WO2019024404A1 - Genetic marker for detecting pancreatic cancer, kit, and pancreatic cancer detection method - Google Patents

Genetic marker for detecting pancreatic cancer, kit, and pancreatic cancer detection method Download PDF

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WO2019024404A1
WO2019024404A1 PCT/CN2017/119005 CN2017119005W WO2019024404A1 WO 2019024404 A1 WO2019024404 A1 WO 2019024404A1 CN 2017119005 W CN2017119005 W CN 2017119005W WO 2019024404 A1 WO2019024404 A1 WO 2019024404A1
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pancreatic cancer
hydroxymethylcytosine
content
sample
sequencing
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PCT/CN2017/119005
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French (fr)
Chinese (zh)
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陆星宇
宋艳群
彭莱
张子谋
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上海易毕恩生物技术有限公司
上海易毕恩基因科技有限公司
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    • C12QMEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
    • C12Q1/00Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions
    • C12Q1/68Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions involving nucleic acids
    • C12Q1/6876Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes
    • C12Q1/6883Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes for diseases caused by alterations of genetic material
    • C12Q1/6886Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes for diseases caused by alterations of genetic material for cancer
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    • C12BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
    • C12QMEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
    • C12Q2600/00Oligonucleotides characterized by their use
    • C12Q2600/118Prognosis of disease development
    • CCHEMISTRY; METALLURGY
    • C12BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
    • C12QMEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
    • C12Q2600/00Oligonucleotides characterized by their use
    • C12Q2600/154Methylation markers

Definitions

  • the present invention relates to the field of clinical molecular diagnosis of pancreatic cancer.
  • the present invention relates to a genetic marker, a kit, and a pancreatic cancer detecting method for detecting pancreatic cancer.
  • Pancreatic cancer is a malignant tumor of the digestive tract that is highly malignant and difficult to diagnose and treat. About 90% of ductal adenocarcinomas originate from the ductal epithelium. The incidence of this disease is higher in men than in women. The ratio of male to female is 1.5 to 2:1. Male patients are far more common than premenopausal women. The incidence of postmenopausal women is similar to that of males. The cause of pancreatic cancer is not yet fully understood.
  • pancreatic cancer Its occurrence is related to smoking, drinking, high-fat and high-protein diet, excessive coffee consumption, environmental pollution and genetic factors; recent investigations have found that the incidence of pancreatic cancer in diabetic population is significantly higher than that of the general population; Patients with pancreatitis have a certain relationship with the incidence of pancreatic cancer, and the proportion of pancreatic cancer in patients with chronic pancreatitis has increased significantly. In recent years, the incidence of pancreatic cancer has increased significantly. Since the 1930s, the incidence of PCA in the United States, Britain, Japan and other countries has increased by 2 to 4 times. The incidence of PCA in malignant tumors in Shanghai increased from 14th in 1974 to 8th in 1993. The rate of increase in PCA is second only to pancreatic cancer, with an increase of about 1.5% every 10 years.
  • pancreatic cancer mainly through imaging, tissue biopsy, serological testing and the like.
  • imaging is susceptible to operator experience and relies on equipment, which is expensive, especially in the case of limited medical resources, its accuracy is difficult to guarantee, it is difficult to widely and routinely apply, and CT and ultrasound are difficult to diagnose less than 2cm.
  • Tissue biopsy is the gold standard for clinically diagnosed pancreatic cancer, but there are many limitations in tissue biopsy, such as the difficulty of surgical sampling, or the inconvenience of puncture in some cancer sites, and the puncture itself will bring certain clinical risks. Puncture screening can cause great pain to patients.
  • the most widely used serological test is the detection of carcinoembryonic antigen (CEA), but the sensitivity and specificity of CEA for early pancreatic cancer are not high, and often increase after tumor metastasis.
  • CEA carcinoembryonic antigen
  • pancreatic cancer especially for early warning and early diagnosis, is of great significance in improving the diagnosis rate of early pancreatic cancer, achieving early intervention and reducing the mortality rate of pancreatic cancer.
  • the present invention unexpectedly finds a plurality of highly informative information by performing high-throughput sequencing on normal samples and pancreatic cancer samples, and analyzing the content of 5-hydroxymethylcytosine (5-hmC) in each gene.
  • a first aspect of the invention relates to a genetic marker for detecting pancreatic cancer comprising one or more of the following genes: maltase (SI), C-type lectin family 4 member C (CLEC4C), sub- Protein 7 (SNX7), mesenchymal homeobox 2 (MEOX2), FAT atypical cadherin 1 (FAT1), flavin containing monooxygenase 3 (FMO3), cystic fibrosis transmembrane conductance regulatory protein (CFTR) ), phospholipid phosphatase-related protein 3 (PLPPR3), alpha albumin (AFM), and collagen V-type ⁇ 2 chain (COL5A2).
  • the genetic markers include SI, CLEC4C, SNX7, MEOX2, FAT1, FMO3, CFTR, PLPPR3, AFM and COL5A2.
  • the present invention also relates to the use of the above-mentioned gene marker for detecting pancreatic cancer, and detecting the content of 5-hydroxymethylcytosine in the pancreatic cancer gene marker by high-throughput sequencing, thereby determining whether pancreatic cancer is present.
  • a second aspect of the invention relates to a method for detecting pancreatic cancer comprising the steps of:
  • the sample is a free DNA fragment in a subject or normal human body fluid, or is derived from intact genomic DNA in organelles, cells, and tissues.
  • body fluids are blood, urine, sweat, sputum, feces, cerebrospinal fluid, ascites, pleural effusion, bile, pancreatic juice, and the like.
  • the 5-hmC content of the genetic markers of the invention can be determined by any method known to those skilled in the art, including, for example, but not limited to, glucosylation, restriction endonucleases Method, chemical labeling method, precipitation method combined with high-throughput sequencing method, single molecule real-time sequencing method (SMRT), oxidized bisulfite sequencing method (OxBS-Seq), and the like.
  • the principle of the glucosylation method is to transfer glucose to the hydroxyl group in the presence of glucose donor substrate uridine nucleoside diphosphate glucose (UDP-Glu) using T4 phage ⁇ -glucose transferase ( ⁇ -GT).
  • ⁇ -Glucosyl-5-hydroxymethylcytosine (5-ghmC) was produced. Isotopically labeled substrates can also be used for quantification.
  • the restriction endonuclease method and the chemical labeling method were further developed on the basis of the glucosylation method. The principle of the restriction endonuclease method is that the glucosylation reaction changes the enzymatic cleavage properties of some restriction enzymes.
  • MspI and HpaII recognize the same sequence (CCGG), but their sensitivity to methylation status is different: MspI recognizes and cleaves 5-methylcytosine (5-mC) And 5-hmC, but not 5-ghmC; HpaII only cleaves completely unmodified sites, and any modification on cytosine (5-mC, 5-hmC, 5-ghmC) blocks cleavage. If the CpG site contains 5-hmC, the band can be detected after glycosylation and enzymatic hydrolysis, and there is no band in the unglycosylated control reaction; qPCR can also be used for quantitative analysis.
  • restriction enzymes also have a hindrance to 5-ghmC digestion, and can be applied to 5-hmC detection (eg, GmrSD, MspJI, PvuRts1I, TaqI, etc.).
  • the principle of the chemical labeling method is to chemically modify the glucose on the substrate of the enzyme reaction into UDP-6-N3-glucose, and transfer 6-N3-glucose to the position of the hydroxymethyl group to form N3-5ghmC. Subsequently, a single molecule of biotin was added to each 5-hmC by click chemistry, combined with next-generation high-throughput DNA sequencing technology or single-molecule sequencing technology to analyze the distribution of 5-hmC in genomic DNA.
  • the precipitation method is to modify 5-hmC in a special way and then specifically capture it from genomic DNA and perform sequencing analysis.
  • Oxidized bisulfite sequencing is the first method to quantify 5-hmC with single base resolution. Firstly, 5-hmC is subjected to KRuO4 oxidation treatment to produce 5-formylcytosine (5fC), and then heavy Sulfite sequencing. In this process, 5-hmC is first oxidized to 5fC, and then deaminated to form U. Usually, quantitative detection of 5-hmC is performed simultaneously using a variety of detection methods.
  • the 5-hmC content of the genetic markers of the invention is determined using chemical labeling in conjunction with high throughput sequencing.
  • the method of determining the 5-hmC content of a genetic marker of the present invention comprises the steps of: fragmenting DNA from a sample of a pancreatic cancer patient and a normal human; repairing the fragmented DNA end And finishing the end; the end-filled DNA is ligated to the sequencing linker to obtain a ligation product; the 5-hydroxymethylcytosine in the ligation product is labeled by a labeling reaction; enrichment contains a 5-hydroxymethylcytosine tag
  • the DNA fragment is obtained as an enriched product; the enriched product is subjected to PCR amplification to obtain a sequencing library; the sequencing library is subjected to high-throughput sequencing to obtain a sequencing result; and the genetic content of 5-hydroxymethylcytosine is determined according to the sequencing result.
  • the labeling reaction comprises: i) covalent attachment of a sugar having a modifying group to a methylol group of 5-hydroxymethylcytosine using a glycosyltransferase, and ii) direct or indirect attachment of biotin Click on the chemical substrate to react with 5-hydroxymethylcytosine with a modifying group.
  • step i) and step ii) may be carried out sequentially or simultaneously in one reaction.
  • the glycosyltransferase includes, but is not limited to, T4 phage ⁇ -glucosyltransferase ( ⁇ -GT), T4 bacteriophage ⁇ -glucosyltransferase ( ⁇ -GT), and the same Or a similarly active derivative, analog, or recombinase;
  • the saccharide with a modifying group includes, but is not limited to, a saccharide with an azide modification (eg, 6-N3-glucose) or with other chemical modifications a saccharide (e.g., a carbonyl group, a thiol group, a hydroxyl group, a carboxyl group, a carbon-carbon double bond, a carbon-carbon triple bond, a disulfide bond, an amine group, an amide group, a diene, etc.), among which a saccharide modified with azide is preferred.
  • the chemical group for indirectly linking the biotin and the click chemical substrate includes, but is not limited to, a carbonyl group, a thiol group, a hydroxyl group, a carboxyl group, a carbon-carbon double bond, a carbon-carbon triple bond, a disulfide bond, an amine group, Amido group, diene.
  • the DNA fragment containing the 5-hmC label is preferably enriched by a solid phase material.
  • a DNA fragment containing a 5-hydroxymethylcytosine label can be bound to a solid phase material by a solid phase affinity reaction or other specific binding reaction, and then the unbound DNA fragment can be removed by multiple washings.
  • Solid phase materials include, but are not limited to, silicon wafers or other chips with surface modification, such as artificial polymer beads (preferably 1 nm to 100 um in diameter), magnetic beads (preferably 1 nm to 100 um in diameter), agarose beads, etc. (Preferably from 1 nm to 100 um in diameter).
  • PCR amplification is preferably performed directly on the solid phase to prepare a sequencing library.
  • the amplified product can be recovered and subjected to a second round of PCR amplification to prepare a sequencing library.
  • the second round of PCR amplification can be performed using conventional methods known to those skilled in the art.
  • one or more purification steps may be further included in the process of preparing the sequencing library. Any purification kit known or commercially available to those skilled in the art can be used in the present invention. Purification methods include, but are not limited to, gel electrophoresis gel recovery, silica gel membrane spin column method, magnetic bead method, ethanol or isopropanol precipitation method, or a combination thereof.
  • the sequencing library is quality checked prior to high throughput sequencing.
  • the library is subjected to fragment size analysis and the concentration of the library is absolutely quantified using the qPCR method. Sequencing libraries that pass quality checks can be used for high throughput sequencing. Then, a certain number (1-96) of libraries containing different barcodes were mixed at the same concentration and sequenced according to the standard on-line method of the second generation sequencer to obtain sequencing results.
  • Various second generation sequencing platforms and related reagents known in the art can be used in the present invention.
  • the sequencing results are preferably aligned with a standard human genome reference sequence, and the sequences in which the gene markers of the invention are aligned are selected, ie, the alignment sites and gene features (eg, groups) are selected.
  • the number of reads of the coincident region of the protein modification site, transcription factor binding site, gene exon intron region, and gene promoter, etc., to represent the level of modification of 5-hmC on the gene, thereby determining 5-hmC The amount on the genetic marker.
  • the sequencing results are first cleared of low-quality sequencing sites prior to the alignment, wherein factors that measure the quality of the sequencing sites include, but are not limited to, base quality, reads mass, GC content, repeat sequences, and number of Overrepresented sequences.
  • factors that measure the quality of the sequencing sites include, but are not limited to, base quality, reads mass, GC content, repeat sequences, and number of Overrepresented sequences.
  • determining the 5-hmC content of the gene marker means determining the 5-hmC content of the full length of the gene marker or determining the 5-hmC content of a fragment of the gene marker or combination.
  • the 5-hmC content of the corresponding gene marker in the sample of the subject is used as a reference with the 5-hmC content of the gene marker in the normal sample. standardization.
  • the 5-hmC content of the same gene marker in the normal sample and the subject sample is X and Y, respectively, and the normalized 5-hmC content of the genetic marker in the subject sample is Y/X.
  • the standardized 5-hmC content of each gene marker is mathematically correlated to obtain a score, thereby obtaining a detection result based on the score.
  • “mathematical association” refers to any computational or machine learning method that correlates the 5-hmC content of a genetic marker from a biological sample with the diagnosis of pancreatic cancer.
  • computing methods or tools can be selected to provide the mathematical associations of the present invention, such as elastic network regularization, decision trees, generalized linear models, logistic regression, highest score pairs, neural networks, linear and Quadratic Discriminant Analysis (LQA and QDA), Naive Bayes, Random Forest, and Support Vector Machines.
  • the specific steps for mathematically correlating the standardized 5-hmC content of each gene marker and obtaining a score are as follows: multiplying the normalized 5-hmC content of each gene marker by a weighting coefficient to obtain the gene The predictor of the marker t; the predictor t of each gene marker is added to obtain a total predictor T; the total predictor T is subjected to Logistic conversion to obtain a score P; if P>0.5, the subject sample suffers Pancreatic cancer; if P ⁇ 0.5, the subject sample is normal.
  • the weighting factor described herein refers to the art by the art in consideration of factors that may affect the 5-hmC content (eg, subject area, age, sex, below, smoking history, drinking history, family history, etc.)
  • factors that may affect the 5-hmC content eg, subject area, age, sex, below, smoking history, drinking history, family history, etc.
  • a third aspect of the present invention also relates to a kit for detecting pancreatic cancer using the above gene marker, which comprises a reagent and a specification for measuring a 5-hmC content of the above gene marker.
  • Agents for determining the 5-hmC content of a genetic marker are known to those skilled in the art, such as T4 bacteriophage beta-glucose transferase and isotopic labeling (for glucosylation), restriction enzymes (for restriction) Endonuclease method), glycosyltransferase and biotin (for chemical labeling), reagents for PCR and sequencing, and the like.
  • the method for detecting pancreatic cancer of the present invention is based on the 5-hmC content of the gene marker, and thus a wider range of DNA sample sources can be used. Therefore, the method for detecting pancreatic cancer of the present invention has the following advantages: (1) safe and non-invasive, even if the asymptomatic population has high acceptance of the test; (2) the DNA source is extensive, and there is no blind spot in the imaging; 3) High accuracy, high sensitivity and specificity for early pancreatic cancer, suitable for early screening of pancreatic cancer; (4) Convenient operation, good user experience, and easy dynamic monitoring of pancreatic cancer recurrence and metastasis.
  • the gene markers of the present invention can be combined with other clinical indicators to provide more accurate judgments for pancreatic cancer screening, diagnosis, treatment and prognosis.
  • Figure 1 is a graph depicting a pancreatic cancer sample and a healthy sample control of the present invention.
  • 10 ng of plasma DNA was extracted from samples from 20 pancreatic cancer patients and 20 normal subjects, respectively. This step can be carried out using any method and reagent suitable for extracting plasma DNA well known to those skilled in the art.
  • the purified labeled product obtained in the above procedure was added to the magnetic bead mixture, and mixed for 15 minutes in a rotary mixer to sufficiently bind.
  • the amplified product was purified using Ampure XP beads to give a final sequencing library.
  • the obtained sequencing library was subjected to concentration determination by qPCR, and the DNA fragment size content in the library was determined using Agilent 2100.
  • the sequencing libraries passed the QC were mixed at the same concentration and sequenced using an Illumina Hiseq 4000.
  • the obtained sequencing results were subjected to preliminary quality control evaluation, and after the low-quality sequencing sites were cleared, the reads that met the sequencing quality standards were compared with the human standard genome reference sequence using the Bowtie 2 tool.
  • the feature counts and HtSeq-Count tools were then used to count the number of reads to determine the 5-hmC content of each gene marker.
  • the factors that may affect the 5-hmC content were used as covariates, and the weighting coefficients of each gene marker were obtained by logistic regression and elastic network regularization. The results are shown in Table 1.
  • Table 1 Average normalized 5-hmC content and weighting coefficient of pancreatic cancer gene markers of the present invention
  • the average normalized 5-hmC content refers to the ratio of the average 5-hmC content of the gene marker in the pancreatic cancer sample to the average 5-hmC content of the same gene marker in the normal sample.
  • the 5-hmC content of the pancreatic cancer gene marker of the present invention is significantly different between the normal sample and the pancreatic cancer sample, and the 5-hmC content of the remaining gene markers except for CLEC4C and PLPPR3. Significantly increased relative to normal people.
  • This example demonstrates the effectiveness of the pancreatic cancer gene marker of the present invention for detecting pancreatic cancer.
  • the 5-hmC content of the 10 pancreatic cancer gene markers of the present invention in the first 82 samples was determined according to the method of Example 1.
  • the subject sample has pancreatic cancer; if P ⁇ 0.5, the subject sample is normal.
  • Figure 1 shows the results of distinguishing the batch of samples in accordance with the method of the present invention. As shown in Figure 1, the method of the invention is capable of achieving 95% sensitivity and 87% specificity.

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Abstract

The present invention provides a genetic marker for detecting pancreatic cancer, a kit, and a pancreatic cancer detection method The genetic marker comprises one or more of the following genes: maltase, C-type exogenous lectin family 4 member C, sorting protein 7, interstitial homeobox 2, FAT atypical cadherin 1, flavin-contained monooxygenase 3, cystic fibrosis transmembrane conductance regulator protein, phospholipid-phosphatase-associated protein 3, α albumin and collagen V-type α2 chain; the content of 5-hydroxymethylcytosine in the genetic marker of the pancreatic cancer is detected by means of a high-throughput sequencing, so as to determine whether the pancreatic cancer exists.

Description

用于检测胰腺癌的基因标志物、试剂盒及胰腺癌检测方法Gene markers, kits and pancreatic cancer detection methods for detecting pancreatic cancer 技术领域Technical field
本发明涉及胰腺癌的临床分子诊断的领域。具体地,本发明涉及用于检测胰腺癌的基因标志物、试剂盒及胰腺癌检测方法。The present invention relates to the field of clinical molecular diagnosis of pancreatic cancer. In particular, the present invention relates to a genetic marker, a kit, and a pancreatic cancer detecting method for detecting pancreatic cancer.
背景技术Background technique
胰腺癌(PCA)是一种恶性程度很高,诊断和治疗都很困难的消化道恶性肿瘤,约90%为起源于腺管上皮的导管腺癌。本病发病率男性高于女性,男女之比为1.5~2∶1,男性患者远较绝经前的妇女多见,绝经后妇女的发病率与男性相仿。目前胰腺癌的病因尚不十分清楚。其发生与吸烟、饮酒、高脂肪和高蛋白饮食、过量饮用咖啡、环境污染及遗传因素有关;近年来的调查报告发现糖尿病人群中胰腺癌的发病率明显高于普通人群;也有人注意到慢性胰腺炎病人与胰腺癌的发病存在一定关系,发现慢性胰腺炎病人发生胰腺癌的比例明显增。近年来,胰腺癌的发病率明显升高,30年代以来,美、英、日等国PCA发病率增加了2~4倍。上海市PCA在恶性肿瘤中的发病率由1974年的第14位上升到1993年的第8位。PCA发病率增加的速度仅次于胰腺癌,每10年约增加1.5%。Pancreatic cancer (PCA) is a malignant tumor of the digestive tract that is highly malignant and difficult to diagnose and treat. About 90% of ductal adenocarcinomas originate from the ductal epithelium. The incidence of this disease is higher in men than in women. The ratio of male to female is 1.5 to 2:1. Male patients are far more common than premenopausal women. The incidence of postmenopausal women is similar to that of males. The cause of pancreatic cancer is not yet fully understood. Its occurrence is related to smoking, drinking, high-fat and high-protein diet, excessive coffee consumption, environmental pollution and genetic factors; recent investigations have found that the incidence of pancreatic cancer in diabetic population is significantly higher than that of the general population; Patients with pancreatitis have a certain relationship with the incidence of pancreatic cancer, and the proportion of pancreatic cancer in patients with chronic pancreatitis has increased significantly. In recent years, the incidence of pancreatic cancer has increased significantly. Since the 1930s, the incidence of PCA in the United States, Britain, Japan and other countries has increased by 2 to 4 times. The incidence of PCA in malignant tumors in Shanghai increased from 14th in 1974 to 8th in 1993. The rate of increase in PCA is second only to pancreatic cancer, with an increase of about 1.5% every 10 years.
虽然,近年来腹部外科的发展日新月异。很多腹部疾患,包括肿瘤在内,其诊断、治疗的水平随着基础医学的进展,影像学技术的提高和分子诊断技术的应用而得到极大提高。但是胰腺癌的诊断和治疗方面的进展却不尽人意。PCA起病隐匿,症状缺乏特异性,常伴有早期扩散与转移现象,是预后最差的恶性肿瘤之一。85%的胰腺癌病人 就诊时已属晚期,仅20%左右可行手术治疗。每年PCA死亡与发病比率为0.99,确诊病人的五年生存率为1.3%,平均中位生存期仅4.1个月,被称为“二十一世纪医学的顽固堡垒”。Although, in recent years, the development of abdominal surgery has been changing with each passing day. The level of diagnosis and treatment of many abdominal diseases, including tumors, has been greatly improved with the advancement of basic medicine, the improvement of imaging techniques and the application of molecular diagnostic techniques. However, the progress in the diagnosis and treatment of pancreatic cancer is not satisfactory. PCA is insidious, with no specific symptoms, often accompanied by early spread and metastasis, and is one of the worst prognosis. Eighty-five percent of patients with pancreatic cancer are in advanced stage at the time of treatment, and only about 20% of them are eligible for surgery. The annual PCA death to morbidity ratio is 0.99. The five-year survival rate of the confirmed patients is 1.3%, and the average median survival time is only 4.1 months. It is called the “stubborn fortress of the 21st century medicine”.
目前胰腺癌的检测主要通过影像学、组织活检、血清学检测等。然而,影像学易受操作者经验影响,并且依赖于设备,费用昂贵,尤其是在医疗资源有限的情况下,其准确率难以保证,难以广泛和常规应用,并且CT及超声波难以诊断小于2cm的胰腺肿瘤。组织活检是目前临床上确诊胰腺癌的金标准,但组织活检存在很大局限性,例如手术取样的困难,或者某些癌症部位不便进行穿刺,并且穿刺本身也会带来一定的临床风险,反复穿刺筛查更会给患者带来巨大痛苦。血清学检测目前应用最广的是对癌胚抗原(CEA)的检测,但CEA对早期胰腺癌的灵敏度和特异性都不高,往往在肿瘤发生转移后才升高。At present, the detection of pancreatic cancer mainly through imaging, tissue biopsy, serological testing and the like. However, imaging is susceptible to operator experience and relies on equipment, which is expensive, especially in the case of limited medical resources, its accuracy is difficult to guarantee, it is difficult to widely and routinely apply, and CT and ultrasound are difficult to diagnose less than 2cm. Pancreatic tumors. Tissue biopsy is the gold standard for clinically diagnosed pancreatic cancer, but there are many limitations in tissue biopsy, such as the difficulty of surgical sampling, or the inconvenience of puncture in some cancer sites, and the puncture itself will bring certain clinical risks. Puncture screening can cause great pain to patients. The most widely used serological test is the detection of carcinoembryonic antigen (CEA), but the sensitivity and specificity of CEA for early pancreatic cancer are not high, and often increase after tumor metastasis.
因此,寻找新的胰腺癌标志物,尤其是预警监测和早期诊断的标志物对提高早期胰腺癌的诊断率,实现早期干预治疗,降低胰腺癌病死率具有非常重要的意义。Therefore, the search for new markers of pancreatic cancer, especially for early warning and early diagnosis, is of great significance in improving the diagnosis rate of early pancreatic cancer, achieving early intervention and reducing the mortality rate of pancreatic cancer.
发明内容Summary of the invention
本发明通过对正常样品和胰腺癌样品进行高通量测序,并对其中各基因上的5-羟甲基胞嘧啶(5-hmC)含量进行分析,出乎意料地发现了多个极具信息的可用于检测胰腺癌的基因标志物。The present invention unexpectedly finds a plurality of highly informative information by performing high-throughput sequencing on normal samples and pancreatic cancer samples, and analyzing the content of 5-hydroxymethylcytosine (5-hmC) in each gene. A genetic marker that can be used to detect pancreatic cancer.
因此,本发明的第一个方面涉及用于检测胰腺癌的基因标志物,包括一个或两个以上以下基因:麦芽糖酶(SI)、C型外源凝集素家族4成员C(CLEC4C)、分选蛋白7(SNX7)、间质同源框2(MEOX2)、FAT 非典型钙粘蛋白1(FAT1)、黄素包含单氧酶3(FMO3)、囊性纤维化跨膜传导调节蛋白(CFTR)、磷脂磷酸酶相关蛋白3(PLPPR3)、α白蛋白(AFM)和胶原蛋白V型α2链(COL5A2)。优选的,所述基因标志物包括SI、CLEC4C、SNX7、MEOX2、FAT1、FMO3、CFTR、PLPPR3、AFM和COL5A2。Accordingly, a first aspect of the invention relates to a genetic marker for detecting pancreatic cancer comprising one or more of the following genes: maltase (SI), C-type lectin family 4 member C (CLEC4C), sub- Protein 7 (SNX7), mesenchymal homeobox 2 (MEOX2), FAT atypical cadherin 1 (FAT1), flavin containing monooxygenase 3 (FMO3), cystic fibrosis transmembrane conductance regulatory protein (CFTR) ), phospholipid phosphatase-related protein 3 (PLPPR3), alpha albumin (AFM), and collagen V-type α2 chain (COL5A2). Preferably, the genetic markers include SI, CLEC4C, SNX7, MEOX2, FAT1, FMO3, CFTR, PLPPR3, AFM and COL5A2.
本发明还涉及上述基因标志物在检测胰腺癌中的用途,通过高通量测序检测胰腺癌基因标志物中5-羟甲基胞嘧啶的含量,从而判定胰腺癌是否存在。The present invention also relates to the use of the above-mentioned gene marker for detecting pancreatic cancer, and detecting the content of 5-hydroxymethylcytosine in the pancreatic cancer gene marker by high-throughput sequencing, thereby determining whether pancreatic cancer is present.
本发明的第二个方面涉及用于检测胰腺癌的方法,包括以下步骤:A second aspect of the invention relates to a method for detecting pancreatic cancer comprising the steps of:
a)测定正常样品和受试者样品中本发明所述的基因标志物的5-hmC的含量;a) determining the 5-hmC content of the genetic markers of the invention in normal and subject samples;
b)用正常样品中所述基因标志物的5-hmC含量作为参照,将受试者样品中对应的基因标志物的5-hmC含量标准化;b) normalizing the 5-hmC content of the corresponding gene marker in the sample of the subject using the 5-hmC content of the gene marker in the normal sample as a reference;
c)对经标准化的所述基因标志物的5-hmC含量进行数学关联,并获得评分;c) mathematically correlating the 5-hmC content of the standardized genetic marker and obtaining a score;
d)根据所述评分获得检测结果。d) Obtain a test result based on the score.
在一个实施方案中,所述样品是受试者或正常人体液中游离的DNA片段,或来源于细胞器、细胞以及组织中的完整基因组DNA。其中,体液是血液、尿液、汗液、痰液、粪便、脑脊液、腹水、胸水、胆汁、胰腺液等。In one embodiment, the sample is a free DNA fragment in a subject or normal human body fluid, or is derived from intact genomic DNA in organelles, cells, and tissues. Among them, body fluids are blood, urine, sweat, sputum, feces, cerebrospinal fluid, ascites, pleural effusion, bile, pancreatic juice, and the like.
在一个实施方案中,本发明所述的基因标志物的5-hmC含量可通过本领域技术人员已知的任何方法进行测定,例如包括但不限于,葡 糖基化法、限制性内切酶法、化学标记法、与高通量测序方法联用的沉淀法、单分子实时测序法(SMRT)、氧化重亚硫酸盐测序法(OxBS-Seq)等。葡糖基化法的原理是采用T4噬菌体β-葡萄糖转移酶(β-GT),在葡萄糖供体底物尿核苷二磷酸葡萄糖(UDP-Glu)存在下,将葡萄糖转移至羟基位置,从而生成β-葡萄糖基-5-羟甲基胞嘧啶(5-ghmC)。同时可采用同位素标记底物进行定量。在葡糖基化法基础上进一步发展出限制性内切酶法和化学标记法。限制性内切酶法的原理是:葡糖基化反应改变了一些限制性内切酶的酶切特性。甲基化依赖的限制性内切酶MspI和HpaII可识别同样的序列(CCGG),但它们对甲基化状态的敏感性是不同:MspI识别并切割5-甲基胞嘧啶(5-mC)和5-hmC,但不能切割5-ghmC;HpaII只切割完全未修饰的位点,胞嘧啶上的任何修饰(5-mC、5-hmC、5-ghmC)均阻碍切割。若CpG位点含有5-hmC,那么糖基化、酶解之后能检测到条带,未糖基化对照反应中没有条带;同时可采用qPCR进行定量分析。另外,其他限制性内切酶也同样存在阻碍5-ghmC酶切的情况,可应用于5-hmC检测(如:GmrSD,MspJI,PvuRts1I,TaqI等)。化学标记法的原理是:将酶反应底物上的葡萄糖进行化学修饰转变成UDP-6-N3-glucose,将6-N3-glucose转移到羟甲基位置,生成N3-5ghmC。随后,通过点击化学方法在每个5-hmC上添加一分子生物素,结合下一代高通量DNA测序技术或单分子测序技术,可分析5-hmC在基因组DNA中的分布情况。沉淀法是将5-hmC用特殊方式修饰后再将其特异性地从基因组DNA中捕获下来,并进行测序分析。氧化重亚硫酸盐测序法是首 个以单碱基分辨率对5-hmC进行定量测序的方法.首先将5-hmC进行KRuO4氧化处理,生成5-甲酰胞嘧啶(5fC),然后采用重亚硫酸盐测序。在此过程中,5-hmC先氧化为5fC,而后脱氨形成U。通常,同时采用多种检测方法对5-hmC进行定量检测。In one embodiment, the 5-hmC content of the genetic markers of the invention can be determined by any method known to those skilled in the art, including, for example, but not limited to, glucosylation, restriction endonucleases Method, chemical labeling method, precipitation method combined with high-throughput sequencing method, single molecule real-time sequencing method (SMRT), oxidized bisulfite sequencing method (OxBS-Seq), and the like. The principle of the glucosylation method is to transfer glucose to the hydroxyl group in the presence of glucose donor substrate uridine nucleoside diphosphate glucose (UDP-Glu) using T4 phage β-glucose transferase (β-GT). β-Glucosyl-5-hydroxymethylcytosine (5-ghmC) was produced. Isotopically labeled substrates can also be used for quantification. The restriction endonuclease method and the chemical labeling method were further developed on the basis of the glucosylation method. The principle of the restriction endonuclease method is that the glucosylation reaction changes the enzymatic cleavage properties of some restriction enzymes. The methylation-dependent restriction enzymes MspI and HpaII recognize the same sequence (CCGG), but their sensitivity to methylation status is different: MspI recognizes and cleaves 5-methylcytosine (5-mC) And 5-hmC, but not 5-ghmC; HpaII only cleaves completely unmodified sites, and any modification on cytosine (5-mC, 5-hmC, 5-ghmC) blocks cleavage. If the CpG site contains 5-hmC, the band can be detected after glycosylation and enzymatic hydrolysis, and there is no band in the unglycosylated control reaction; qPCR can also be used for quantitative analysis. In addition, other restriction enzymes also have a hindrance to 5-ghmC digestion, and can be applied to 5-hmC detection (eg, GmrSD, MspJI, PvuRts1I, TaqI, etc.). The principle of the chemical labeling method is to chemically modify the glucose on the substrate of the enzyme reaction into UDP-6-N3-glucose, and transfer 6-N3-glucose to the position of the hydroxymethyl group to form N3-5ghmC. Subsequently, a single molecule of biotin was added to each 5-hmC by click chemistry, combined with next-generation high-throughput DNA sequencing technology or single-molecule sequencing technology to analyze the distribution of 5-hmC in genomic DNA. The precipitation method is to modify 5-hmC in a special way and then specifically capture it from genomic DNA and perform sequencing analysis. Oxidized bisulfite sequencing is the first method to quantify 5-hmC with single base resolution. Firstly, 5-hmC is subjected to KRuO4 oxidation treatment to produce 5-formylcytosine (5fC), and then heavy Sulfite sequencing. In this process, 5-hmC is first oxidized to 5fC, and then deaminated to form U. Usually, quantitative detection of 5-hmC is performed simultaneously using a variety of detection methods.
在本发明的一个实施方案中,利用化学标记法结合高通量测序来测定本发明的基因标志物的5-hmC含量。在该具体的实施方案中,测定本发明的基因标志物的5-hmC含量的方法包括以下步骤:将来自胰腺癌患者和正常人的样品的DNA片段化;将所述片段化的DNA末端修复并末端补齐;将末端补齐的DNA与测序接头连接,获得连接产物;通过标记反应对连接产物中的5-羟甲基胞嘧啶进行标记;富集含有5-羟甲基胞嘧啶标记的DNA片段,获得富集产物;对富集产物进行PCR扩增,获得测序文库;对测序文库进行高通量测序,获得测序结果;根据测序结果确定5-羟甲基胞嘧啶在基因上的含量。其中,标记反应包括:i)利用糖基转移酶将带有修饰基团的糖共价连接到5-羟甲基胞嘧啶的羟甲基上,和ii)将直接或间接连有生物素的点击化学底物与带有修饰基团的5-羟甲基胞嘧啶反应。其中,步骤i)和步骤ii)可以按顺序进行,也可以在一个反应中同时进行。这种标记方法减少了测序所需的样本量,且5-羟甲基胞嘧啶上的生物素标签使其在测序中显示出更高的动力学信号,提高了核苷酸识别的准确性。在该实施方案中,所述糖基转移酶包括但不限于:T4噬菌体β-葡糖基转移酶(β-GT)、T4噬菌体α-葡糖基转移酶(α-GT)及其具有相同或相似活性的衍生物、类似物、或重组酶;所述带有修饰基团 的糖包括但不限于:带有叠氮修饰的糖类(例如6-N3-葡萄糖)或带有其他化学修饰(例如羰基、巯基、羟基、羧基、碳-碳双键、碳-碳三键、二硫键、胺基、酰胺基、双烯等)的糖类,其中优选带有叠氮修饰的糖类;所述用于间接连接生物素和点击化学底物的化学基团包括但不限于:羰基、巯基、羟基、羧基、碳-碳双键、碳-碳三键、二硫键、胺基、酰胺基、双烯。在该实施方案中,优选通过固相材料来富集含有5-hmC标记的DNA片段。具体地,可以通过固相亲和反应或其他特异性结合反应将含有5-羟甲基胞嘧啶标记的DNA片段结合在固相材料上,然后通过多次洗涤去除未结合的DNA片段。固相材料包括但不限于带有表面修饰的硅片或其他芯片,例如人工高分子小球(优选直径为1nm-100um)、磁性小球(优选直径为1nm-100um)、琼脂糖小球等(优选直径为1nm-100um)。固相富集中所用的洗涤液是本领域技术人员熟知的缓冲液,包括但不限于:含有Tris-HCl、MOPS、HEPES(pH=6.0-10.0,浓度在1mM到1M之间)、NaCl(0-2M)或表面活性剂如Tween20(0.01%-5%)的缓冲液。在该实施方案中,优选直接在固相上进行PCR扩增从而制备测序文库。如有需要,在固相上进行PCR扩增后,可以回收扩增产物后进行第二轮PCR扩增来制备测序文库。所述第二轮PCR扩增可用本领域技术人员已知的常规方法进行。任选地,在制备测序文库的过程中可进一步包括一个或多个纯化步骤。本领域技术人员知晓的或可商购的任何纯化试剂盒均可用于本发明。纯化方法包括但不限于:凝胶电泳切胶回收、硅胶膜离心柱法、磁珠法、乙醇或异丙醇沉淀法或其组合。任选地,在高通量测序之前, 对测序文库进行质量检查。例如,对文库进行片段大小分析并使用qPCR方法对文库的浓度进行绝对定量。通过质量检查的测序文库可用于高通量测序。然后将一定数量(1-96个)含有不同barcode的文库按相同浓度混匀并根据二代测序仪的标准上机方法上机测序,获得测序结果。本领域已知的各种二代测序平台及其相关的试剂可用于本发明。In one embodiment of the invention, the 5-hmC content of the genetic markers of the invention is determined using chemical labeling in conjunction with high throughput sequencing. In this particular embodiment, the method of determining the 5-hmC content of a genetic marker of the present invention comprises the steps of: fragmenting DNA from a sample of a pancreatic cancer patient and a normal human; repairing the fragmented DNA end And finishing the end; the end-filled DNA is ligated to the sequencing linker to obtain a ligation product; the 5-hydroxymethylcytosine in the ligation product is labeled by a labeling reaction; enrichment contains a 5-hydroxymethylcytosine tag The DNA fragment is obtained as an enriched product; the enriched product is subjected to PCR amplification to obtain a sequencing library; the sequencing library is subjected to high-throughput sequencing to obtain a sequencing result; and the genetic content of 5-hydroxymethylcytosine is determined according to the sequencing result. . Wherein the labeling reaction comprises: i) covalent attachment of a sugar having a modifying group to a methylol group of 5-hydroxymethylcytosine using a glycosyltransferase, and ii) direct or indirect attachment of biotin Click on the chemical substrate to react with 5-hydroxymethylcytosine with a modifying group. Wherein step i) and step ii) may be carried out sequentially or simultaneously in one reaction. This labeling method reduces the amount of sample required for sequencing, and the biotin tag on 5-hydroxymethylcytosine allows it to display higher kinetic signals in sequencing, improving the accuracy of nucleotide recognition. In this embodiment, the glycosyltransferase includes, but is not limited to, T4 phage β-glucosyltransferase (β-GT), T4 bacteriophage α-glucosyltransferase (α-GT), and the same Or a similarly active derivative, analog, or recombinase; the saccharide with a modifying group includes, but is not limited to, a saccharide with an azide modification (eg, 6-N3-glucose) or with other chemical modifications a saccharide (e.g., a carbonyl group, a thiol group, a hydroxyl group, a carboxyl group, a carbon-carbon double bond, a carbon-carbon triple bond, a disulfide bond, an amine group, an amide group, a diene, etc.), among which a saccharide modified with azide is preferred. The chemical group for indirectly linking the biotin and the click chemical substrate includes, but is not limited to, a carbonyl group, a thiol group, a hydroxyl group, a carboxyl group, a carbon-carbon double bond, a carbon-carbon triple bond, a disulfide bond, an amine group, Amido group, diene. In this embodiment, the DNA fragment containing the 5-hmC label is preferably enriched by a solid phase material. Specifically, a DNA fragment containing a 5-hydroxymethylcytosine label can be bound to a solid phase material by a solid phase affinity reaction or other specific binding reaction, and then the unbound DNA fragment can be removed by multiple washings. Solid phase materials include, but are not limited to, silicon wafers or other chips with surface modification, such as artificial polymer beads (preferably 1 nm to 100 um in diameter), magnetic beads (preferably 1 nm to 100 um in diameter), agarose beads, etc. (Preferably from 1 nm to 100 um in diameter). The washing liquid used for solid phase enrichment is a buffer well known to those skilled in the art, including but not limited to: containing Tris-HCl, MOPS, HEPES (pH=6.0-10.0, concentration between 1 mM and 1 M), NaCl (0) - 2M) or a buffer such as Tween 20 (0.01% - 5%). In this embodiment, PCR amplification is preferably performed directly on the solid phase to prepare a sequencing library. If necessary, after performing PCR amplification on a solid phase, the amplified product can be recovered and subjected to a second round of PCR amplification to prepare a sequencing library. The second round of PCR amplification can be performed using conventional methods known to those skilled in the art. Optionally, one or more purification steps may be further included in the process of preparing the sequencing library. Any purification kit known or commercially available to those skilled in the art can be used in the present invention. Purification methods include, but are not limited to, gel electrophoresis gel recovery, silica gel membrane spin column method, magnetic bead method, ethanol or isopropanol precipitation method, or a combination thereof. Optionally, the sequencing library is quality checked prior to high throughput sequencing. For example, the library is subjected to fragment size analysis and the concentration of the library is absolutely quantified using the qPCR method. Sequencing libraries that pass quality checks can be used for high throughput sequencing. Then, a certain number (1-96) of libraries containing different barcodes were mixed at the same concentration and sequenced according to the standard on-line method of the second generation sequencer to obtain sequencing results. Various second generation sequencing platforms and related reagents known in the art can be used in the present invention.
在本发明的一个实施方案中,优选将测序结果与标准人类基因组参考序列进行比对,挑选出其中比对到本发明基因标志物上的序列,即选择比对位点与基因特征(如组蛋白修饰位点、转录因子结合位点、基因外显子内含子区域以及基因启动子等)重合区域的读段数量,以代表5-hmC在该基因上的修饰水平,从而测定5-hmC在该基因标志物上的含量。优选在进行比对前,首先将测序结果清除低质量测序位点,其中衡量测序位点质量的因素包括但不限于:碱基质量、reads质量、GC含量、重复序列和Overrepresented序列数量等。该步骤中涉及的各种比对软件和分析方法是本领域已知的。In one embodiment of the invention, the sequencing results are preferably aligned with a standard human genome reference sequence, and the sequences in which the gene markers of the invention are aligned are selected, ie, the alignment sites and gene features (eg, groups) are selected. The number of reads of the coincident region of the protein modification site, transcription factor binding site, gene exon intron region, and gene promoter, etc., to represent the level of modification of 5-hmC on the gene, thereby determining 5-hmC The amount on the genetic marker. Preferably, the sequencing results are first cleared of low-quality sequencing sites prior to the alignment, wherein factors that measure the quality of the sequencing sites include, but are not limited to, base quality, reads mass, GC content, repeat sequences, and number of Overrepresented sequences. The various alignment software and analytical methods involved in this step are known in the art.
在本发明的一个实施方案中,测定基因标志物的5-hmC含量是指测定该基因标志物全长上的5-hmC含量或测定该基因标志物上某一片段的5-hmC含量或其组合。In one embodiment of the present invention, determining the 5-hmC content of the gene marker means determining the 5-hmC content of the full length of the gene marker or determining the 5-hmC content of a fragment of the gene marker or combination.
根据本发明,在测定各基因标志物上5-hmC含量之后,用正常样品中所述基因标志物的5-hmC含量作为参照,将受试者样品中对应的基因标志物的5-hmC含量标准化。举例而言,正常样品和受试者样品中同一基因标志物的5-hmC含量分别为X和Y,则受试者样品中该基 因标志物的标准化5-hmC含量为Y/X。According to the present invention, after determining the 5-hmC content of each gene marker, the 5-hmC content of the corresponding gene marker in the sample of the subject is used as a reference with the 5-hmC content of the gene marker in the normal sample. standardization. For example, the 5-hmC content of the same gene marker in the normal sample and the subject sample is X and Y, respectively, and the normalized 5-hmC content of the genetic marker in the subject sample is Y/X.
根据本发明,在数据标准化后,对各基因标志物的标准化5-hmC含量进行数学关联以获得评分,从而根据所述评分获得检测结果。如本文所用,“数学关联”是指将来自生物样品的基因标志物的5-hmC含量与胰腺癌诊断结果相关联的任何计算方法或机器学习方法。本领域普通技术人员理解,可选择不同的计算方法或工具用于提供本发明的数学关联,例如弹性网络正则化、决策树、广义线性模型、逻辑回归、最高分值对、神经网络、线性和二次判别式分析(LQA和QDA)、朴素贝叶斯、随机森林和支持向量机。According to the present invention, after the data is normalized, the standardized 5-hmC content of each gene marker is mathematically correlated to obtain a score, thereby obtaining a detection result based on the score. As used herein, "mathematical association" refers to any computational or machine learning method that correlates the 5-hmC content of a genetic marker from a biological sample with the diagnosis of pancreatic cancer. One of ordinary skill in the art understands that different computing methods or tools can be selected to provide the mathematical associations of the present invention, such as elastic network regularization, decision trees, generalized linear models, logistic regression, highest score pairs, neural networks, linear and Quadratic Discriminant Analysis (LQA and QDA), Naive Bayes, Random Forest, and Support Vector Machines.
在本发明的一个实施方案中,对各基因标志物的标准化5-hmC含量进行数学关联并获得评分的具体步骤如下:将各基因标志物的标准化5-hmC含量乘以加权系数,获得该基因标志物的预测因子t;将各基因标志物的预测因子t相加,获得总预测因子T;将总预测因子T经过Logistic转换获得评分P;若P>0.5,则该受试者样品患有胰腺癌;若P≤0.5,则该受试者样品为正常。本文所述的加权系数是指在考虑可能影响5-hmC含量的因素(例如受试者地域、年龄、性别、低于、吸烟史、饮酒史、家族史等)的情况下,通过本领域技术人员已知的各种高级统计分析方法获得的系数。In one embodiment of the present invention, the specific steps for mathematically correlating the standardized 5-hmC content of each gene marker and obtaining a score are as follows: multiplying the normalized 5-hmC content of each gene marker by a weighting coefficient to obtain the gene The predictor of the marker t; the predictor t of each gene marker is added to obtain a total predictor T; the total predictor T is subjected to Logistic conversion to obtain a score P; if P>0.5, the subject sample suffers Pancreatic cancer; if P ≤ 0.5, the subject sample is normal. The weighting factor described herein refers to the art by the art in consideration of factors that may affect the 5-hmC content (eg, subject area, age, sex, below, smoking history, drinking history, family history, etc.) The coefficients obtained by various advanced statistical analysis methods known to the person.
本发明第三个方面还涉及利用上述基因标志物进行胰腺癌检测的试剂盒,其包括用于测定上述基因标志物的5-hmC含量的试剂和说明书。用于测定基因标志物的5-hmC含量的试剂是本领域技术人员已知的,例如T4噬菌体β-葡萄糖转移酶和同位素标记(对于葡糖基 化法)、限制性内切酶(对于限制性内切酶法)、糖基转移酶和生物素(对于化学标记法)、PCR和测序所用试剂等。A third aspect of the present invention also relates to a kit for detecting pancreatic cancer using the above gene marker, which comprises a reagent and a specification for measuring a 5-hmC content of the above gene marker. Agents for determining the 5-hmC content of a genetic marker are known to those skilled in the art, such as T4 bacteriophage beta-glucose transferase and isotopic labeling (for glucosylation), restriction enzymes (for restriction) Endonuclease method), glycosyltransferase and biotin (for chemical labeling), reagents for PCR and sequencing, and the like.
与现有技术相比,本发明检测胰腺癌的方法是基于基因标志物上的5-hmC含量,因此可以使用更为广泛的DNA样品来源。因此,本发明检测胰腺癌的方法具有以下几个优点:(1)安全无创,即使无症状人群也对该检测接受度高;(2)DNA来源广泛,不存在影像学中的检测盲区;(3)准确性高,对早期胰腺癌有较高的灵敏度和特异性,适合用于胰腺癌的早期筛查;(4)操作方便,用户体验好,容易进行胰腺癌复发和转移的动态监测。本发明的基因标志物可与其他临床指标相结合,为胰腺癌筛查、诊断、治疗与预后提供更准确的判断。Compared to the prior art, the method for detecting pancreatic cancer of the present invention is based on the 5-hmC content of the gene marker, and thus a wider range of DNA sample sources can be used. Therefore, the method for detecting pancreatic cancer of the present invention has the following advantages: (1) safe and non-invasive, even if the asymptomatic population has high acceptance of the test; (2) the DNA source is extensive, and there is no blind spot in the imaging; 3) High accuracy, high sensitivity and specificity for early pancreatic cancer, suitable for early screening of pancreatic cancer; (4) Convenient operation, good user experience, and easy dynamic monitoring of pancreatic cancer recurrence and metastasis. The gene markers of the present invention can be combined with other clinical indicators to provide more accurate judgments for pancreatic cancer screening, diagnosis, treatment and prognosis.
附图说明DRAWINGS
图1是本发明区分胰腺癌样品与健康样品对照的曲线图。Figure 1 is a graph depicting a pancreatic cancer sample and a healthy sample control of the present invention.
具体实施方式Detailed ways
下面结合实施例及附图对本发明进行详细说明,以使本领域技术人员更好的理解本发明,并能予以实施。The present invention will be described in detail below with reference to the embodiments and the accompanying drawings, in which FIG.
实施例1.胰腺癌基因标志物的筛选Example 1. Screening of pancreatic cancer gene markers
1)抽提血浆DNA:1) Extraction of plasma DNA:
从来自20位胰腺癌患者和20位正常人的样品中分别抽提10ng血浆DNA。可利用本领域技术人员所熟知的任何适用于抽提血浆DNA的方法、和试剂进行此步骤。10 ng of plasma DNA was extracted from samples from 20 pancreatic cancer patients and 20 normal subjects, respectively. This step can be carried out using any method and reagent suitable for extracting plasma DNA well known to those skilled in the art.
2)将血浆DNA进行末端补齐、悬A并与测序接头连接:2) End the plasma DNA, suspend A and connect to the sequencing linker:
根据Kapa Hyper Perp Kit说明书制备含有50uL血浆DNA、7uL  End Repair&A-Tailing Buffer和3uL End Repair&A-Tailing Enzyme mix的反应混合液(总体积为60uL),在20℃温浴30分钟,然后在65℃温浴30分钟。在1.5mL低吸附EP管中配置以下连接反应混合物:5uL Nuclease free water,30uL Ligation Buffer以及10uL DNA Ligase。向45uL连接反应混合物中加入5uL的测序接头,混合,于20℃加热20分钟,然后保持于4℃。使用AmpureXP beads对反应产物进行纯化,用20uL含Tris-HCl(10mM,pH=8.0)及EDTA(0.1mM)的缓冲液进行洗脱获得最终的DNA连接样品。Prepare a reaction mixture containing 50 uL of plasma DNA, 7 uL End Repair & A-Tailing Buffer and 3 uL End Repair & A-Tailing Enzyme mix according to the Kapa Hyper Perp Kit instructions (total volume 60 uL), warm bath at 20 ° C for 30 minutes, then warm bath at 65 ° C 30 minute. The following ligation reaction mixture was placed in a 1.5 mL low adsorption EP tube: 5 uL Nuclease free water, 30 uL Ligation Buffer and 10 uL DNA Ligase. 5 uL of the sequencing adaptor was added to the 45 uL ligation reaction mixture, mixed, heated at 20 °C for 20 minutes, and then kept at 4 °C. The reaction product was purified using Ampure XP beads, and eluted with 20 uL of a buffer containing Tris-HCl (10 mM, pH = 8.0) and EDTA (0.1 mM) to obtain a final DNA-ligated sample.
3)标记5-羟甲基胞嘧啶:3) Labeling 5-hydroxymethylcytosine:
制备总体积为26uL的标记反应混合液:叠氮修饰的二磷酸尿苷葡萄糖(即UDP-N3-Glu,终浓度为50uM)、β-GT(终浓度为1uM)、Mg2+(终浓度为25mM)、HEPES(pH=8.0,终浓度为50mM)和来自上述步骤的20uL DNA。将混合液在37℃温浴1小时。取出混合液,用AmpureXP beads纯化,获得纯化的20uL DNA。Prepare a total of 26 uL of labeling reaction mixture: azide-modified uridine diphosphate glucose (ie UDP-N3-Glu, final concentration 50 uM), β-GT (final concentration 1 uM), Mg2+ (final concentration 25 mM) ), HEPES (pH = 8.0, final concentration of 50 mM) and 20 uL of DNA from the above procedure. The mixture was incubated at 37 ° C for 1 hour. The mixture was taken out and purified with Ampure XP beads to obtain purified 20 uL of DNA.
然后在上述纯化的20uL DNA中加入1uL连接有生物素的二苯基环辛炔(DBCO-Biotin),于37℃反应2小时,接着用AmpureXP beads纯化,获得纯化的标记产物。Then, 1 uL of biotin-containing diphenylcyclooctyne (DBCO-Biotin) was added to the above purified 20 uL DNA, and reacted at 37 ° C for 2 hours, followed by purification with Ampure XP beads to obtain a purified labeled product.
4)固相富集含有标记的5-羟甲基胞嘧啶的DNA片段:4) Solid phase enrichment of DNA fragments containing labeled 5-hydroxymethylcytosine:
首先,按以下步骤准备磁珠:取出0.5uL C1streptadvin beads(life technology)并加入100uL缓冲液(5mM Tris,pH=7.5,1M NaCl,0.02%Tween20),涡旋混合30秒,然后用100uL洗涤液(5mM Tris,pH=7.5,1M NaCl,0.02%Tween20)洗涤磁珠3次,最后 加入25uL结合缓冲液(10mM Tris,pH=7.5,2M NaCl,0.04%Tween20或其他表面活性剂),并混合均匀。First, prepare the magnetic beads as follows: Take 0.5 uL of C1streptadvin beads (life technology) and add 100 uL of buffer (5 mM Tris, pH = 7.5, 1 M NaCl, 0.02% Tween 20), vortex for 30 seconds, then use 100 uL of washing solution. (5 mM Tris, pH = 7.5, 1 M NaCl, 0.02% Tween 20) Wash the beads 3 times, and finally add 25 uL of binding buffer (10 mM Tris, pH = 7.5, 2 M NaCl, 0.04% Tween 20 or other surfactant) and mix Evenly.
然后,在磁珠混合液中加入上述步骤获得的纯化的标记产物,并在旋转混合器中混合15min使其充分结合。Then, the purified labeled product obtained in the above procedure was added to the magnetic bead mixture, and mixed for 15 minutes in a rotary mixer to sufficiently bind.
最后,用100uL洗涤液(5mM Tris,pH=7.5,1M NaCl,0.02%Tween20)洗涤磁珠3次,离心去掉上清液,加入23.75uL不含核酸酶的水。Finally, the magnetic beads were washed 3 times with 100 uL of washing solution (5 mM Tris, pH = 7.5, 1 M NaCl, 0.02% Tween 20), the supernatant was removed by centrifugation, and 23.75 uL of nuclease-free water was added.
5)PCR扩增:5) PCR amplification:
向上述步骤的最终体系中加入25uL的2X PCR master mix和1.25uL PCR引物(总体积为50uL),按照下述PCR反应循环的温度和条件进行扩增:To the final system of the above procedure, 25 uL of 2X PCR master mix and 1.25 uL of PCR primers (total volume 50 uL) were added and amplified according to the temperature and conditions of the following PCR reaction cycle:
Figure PCTCN2017119005-appb-000001
Figure PCTCN2017119005-appb-000001
将扩增产物用AmpureXP beads纯化,得到最终测序文库。The amplified product was purified using Ampure XP beads to give a final sequencing library.
6)对测序文库进行质检后进行高通量测序:6) High-throughput sequencing after sequencing the sequencing library:
将获得的测序文库通过qPCR进行浓度测定,并用Agilent2100对文库中DNA片段大小含量进行确定。将通过质检的测序文库以相同浓度混合,用Illumina Hiseq 4000进行测序。The obtained sequencing library was subjected to concentration determination by qPCR, and the DNA fragment size content in the library was determined using Agilent 2100. The sequencing libraries passed the QC were mixed at the same concentration and sequenced using an Illumina Hiseq 4000.
7)确定各基因标志物的5-hmC含量和加权系数:7) Determine the 5-hmC content and weighting factor of each gene marker:
将获得的测序结果进行初步质控评估,清除低质量测序位点后,将达到测序质量标准的读段利用Bowtie2工具与人类标准基因组参 考序列进行比较。然后利用featureCounts和HtSeq-Count工具来统计读段数量以确定各基因标志物的5-hmC含量。同时利用高通量测序结果,将可能影响5-hmC含量的因素作为共变量,通过逻辑回归和弹性网络正则化获得各基因标志物的加权系数。结果如表1所示。The obtained sequencing results were subjected to preliminary quality control evaluation, and after the low-quality sequencing sites were cleared, the reads that met the sequencing quality standards were compared with the human standard genome reference sequence using the Bowtie 2 tool. The feature counts and HtSeq-Count tools were then used to count the number of reads to determine the 5-hmC content of each gene marker. At the same time, using high-throughput sequencing results, the factors that may affect the 5-hmC content were used as covariates, and the weighting coefficients of each gene marker were obtained by logistic regression and elastic network regularization. The results are shown in Table 1.
表1:本发明的胰腺癌基因标志物的平均标准化5-hmC含量和加权系数Table 1: Average normalized 5-hmC content and weighting coefficient of pancreatic cancer gene markers of the present invention
Figure PCTCN2017119005-appb-000002
Figure PCTCN2017119005-appb-000002
如上所述,平均标准化5-hmC含量是指胰腺癌样品中该基因标志物的平均5-hmC含量与正常样品中同一基因标志物的平均5-hmC含量之比。从表1可以看出,本发明的胰腺癌基因标志物的5-hmC含量在正常样品中和胰腺癌样品中存在显著差异,并且除CLEC4C、PLPPR3之外,其余基因标志物的5-hmC含量相对于正常人均显著增加。As described above, the average normalized 5-hmC content refers to the ratio of the average 5-hmC content of the gene marker in the pancreatic cancer sample to the average 5-hmC content of the same gene marker in the normal sample. As can be seen from Table 1, the 5-hmC content of the pancreatic cancer gene marker of the present invention is significantly different between the normal sample and the pancreatic cancer sample, and the 5-hmC content of the remaining gene markers except for CLEC4C and PLPPR3. Significantly increased relative to normal people.
实施例2.胰腺癌基因标志物的有效性Example 2. Effectiveness of pancreatic cancer gene markers
本实施例验证本发明的胰腺癌基因标志物用于检测胰腺癌的有效性。This example demonstrates the effectiveness of the pancreatic cancer gene marker of the present invention for detecting pancreatic cancer.
根据实施例1的方法测定第一批82个样品(41例胰腺癌和41例健康对照)中本发明所述的10个胰腺癌基因标志物的5-hmC含量。The 5-hmC content of the 10 pancreatic cancer gene markers of the present invention in the first 82 samples (41 pancreatic cancers and 41 healthy controls) was determined according to the method of Example 1.
将各基因标志物的标准化5-hmC含量乘以该标志物在实施例1中对应的加权系数,获得该基因标志物的预测因子t,之后将各基因标志物的预测因子t相加,获得总预测因子T,然后将总预测因子T根据以下公式经过Logistic转换获得评分P:Multiplying the normalized 5-hmC content of each gene marker by the corresponding weighting coefficient of the marker in Example 1, obtaining the predictor t of the gene marker, and then adding the predictor t of each gene marker to obtain The total predictor T, and then the total predictor T is subjected to Logistic conversion according to the following formula to obtain the score P:
Figure PCTCN2017119005-appb-000003
Figure PCTCN2017119005-appb-000003
若P>0.5,则该受试者样品患有胰腺癌;若P≤0.5,则该受试者样品为正常。If P > 0.5, the subject sample has pancreatic cancer; if P < 0.5, the subject sample is normal.
图1示出了根据本发明的方法区分该批样品的结果。如图1所示,本发明的方法能够达到95%的灵敏度和87%的特异性。Figure 1 shows the results of distinguishing the batch of samples in accordance with the method of the present invention. As shown in Figure 1, the method of the invention is capable of achieving 95% sensitivity and 87% specificity.
最后应当说明的是,以上内容仅用以说明本发明的技术方案,而非对本发明保护范围的限制,本领域的普通技术人员对本发明的技术方案进行的简单修改或者等同替换,均不脱离本发明技术方案的实质和范围。It should be noted that the above description is only for explaining the technical solutions of the present invention, and is not intended to limit the scope of the present invention. Those skilled in the art can easily modify or replace the technical solutions of the present invention without departing from the present disclosure. The essence and scope of the technical solution of the invention.

Claims (10)

  1. 基因标志物用于检测胰腺癌的用途,通过高通量测序检测胰腺癌基因标志物中5-羟甲基胞嘧啶的含量,从而判定胰腺癌是否存在,所述基因标志物包括一个或两个以上以下基因:麦芽糖酶(SI)、C型外源凝集素家族4成员C(CLEC4C)、分选蛋白7(SNX7)、间质同源框2(MEOX2)、FAT非典型钙粘蛋白1(FAT1)、黄素包含单氧酶3(FMO3)、囊性纤维化跨膜传导调节蛋白(CFTR)、磷脂磷酸酶相关蛋白3(PLPPR3)、α白蛋白(AFM)和胶原蛋白V型α2链(COL5A2)。The use of gene markers for detecting pancreatic cancer, and detecting the presence of pancreatic cancer by high-throughput sequencing to detect the presence of 5-hydroxymethylcytosine in a pancreatic cancer gene marker, the genetic marker comprising one or two The following genes are: maltase (SI), C-type lectin family 4 member C (CLEC4C), sorting protein 7 (SNX7), mesenchymal homeobox 2 (MEOX2), FAT atypical cadherin 1 ( FAT1), flavin contains monooxygenase 3 (FMO3), cystic fibrosis transmembrane conductance regulator (CFTR), phospholipid phosphatase associated protein 3 (PLPPR3), alpha albumin (AFM), and collagen V-type α2 chain (COL5A2).
  2. 根据权利要求1所述的用途,其特征在于:所述基因标志物包括SI、CLEC4C、SNX7、MEOX2、FAT1、FMO3、CFTR、PLPPR3、AFM和COL5A2。The use according to claim 1, characterized in that the genetic markers include SI, CLEC4C, SNX7, MEOX2, FAT1, FMO3, CFTR, PLPPR3, AFM and COL5A2.
  3. 一种用于检测胰腺癌的方法,其特征在于包括以下步骤:A method for detecting pancreatic cancer, comprising the steps of:
    a)测定正常样品和受试者样品中权利要求1和2所述的基因标志物的5-羟甲基胞嘧啶的含量;a) determining the content of 5-hydroxymethylcytosine of the gene markers of claims 1 and 2 in the normal sample and the subject sample;
    b)用正常样品中所述基因标志物的5-羟甲基胞嘧啶含量作为参照,将受试者样品中对应的基因标志物的5-羟甲基胞嘧啶含量标准化,正常样品和受试者样品中同一基因标志物的5-羟甲基胞嘧啶含量分别为X和Y,则受试者样品中该基因标志物的标准化5-羟甲基胞嘧啶含量为Y/X;b) normalizing the 5-hydroxymethylcytosine content of the corresponding gene marker in the subject sample using the 5-hydroxymethylcytosine content of the gene marker in the normal sample as a reference, normal sample and subject The 5-hydroxymethylcytosine content of the same gene marker in the sample is X and Y, respectively, and the standardized 5-hydroxymethylcytosine content of the gene marker in the sample of the subject is Y/X;
    c)对步骤b)中经标准化的所述基因标志物的5-羟甲基胞嘧啶含量进行数学关联,并获得评分P;c) mathematically correlating the 5-hydroxymethylcytosine content of the genetic marker normalized in step b) and obtaining a score P;
    d)根据所述评分P的数值大小得到受试者样品是否患有胰腺癌的检测结果。d) Obtaining a test result of whether the subject sample has pancreatic cancer according to the numerical value of the score P.
  4. 根据权利要求3所述的方法,其特征在于步骤a)包括如下步骤:将来自胰腺癌患者和正常人的样品的DNA片段化;将所述片段化的DNA末端修复并末端补齐;将末端补齐的DNA与测序接头连接,获得连接产物;通过标记反应对连接产物中的5-羟甲基胞嘧啶进行标记;富集含有5-羟甲基胞嘧啶标记的DNA片段,获得富集产物;对富集产物进行PCR扩增,获得测序文库;对测序文库进行高通量测序,获得测序结果;根据测序结果确定5-羟甲基胞嘧啶在基因上的含量。The method according to claim 3, wherein the step a) comprises the steps of: fragmenting DNA from a sample of a pancreatic cancer patient and a normal human; repairing and ending the fragmented DNA end; The complemented DNA is ligated to the sequencing linker to obtain a ligation product; the 5-hydroxymethylcytosine in the ligation product is labeled by a labeling reaction; the DNA fragment containing the 5-hydroxymethylcytosine tag is enriched to obtain an enriched product PCR amplification of the enriched product to obtain a sequencing library; high-throughput sequencing of the sequencing library to obtain sequencing results; determining the genetic content of 5-hydroxymethylcytosine according to the sequencing result.
  5. 根据权利要求4所述的方法,其特征在于:所述标记反应包括:i)利用糖基转移酶将带有修饰基团的糖共价连接到5-羟甲基胞嘧啶的羟甲基上,和ii)将直接或间接连有生物素的点击化学底物与带有修饰基团的5-羟甲基胞嘧啶反应。The method according to claim 4, wherein said labeling reaction comprises: i) covalently linking a sugar having a modifying group to a hydroxymethyl group of 5-hydroxymethylcytosine using a glycosyltransferase And ii) reacting a click chemical substrate directly or indirectly with biotin with a 5-hydroxymethylcytosine bearing a modifying group.
  6. 根据权利要求3、4或5所述的方法,其特征在于:所述步骤(a)是测定所述基因标志物全长或其片段上的5-羟甲基胞嘧啶的含量。The method according to claim 3, 4 or 5, wherein the step (a) is for determining the content of 5-hydroxymethylcytosine on the entire length of the gene marker or a fragment thereof.
  7. 根据权利要求3、4或5所述的方法,其特征在于步骤c)包括如下步骤:将各基因标志物的标准化5-羟甲基胞嘧啶含量乘以加权系数,获得该基因标志物的预测因子t;将各基因标志物的预测因子t相加,获得总预测因子T;将总预测因子T经过Logistic转换获得评分P;若P>0.5,则该受试者样品患有胰腺癌;若P≤0.5,则该受试者样品为正常。The method according to claim 3, 4 or 5, wherein the step c) comprises the step of multiplying the normalized 5-hydroxymethylcytosine content of each gene marker by a weighting coefficient to obtain a prediction of the genetic marker Factor t; adding the predictor t of each gene marker to obtain a total predictor T; the total predictor T is subjected to Logistic conversion to obtain a score P; if P>0.5, the subject sample has pancreatic cancer; P ≤ 0.5, the subject sample is normal.
  8. 根据权利要求3所述的方法,其特征在于:所述样品是来自正常人或受试者体液中游离的DNA片段,或来源于细胞器、细胞以及组 织中的完整基因组DNA。The method according to claim 3, wherein the sample is a free DNA fragment derived from a normal human or a subject's body fluid, or derived from an intact genomic DNA in an organelle, a cell, and a tissue.
  9. 根据权利要求8所述的方法,其特征在于:所述体液是血液、尿液、汗液、痰液、粪便、脑脊液、腹水、胸水、胆汁或胰腺液。The method according to claim 8, wherein the body fluid is blood, urine, sweat, sputum, feces, cerebrospinal fluid, ascites, pleural effusion, bile or pancreatic juice.
  10. 一种用于检测胰腺癌的试剂盒,其特征在于包括:A kit for detecting pancreatic cancer, comprising:
    a)用于测定权利要求1所述基因标志物的5-羟甲基胞嘧啶含量的试剂;和b)说明书;a) an agent for determining the 5-hydroxymethylcytosine content of the gene marker of claim 1; and b) instructions;
    所述5-羟甲基胞嘧啶含量是指所述基因标志物全长或其片段上的5-羟甲基胞嘧啶的含量。The 5-hydroxymethylcytosine content refers to the content of 5-hydroxymethylcytosine on the entire length of the gene marker or a fragment thereof.
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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2020061380A1 (en) * 2018-09-19 2020-03-26 Bluestar Genomics, Inc. Cell-free dna hydroxymethylation profiles in the evaluation of pancreatic lesions

Families Citing this family (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107385050A (en) * 2017-08-04 2017-11-24 上海易毕恩生物技术有限公司 For detecting the gene marker, kit and cancer of pancreas detection method of cancer of pancreas
CN107385051A (en) * 2017-08-04 2017-11-24 上海易毕恩生物技术有限公司 For detecting liver tumour good pernicious gene marker, kit and detection method
CN107365845A (en) * 2017-08-04 2017-11-21 上海易毕恩生物技术有限公司 For detecting the gene marker, kit and lung cancer detection method of lung cancer
CN111489829A (en) * 2020-05-29 2020-08-04 杭州广科安德生物科技有限公司 Method for constructing mathematical model for detecting pancreatic cancer in vitro and application thereof
CN114250298B (en) * 2020-09-23 2024-09-24 中国医学科学院北京协和医院 DNA methylation marker of pancreatic duct adenocarcinoma and application thereof
CN112391470A (en) * 2020-11-11 2021-02-23 广东医科大学 Pancreatic cancer miRNA prognosis model establishment and targeted gene screening method

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2005118878A2 (en) * 2004-06-03 2005-12-15 The Johns Hopkins University Methods of screening for cell proliferation or neoplastic disorders
WO2013106844A2 (en) * 2012-01-13 2013-07-18 Oncocyte Corporation Methods and compositions for the treatment and diaginosis of pancreatic cancer
CN106755464A (en) * 2017-01-11 2017-05-31 上海易毕恩基因科技有限公司 For the method for screening the gene marker of intestinal cancer and/or stomach cancer, the gene marker and application thereof that is screened with the method
CN107385050A (en) * 2017-08-04 2017-11-24 上海易毕恩生物技术有限公司 For detecting the gene marker, kit and cancer of pancreas detection method of cancer of pancreas

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2005118878A2 (en) * 2004-06-03 2005-12-15 The Johns Hopkins University Methods of screening for cell proliferation or neoplastic disorders
WO2013106844A2 (en) * 2012-01-13 2013-07-18 Oncocyte Corporation Methods and compositions for the treatment and diaginosis of pancreatic cancer
CN106755464A (en) * 2017-01-11 2017-05-31 上海易毕恩基因科技有限公司 For the method for screening the gene marker of intestinal cancer and/or stomach cancer, the gene marker and application thereof that is screened with the method
CN107385050A (en) * 2017-08-04 2017-11-24 上海易毕恩生物技术有限公司 For detecting the gene marker, kit and cancer of pancreas detection method of cancer of pancreas

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
BHATTACHARYYA SANCHARI: "Genome-wide hydroxymethylation tested using the HELP-GT assay shows redistribution in cancer", NUCLEIC ACIDS RESEARCH, 16 July 2013 (2013-07-16), XP055677438 *
ZHANG, MIN ET AL.: "Expressions and Signification of CFTR and SPINK1 in Chronic Pancreatitis and Chronic Pancreatitis", CHINESE JOURNAL OF LABORATORY DIAGNOSIS, vol. 15, no. 10, 31 October 2011 (2011-10-31), pages 1625 - 1628 *

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2020061380A1 (en) * 2018-09-19 2020-03-26 Bluestar Genomics, Inc. Cell-free dna hydroxymethylation profiles in the evaluation of pancreatic lesions

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