses acute pancreatitis by the following steps: in a nucleic acid sample from an individual, detecting one or more nucleic acid fragments corresponding to bacterial species relevant for the diagnosis of acute pancreatitis. In a specific embodiment, nucleic acid fragments corresponding to Ruminococcus_gauvreauii_group are detected. In carrying out the methods described herein, many conventional techniques in molecular biology, protein biochemistry, cell biology, immunology, microbiology and recombinant DNA, which are well known, are used.
下文提供了本说明书中使用的一些术语的定义。除非另有说明,本文中使用的所有技术和科学用语通常具有和本发明所属领域的普通技术人员通常理解的意思相同的意思。Definitions of some terms used in this specification are provided below. Unless otherwise defined, all technical and scientific terms used herein generally have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs.
本文中术语“OTU”(操作分类单元)是指系统发生树中的末端叶(terminal leaf),由特定的遗传序列以及与该序列在科、属、种或菌株水平上享有序列同一性的全体序列来定义。所述特定遗传序列可以是16S序列或16S序列的一部分,或者可以是在广泛存在于整个真细菌界的功能保守的管家基因。OTU之间具有至少70%、75%、80%、85%、90%、95%、96%、97%、98%或99%的序列同一性。OTU经常通过比较生物体之间的序列来定义,序列同一性低于95%的序列不视为构成同一OTU的一部分,然而在本文所用,一个OTU标识可包含序列同一性为0至100%、25%至100%和50%至100%、优选70%至100%、75%至100%、77%至100%、80%至100%、81%至100%、82%至100%、83%至100%、84%、至100%、更优选85%至100%、86%至100%、87%至100%、88%至100%、89%至100%、90%至100%、91%至100%、92%至100%、93%至100%、94%至100%、95%至100%、96%至100%、97%至100%98%至100%和99%至100%的序列。The term "OTU" (Operational Taxonomic Unit) herein refers to the terminal leaf in a phylogenetic tree consisting of a particular genetic sequence and the ensemble that shares sequence identity with that sequence at the family, genus, species or strain level sequence to define. The specific genetic sequence may be a 16S sequence or a portion of a 16S sequence, or may be a functionally conserved housekeeping gene that is widespread throughout the Eubacterial kingdom. There is at least 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity between OTUs. OTUs are often defined by comparing sequences between organisms, sequences with sequence identity less than 95% are not considered to form part of the same OTU, however as used herein, an OTU identifier may contain sequence identities ranging from 0 to 100%, 25% to 100% and 50% to 100%, preferably 70% to 100%, 75% to 100%, 77% to 100%, 80% to 100%, 81% to 100%, 82% to 100%, 83 % to 100%, 84%, to 100%, more preferably 85% to 100%, 86% to 100%, 87% to 100%, 88% to 100%, 89% to 100%, 90% to 100%, 91% to 100%, 92% to 100%, 93% to 100%, 94% to 100%, 95% to 100%, 96% to 100%, 97% to 100%, 98% to 100% and 99% to 100% sequence.
本文中,OTU代表此前已经归入或尚未归入属、种和/或株名的细菌,也即OTU或OTU标识等同于细菌的目、科、属、种或株,在进行生物信息学分析的过程中,通过OUT聚类,分析其代表的细菌的含量。In this paper, OTU represents bacteria that have been classified or have not been classified into genus, species and/or strain names before, that is, OTU or OTU identification is equivalent to the order, family, genus, species or strain of bacteria, which is used for bioinformatics analysis. In the process, through OUT clustering, the content of bacteria represented by it was analyzed.
16S rRNA的“V1-V9区”指16S rRNA基因的第一至第九高变区,用于细菌样品的基因分型,这是普通技术人员众所周知的。一些实施方式中,用V1、V2、V3、V4、V5、V6、V7、V8和V9区中至少其一来表征微生物标志物。一些实施方式中,用V3和V4区来表征微生物标志物。The "V1-V9 region" of 16S rRNA refers to the first to ninth hypervariable regions of the 16S rRNA gene, used for genotyping of bacterial samples, as is well known to those of ordinary skill. In some embodiments, at least one of the Vl, V2, V3, V4, V5, V6, V7, V8, and V9 regions is used to characterize the microbial marker. In some embodiments, V3 and V4 regions are used to characterize microbial markers.
本文中检测微生物标志物的探针是与微生物标志物多核苷酸“特异性杂交”的寡核苷酸,其具有充分互补序列从而允许在本领域常用预定条件下与目标核苷酸序列杂交的寡核苷酸(有时称为“基本互补”)。尤其,该表述包括一寡核苷酸与本文所述单链DNA或RNA分子内所含基本上互补的序列杂交,基本上排除该寡核苷酸与非互补序列的单链核酸杂交。探针和引物的具体长度和序列取决于所需核酸靶标的复杂性以及反应条件(例如温度和离子强度)。总体来说,杂交条件是本领域所知的严格杂交条件。“严格”指核苷酸序列能够结合相关或非特异性序列的条件。例如,高温和低盐提高严格性,使得非特异性结合或低熔融温度的结合发生解离。一些实施方式中,与微生物标志物多核苷酸互补的寡核苷酸与微生物标志物多核苷酸至少95%、96%、97%、98%、99%或100%互补。Probes for the detection of microbial markers herein are oligonucleotides that "specifically hybridize" to microbial marker polynucleotides, having sufficiently complementary sequences to allow hybridization to target nucleotide sequences under predetermined conditions commonly used in the art Oligonucleotides (sometimes referred to as "substantially complementary"). In particular, the expression includes an oligonucleotide that hybridizes to a substantially complementary sequence contained within a single-stranded DNA or RNA molecule described herein, and substantially excludes that the oligonucleotide hybridizes to a single-stranded nucleic acid that is not a complementary sequence. The specific lengths and sequences of probes and primers depend on the complexity of the desired nucleic acid target and reaction conditions (eg, temperature and ionic strength). Generally, hybridization conditions are stringent hybridization conditions known in the art. "Stringent" refers to the conditions under which a nucleotide sequence is capable of binding a related or nonspecific sequence. For example, high temperature and low salt increase stringency, allowing dissociation of nonspecific binding or low melting temperature binding. In some embodiments, the oligonucleotide complementary to the microbial marker polynucleotide is at least 95%, 96%, 97%, 98%, 99%, or 100% complementary to the microbial marker polynucleotide.
作为一种可选择的实施方式,用于诊断对象急性胰腺炎的方法包括:分析对象测试样品的核酸;检测测试样品的核酸中一种或多种微生物和/或OTU的水平;当所述测试样品中一种或多种微生物和/或OTU的水平低于对照样品时诊断所述对象存在发生急性胰腺炎的风险;优选的,所述微生物标志物为g_Ruminococcus_gauvreauii_group。As an alternative embodiment, a method for diagnosing acute pancreatitis in a subject comprises: analyzing nucleic acid of a test sample of the subject; detecting the level of one or more microorganisms and/or OTUs in the nucleic acid of the test sample; The subject is diagnosed as at risk of developing acute pancreatitis when the level of one or more microorganisms and/or OTUs in the sample is lower than that of the control sample; preferably, the microbial marker is g_Ruminococcus_gauvreauii_group.
另一实施方式中,用于诊断对象急性胰腺炎的方法包括:获取对象的样品;处理受试者样品以获取16S rRNA基因序列数据;检测样品中一种或多种微生物和/或OTU的水平,包括用生物信息学软件分析16S rRNA基因序列数据;并且当样品中一种或多种微生物和/或OTU的水平低于对照样品时诊断所述对象存在发生急性胰腺炎的风险;优选的,所述微生物标志物为g_Ruminococcus_gauvreauii_group。In another embodiment, a method for diagnosing acute pancreatitis in a subject comprises: obtaining a sample from the subject; processing the sample from the subject to obtain 16S rRNA gene sequence data; detecting the level of one or more microorganisms and/or OTUs in the sample , including analyzing 16S rRNA gene sequence data with bioinformatics software; and diagnosing that the subject is at risk of developing acute pancreatitis when the level of one or more microorganisms and/or OTUs in the sample is lower than that of the control sample; preferably, The microbial marker is g_Ruminococcus_gauvreauii_group.
如本文所用,“显著性差异”是指当测试样品中一种或多种微生物或OTU的水平相比对照样品按log2差异倍数计改变至少约1.2倍。“改变”一词包括测试样品中微生物或OTU水性相比对照样品升高或降低。一些实施方式中,测试样品与对照样品之间一种或多种微生物或一个或多个OTU水平的改变可以是按log2差异倍数计相对于对照样品的约1.2倍、1.3倍、1.4倍、1.5倍、1.6倍、1.7倍、1.8倍、1.9倍、2倍、2.1倍、2.2倍、2.3倍、2.4倍、2.5倍、2.6倍、2.7倍、2.8倍、2.9倍、3倍、3.1倍、3.2倍、3.3倍、3.4倍、3.5倍、3.6倍、3.7倍、3.8倍、3.9倍、4倍、4.1倍、4.2倍、4.3倍、4.4倍、4.5倍、4.6倍、4.7倍、4.8倍、4.9倍或5倍及以上。As used herein, "significantly different" refers to when the level of one or more microorganisms or OTUs in a test sample is changed by a factor of at least about 1.2 in terms of log 2 fold difference compared to a control sample. The term "change" includes an increase or decrease in the aqueous microbial or OTU of a test sample compared to a control sample. In some embodiments, the change in the level of one or more microorganisms or one or more OTUs between the test sample and the control sample can be about 1.2-fold, 1.3-fold, 1.4-fold, relative to the control sample in terms of log 2 -fold difference 1.5 times, 1.6 times, 1.7 times, 1.8 times, 1.9 times, 2 times, 2.1 times, 2.2 times, 2.3 times, 2.4 times, 2.5 times, 2.6 times, 2.7 times, 2.8 times, 2.9 times, 3 times, 3.1 times , 3.2 times, 3.3 times, 3.4 times, 3.5 times, 3.6 times, 3.7 times, 3.8 times, 3.9 times, 4 times, 4.1 times, 4.2 times, 4.3 times, 4.4 times, 4.5 times, 4.6 times, 4.7 times, 4.8 times times, 4.9 times, or 5 times and above.
一些实施方式中,当测试样品中一种或多种微生物或一个或多个OTU的水平按log2差异倍数计相比对照样品高约1.2倍、1.3倍、1.4倍、1.5倍、1.6倍、1.7倍、1.8倍、1.9倍、2倍、2.1倍、2.2倍、2.3倍、2.4倍、2.5倍、2.6倍、2.7倍、2.8倍、2.9倍、3倍、3.1倍、3.2倍、3.3倍、3.4倍、3.5倍、3.6倍、3.7倍、3.8倍、3.9倍、4倍、4.1倍、4.2倍、4.3倍、4.4倍、4.5倍、4.6倍、4.7倍、4.8倍、4.9倍或5倍及以上。In some embodiments, when the level of one or more microorganisms or one or more OTUs in the test sample is about 1.2-fold, 1.3-fold, 1.4-fold, 1.5-fold, 1.6-fold higher than that of the control sample in terms of log 2 -fold difference, 1.7 times, 1.8 times, 1.9 times, 2 times, 2.1 times, 2.2 times, 2.3 times, 2.4 times, 2.5 times, 2.6 times, 2.7 times, 2.8 times, 2.9 times, 3 times, 3.1 times, 3.2 times, 3.3 times , 3.4 times, 3.5 times, 3.6 times, 3.7 times, 3.8 times, 3.9 times, 4 times, 4.1 times, 4.2 times, 4.3 times, 4.4 times, 4.5 times, 4.6 times, 4.7 times, 4.8 times, 4.9 times, or 5 times times and above.
一些实施方式中,当测试样品中一种或多种微生物或一个或多个OTU的水平按log2差异倍数计相比对照样品低约1.2倍、1.3倍、1.4倍、1.5倍、1.6倍、1.7倍、1.8倍、1.9倍、2倍、2.1倍、2.2倍、2.3倍、2.4倍、2.5倍、2.6倍、2.7倍、2.8倍、2.9倍、3倍、3.1倍、3.2倍、3.3倍、3.4倍、3.5倍、3.6倍、3.7倍、3.8倍、3.9倍、4倍、4.1倍、4.2倍、4.3倍、4.4倍、4.5倍、4.6倍、4.7倍、4.8倍、4.9倍或5倍及以上。In some embodiments, when the level of one or more microorganisms or one or more OTUs in a test sample is about 1.2 -fold, 1.3-fold, 1.4-fold, 1.5-fold, 1.6-fold, 1.7 times, 1.8 times, 1.9 times, 2 times, 2.1 times, 2.2 times, 2.3 times, 2.4 times, 2.5 times, 2.6 times, 2.7 times, 2.8 times, 2.9 times, 3 times, 3.1 times, 3.2 times, 3.3 times , 3.4 times, 3.5 times, 3.6 times, 3.7 times, 3.8 times, 3.9 times, 4 times, 4.1 times, 4.2 times, 4.3 times, 4.4 times, 4.5 times, 4.6 times, 4.7 times, 4.8 times, 4.9 times, or 5 times times and above.
本文中使用的术语“样本”或“测试样本”指的是含核酸的任何液体材料或固体材料。在合适的实施方式中,测试样本从生物源获取(即,“生物样本”),比如培养中的细胞,或者是来自动物且最优选地来自人类的组织样本。在示例性实施方式中,所述样本是直肠棉拭子。The term "sample" or "test sample" as used herein refers to any liquid or solid material containing nucleic acid. In suitable embodiments, the test sample is obtained from a biological source (ie, a "biological sample"), such as cells in culture, or a tissue sample from an animal and most preferably from a human. In an exemplary embodiment, the sample is a rectal swab.
本发明的方法和产品可以用来利用获取自个体的生物样本来检测与各种细菌有关的核酸。可以根据本领域的技术人员所熟知的任何方法将该核酸(DNA 或RNA)从所述样本中分离出来。可以通过标准步骤来获取生物样本并且可以立即使用所述生物样本,或者可以在适于该类型的生物样本的条件下储存该生物样本以备后续使用。The methods and products of the present invention can be used to detect nucleic acids associated with various bacteria using biological samples obtained from individuals. The nucleic acid (DNA or RNA) can be isolated from the sample according to any method known to those skilled in the art. The biological sample can be obtained by standard procedures and can be used immediately, or it can be stored for subsequent use under conditions suitable for the type of biological sample.
实施例1急性胰腺炎相关的微生物菌群的检测Embodiment 1 Detection of microbial flora related to acute pancreatitis
1、样本的采集1. Collection of samples
收集20例健康人和60例急性胰腺炎患者的直肠棉拭子样本。患者资料统计如表1所示。Rectal cotton swab samples were collected from 20 healthy individuals and 60 patients with acute pancreatitis. The patient data statistics are shown in Table 1.
患者的纳入标准:符合2012年新亚特兰大急性胰腺炎分类标准。Inclusion criteria for patients: meeting the new 2012 Atlanta classification of acute pancreatitis.
患者的排除标准:无免疫缺陷、过敏、哮喘、结肠癌、糖尿病、HIV、炎症性肠病、肠易激综合症、肠胃炎、麻醉小肠结肠炎、和关节炎。Exclusion criteria for patients: absence of immunodeficiency, allergy, asthma, colon cancer, diabetes, HIV, inflammatory bowel disease, irritable bowel syndrome, gastroenteritis, anesthesia enterocolitis, and arthritis.
健康对照的纳入标准:无代谢、心脑血管和肠道疾病;没有怀孕,没有已知的过敏原;没有影响肠功能的药物治疗;不吃减肥或其他特定目的的饮食。Inclusion criteria for healthy controls: no metabolic, cardiovascular, and intestinal diseases; no pregnancy, no known allergens; no medication that affects bowel function; no diet for weight loss or other specific purposes.
患者和健康对照排除标准:服用抗生素、益生菌、中草药和其他可能影响肠道菌群结构的物质。Exclusion criteria for patients and healthy controls: taking antibiotics, probiotics, Chinese herbal medicines and other substances that may affect the structure of intestinal flora.
表1患者资料Table 1 Patient Information
2、16S rRNA测序2. 16S rRNA sequencing
2.1DNA的提取2.1 DNA extraction
使用DNA提取试剂盒自样本中提取细菌DNA,操作步骤按说明书进行。Bacterial DNA was extracted from the sample using a DNA extraction kit, and the operation steps were carried out according to the instructions.
2.2DNA样本纯度及浓度测定2.2 DNA sample purity and concentration determination
利用1%琼脂糖凝胶电泳检测基因组DNA。Genomic DNA was detected by 1% agarose gel electrophoresis.
2.3PCR扩增及产物纯化2.3 PCR amplification and product purification
按指定测序区域,合成带有barcode的特异引物,或合成带有错位碱基的融合引物。According to the designated sequencing region, synthesize specific primers with barcodes, or synthesize fusion primers with misplaced bases.
为保证后续数据分析的准确性及可靠性,需满足两个条件,1)尽可能使用低循环数扩增;2)保证每个样本扩增的循环数一致。随机选取具有代表性的样本进行预实验,确保在最低循环数中使绝大多数样本能够扩增出浓度合适的产物。In order to ensure the accuracy and reliability of subsequent data analysis, two conditions need to be met: 1) Use low cycle number amplification as much as possible; 2) Ensure that the cycle number of each sample is the same. Randomly select representative samples for pre-experimentation to ensure that the majority of samples can amplify the appropriate concentration of product in the minimum number of cycles.
PCR采用TransGen AP221-02:TransStart Fastpfu DNA Polymerase;PCR uses TransGen AP221-02: TransStart Fastpfu DNA Polymerase;
PCR仪:ABI9700型;PCR machine: ABI Type 9700;
全部样本按照正式实验条件进行,每个样本3个重复,将同一样本的PCR产物混合后用2%琼脂糖凝胶电泳检测,使用AxyPrepDNA凝胶回收试剂盒(AXYGEN公司)切胶回收PCR产物,Tris_HCl洗脱;2%琼脂糖电泳检测。All samples were carried out according to the formal experimental conditions, each sample was repeated 3 times, the PCR products of the same sample were mixed and detected by 2% agarose gel electrophoresis, and the PCR products were recovered by cutting the gel using the AxyPrep DNA Gel Recovery Kit (AXYGEN Company). Tris_HCl elution; 2% agarose electrophoresis detection.
2.4荧光定量2.4 Fluorescence quantification
将PCR产物用QuantiFluorTM-ST蓝色荧光定量系统(Promega公司)进行检测定量,之后按照每个样本的测序量要求,进行相应比例的混合。The PCR products were detected and quantified by QuantiFluor ™ -ST blue fluorescence quantitative system (Promega Company), and then mixed in corresponding proportions according to the requirement of sequencing quantity of each sample.
2.5Miseq文库构建2.5 Miseq library construction
1)通过PCR将Illumina官方接头序列添加至目标区域外端;1) Add the official Illumina adapter sequence to the outer end of the target region by PCR;
2)使用凝胶回收试剂盒切胶回收PCR产物;2) Use the gel recovery kit to cut the gel to recover the PCR product;
3)Tris-HCl缓冲液洗脱,2%琼脂糖电泳检测;3) Tris-HCl buffer elution, 2% agarose electrophoresis detection;
4)氢氧化钠变性,产生单链DNA片段。4) Sodium hydroxide denaturation, resulting in single-stranded DNA fragments.
试剂:TruSeqTM DNA Sample Prep KitReagents: TruSeqTM DNA Sample Prep Kit
2.6Miseq测序2.6 Miseq sequencing
1)DNA片段的一端与引物碱基互补,固定在芯片上;1) One end of the DNA fragment is complementary to the primer base and fixed on the chip;
2)以DNA片段为模板,芯片上固定的碱基序列为引物进行PCR合成,在芯片上合成目标待测DNA片段;2) using the DNA fragment as a template, the base sequences fixed on the chip as primers to carry out PCR synthesis, and synthesizing the target DNA fragment to be tested on the chip;
3)变性、退火后,芯片上DNA片段的另一端随机与附近的另外一个引物互补,也被固定住,形成“桥(bridge)”;3) After denaturation and annealing, the other end of the DNA fragment on the chip is randomly complementary to another nearby primer, and is also fixed to form a "bridge";
4)PCR扩增,产生DNA簇;4) PCR amplification to generate DNA clusters;
5)DNA扩增子线性化成为单链;5) The DNA amplicon is linearized into a single strand;
6)加入改造过的DNA聚合酶和带有4种荧光标记的dNTP,每次循环只合成一个碱基;6) Add the modified DNA polymerase and dNTPs with 4 kinds of fluorescent labels, and synthesize only one base per cycle;
7)用激光扫描反应板表面,读取每条模板序列第一轮反应所聚合上去的核苷酸种类;7) Scan the surface of the reaction plate with a laser to read the nucleotide species polymerized in the first round of reaction of each template sequence;
8)将“荧光基团”和“终止基团”化学切割,恢复3'端粘性,继续聚合第二个核苷酸;8) Chemically cleave the "fluorescent group" and "termination group" to restore the viscosity of the 3' end, and continue to polymerize the second nucleotide;
9)统计每轮收集到的荧光信号结果,获知模板DNA片段的序列。9) Count the fluorescent signal results collected in each round to know the sequence of the template DNA fragment.
3、数据分析3. Data analysis
3.1数据预处理3.1 Data preprocessing
MiSeq测序得到的是双端序列数据,首先根据PE reads之间的overlap关系,将成对的reads拼接(merge)成一条序列,同时对reads的质量和merge的效果进行质控过滤,根据序列首尾两端的barcode和引物序列区分样品得到有效序列,并校正序列方向,即为优化数据。MiSeq sequencing obtains paired-end sequence data. First, according to the overlap relationship between PE reads, the paired reads are merged into one sequence, and the quality of the reads and the effect of the merge are filtered for quality control. The barcode at the end and the primer sequence distinguish the sample to obtain an effective sequence, and correct the sequence direction, which is the optimization data.
数据去杂方法和参数:Data decluttering methods and parameters:
1)过滤reads尾部质量值20以下的碱基,设置50bp的窗口,如果窗口内的平均质量值低于20,从窗口开始截去后端碱基,过滤质控后50bp以下的reads,去除含N碱基的reads;1) Filter the bases with a tail quality value below 20 of the reads, and set a 50bp window. If the average quality value in the window is lower than 20, truncate the back-end bases from the window, filter the reads below 50bp after quality control, and remove the content containing N base reads;
2)根据PE reads之间的overlap关系,将成对reads拼接(merge)成一条序列,最小overlap长度为10bp;2) According to the overlap relationship between PE reads, the paired reads are spliced (merge) into a sequence, and the minimum overlap length is 10bp;
3)拼接序列的overlap区允许的最大错配比率为0.2,筛选不符合序列;3) The maximum mismatch ratio allowed in the overlap region of the spliced sequence is 0.2, and the screening does not conform to the sequence;
4)根据序列首尾两端的barcode和引物区分样品,并调整序列方向,barcode允许的错配数为0,最大引物错配数为2;4) Distinguish the samples according to the barcodes and primers at the beginning and end of the sequence, and adjust the sequence direction. The number of mismatches allowed by barcode is 0, and the maximum number of primer mismatches is 2;
使用软件:FLASH、Trimmomatic。Software used: FLASH, Trimmomatic.
3.2物种注释与评估3.2 Species annotation and assessment
使用Usearch进行OTU聚类分析,OTU(Operational Taxonomic Units)是在系统发生学或群体遗传学研究中,为了便于进行分析,人为给某一个分类单元(品系,属,种、分组等)设置的统一标志。要了解一个样本测序结果中的菌种、菌属等数目信息,就需要对序列进行聚类(cluster)。通过聚类操作,将序列按照彼此的相似性分归为许多小组,一个小组就是一个OTU。可根据不同的相似度水平,对所有序列进行OTU划分,通常对在97%的相似水平下的OTU进行生物信息统计分析。Use Usearch for OTU cluster analysis. OTU (Operational Taxonomic Units) is a unified set of artificially set a taxonomic unit (strain, genus, species, grouping, etc.) in order to facilitate analysis in phylogenetic or population genetics research. logo. To understand the number of species, genera and other information in the sequencing result of a sample, it is necessary to cluster the sequences. Through the clustering operation, the sequences are divided into many groups according to their similarity with each other, and a group is an OTU. All sequences can be divided into OTUs according to different similarity levels, and bioinformatics statistical analysis is usually performed on OTUs at a similarity level of 97%.
软件平台:Usearch(vsesion 7.0http://drive5.com/uparse/)Software platform: Usearch (vsesion 7.0 http://drive5.com/uparse/)
分析步骤如下:The analysis steps are as follows:
对优化序列提取非重复序列,便于降低分析中间过程冗余计算量;Extract non-repetitive sequences from the optimized sequence, which is convenient to reduce the redundant calculation amount in the intermediate process of analysis;
去除没有重复的单序列;Remove single sequences without repeats;
按照97%相似性对非重复序列(不含单序列)进行OTU聚类,在聚类过程中去除嵌合体,得到OTU的代表序列。Perform OTU clustering on non-repetitive sequences (without single sequences) according to 97% similarity, and remove chimeras during the clustering process to obtain representative sequences of OTUs.
采用RDP classifier贝叶斯算法对97%相似水平的OTU代表序列进行分类学分析,并分别在各个分类学水平:domain(域),kingdom(界),phylum(门),class(纲),order(目),family(科),genus(属),species(种)统计各样本的群落组成。The RDP classifier Bayesian algorithm is used to perform taxonomic analysis on the representative sequences of OTUs with 97% similarity level, and at each taxonomic level: domain (domain), kingdom (boundary), phylum (door), class (class), order (order), family (family), genus (genus), species (species) to count the community composition of each sample.
3.3物种差异分析3.3 Species Difference Analysis
运用生物信息学分析方法分析物种差异分析根据得到的群落丰度数据,检测不同组(或样本)微生物群落表现出的丰度差异。物种差异性分析的内容包括:组间差异显著性检验、Lefse多级物种差异判别分析。本项目使用组间差异显著性检验进行差异物种的筛选。Using bioinformatics analysis methods to analyze species differences analysis According to the obtained community abundance data, the abundance differences exhibited by different groups (or samples) of microbial communities were detected. The contents of species difference analysis include: significant difference test between groups, Lefse multi-level species difference discriminant analysis. This project uses the significance test of differences between groups to screen for different species.
组间差异显著性检验根据得到的群落丰度数据,运用严格的统计学方法可以检测不同组(样本)微生物群落中表现出的丰富度差异的物种,进行假设性检验,评估观察到的差异的显著性。分析可选择域、界、门、纲、目、科、属、种、OTU等不同分类水平。Based on the obtained community abundance data, strict statistical methods can be used to detect species with differences in abundance in the microbial communities of different groups (samples), and perform hypothesis testing to evaluate the observed differences. salience. Different classification levels such as domain, kingdom, phylum, class, order, family, genus, species, and OTU can be selected for analysis.
1)Wilcox秩和检验(Wilcoxon rank-sum test),也叫曼-惠特尼U检验(Mann–Whitney U test),是两组独立样本非参数检验的一种方法。其原假设为两组独立样本来自的两总体分布无显著差异,通过对两组样本平均秩的研究来实现判断两总体的分布是否存在差异,该分析可以对两组样本的物种进行显著性差异分析,并对P值进行多种方法的校正。1) Wilcox rank-sum test (Wilcoxon rank-sum test), also known as Mann-Whitney U test (Mann-Whitney U test), is a method of non-parametric test of two independent samples. The null hypothesis is that there is no significant difference in the distributions of the two populations from which the two groups of independent samples come from. The study of the average rank of the two groups of samples can be used to determine whether there is a difference in the distribution of the two populations. This analysis can make significant differences in the species of the two groups of samples. analysis, and the P values were corrected in a variety of ways.
2)多重检验校正,即对P值进行多重检验校正方法为"fdr"。2) Multiple testing correction, that is, the multiple testing correction method for the P value is "fdr".
3)双尾检验,用于指定所求置信区间的类型,选择双尾检验(求置信区间)。3) Two-tailed test, used to specify the type of confidence interval to be sought, select two-tailed test (for confidence interval).
4)CI计算方法,即计算置信区间的方法,方法为DP:Welch’s confidenceinverted。置信度选择:0.95。4) CI calculation method, that is, the method of calculating the confidence interval, the method is DP: Welch's confidenceinverted. Confidence selection: 0.95.
运用DP的方法计算影响大小(effect size),即mean1–mean2;运用Welch T检验的方法计算置信区间,筛选标准P<0.05。The effect size was calculated by the DP method, namely mean1–mean2; the confidence interval was calculated by the Welch T test, and the screening criterion was P<0.05.
软件:R的stats包和python的scipy包。Software: stats package for R and scipy package for python.
4、结果4. Results
结果显示,与对照组相比,Ruminococcus_gauvreauii_group的丰度在急性胰腺炎的患者中显著下调,差异具有统计学意义(P<0.0001),提示Ruminococcus_gauvreauii_group可以作为生物标志物应用于急性胰腺炎的诊断。The results showed that compared with the control group, the abundance of Ruminococcus_gauvreauii_group was significantly down-regulated in patients with acute pancreatitis, and the difference was statistically significant (P<0.0001), suggesting that Ruminococcus_gauvreauii_group could be used as a biomarker for the diagnosis of acute pancreatitis.
实施例2 Ruminococcus_gauvreauii_group的诊断效能Example 2 Diagnostic efficacy of Ruminococcus_gauvreauii_group
根据Ruminococcus_gauvreauii_group的相对含量,使用SPSS绘制受试者工作特征曲线(ROC),计算二项精确置信空间,分析Ruminococcus_gauvreauii_group用于急性胰腺炎诊断的灵敏性和特异性。According to the relative content of Ruminococcus_gauvreauii_group, use SPSS to draw receiver operating characteristic curve (ROC), calculate the binomial exact confidence space, and analyze the sensitivity and specificity of Ruminococcus_gauvreauii_group for the diagnosis of acute pancreatitis.
ROC曲线以及特征参数分别如图2和表2~3所示,曲线下面积为0.904,最佳临界点的阈值为109.5,该点的敏感性为0.833,特异性为0.85,具有较高的敏感性和特异性,说明将Ruminococcus_gauvreauii_group应用于急性胰腺炎的诊断具有较高的敏感性、特异性和准确性。基于本研究的发现,可通过调整Ruminococcus_gauvreauii_group的丰度来预防或治疗急性胰腺炎。The ROC curve and characteristic parameters are shown in Figure 2 and Tables 2-3 respectively, the area under the curve is 0.904, the threshold of the optimal critical point is 109.5, the sensitivity of this point is 0.833, and the specificity is 0.85, which has a high sensitivity It shows that the Ruminococcus_gauvreauii_group has high sensitivity, specificity and accuracy in the diagnosis of acute pancreatitis. Based on the findings of this study, acute pancreatitis can be prevented or treated by adjusting the abundance of Ruminococcus_gauvreauii_group.
表2曲线下面积检验结果变量:Ruminococcus_gauvreauii_groupTable 2 Area under the curve test result variable: Ruminococcus_gauvreauii_group
a.在非参数假设下a. Under the nonparametric assumptions
b.零假设:实面积=0.5b. Null hypothesis: real area = 0.5
表3曲线的坐标检验结果变量:Ruminococcus_gauvreauii_groupTable 3 Coordinate test result variable of curve: Ruminococcus_gauvreauii_group
注:a.最小界限值是最小观测检验值减1,最大界限值是最大观测检验值加1。所有其它的界限值都是两个邻近的观测检验值的平均值。Note: a. The minimum limit value is the minimum observed test value minus 1, and the maximum limit value is the maximum observed test value plus 1. All other thresholds are the average of two adjacent observed test values.
上述实施例的说明只是用于理解本发明的方法及其核心思想。应当指出,对于本领域的普通技术人员来说,在不脱离本发明原理的前提下,还可以对本发明进行若干改进和修饰,这些改进和修饰也将落入本发明权利要求的保护范围内。The description of the above embodiment is only for understanding the method and the core idea of the present invention. It should be pointed out that for those of ordinary skill in the art, without departing from the principle of the present invention, several improvements and modifications can also be made to the present invention, and these improvements and modifications will also fall within the protection scope of the claims of the present invention.
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