WO2018228028A1 - Gene marker for use in detecting liver cancer and use thereof - Google Patents

Gene marker for use in detecting liver cancer and use thereof Download PDF

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WO2018228028A1
WO2018228028A1 PCT/CN2018/081544 CN2018081544W WO2018228028A1 WO 2018228028 A1 WO2018228028 A1 WO 2018228028A1 CN 2018081544 W CN2018081544 W CN 2018081544W WO 2018228028 A1 WO2018228028 A1 WO 2018228028A1
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liver cancer
hmc
content
gene marker
marker
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French (fr)
Chinese (zh)
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陆星宇
宋艳群
彭莱
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上海易毕恩基因科技有限公司
上海易毕恩生物技术有限公司
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    • 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
    • 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
    • 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
    • C12Q2600/158Expression markers

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  • the present invention relates to the field of clinical molecular diagnosis of liver cancer.
  • the present invention relates to a method and kit for detecting the presence of liver cancer by detecting the 5-hydroxymethylcytosine content of a liver cancer gene marker by high-throughput sequencing.
  • Liver cancer is one of the most common global malignancies. According to the statistics of the World Health Organization in 2008, there are 748,300 new cases each year and 695,900 deaths, of which more than 50% occur in China. In primary liver cancer, 70%-85% is hepatocellular carcinoma (HCC). At present, the 5-year survival rate of liver cancer is only 3%-5%, because most patients are in the middle and advanced stage of treatment, and they have lost the best treatment time. Therefore, early detection and early diagnosis and early treatment are the key to improve the quality of life and prolong survival.
  • HCC hepatocellular carcinoma
  • liver 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 when medical resources are limited, and its accuracy is difficult to guarantee, and it is difficult to widely and routinely apply.
  • Tissue biopsy is the gold standard for clinically diagnosed liver 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, repeated puncture Screening can cause great pain to patients.
  • AFP alpha fetoprotein
  • the maximum diameter of a single cancer nodule in hepatocellular carcinoma is no more than 3 cm or the sum of the diameters of two cancer nodules is less than 3 cm.
  • the standard of small liver cancer in China is that the maximum diameter of a single cancer nodule is no more than 3 cm; the number of multiple cancer nodules is not more than two, and the sum of the maximum diameters should be less than 3 cm.
  • the surgical resection rate of small liver cancer is as high as 93.6%, the prognosis is better, and the survival rate is higher.
  • screening for small liver cancer is mainly performed by ultrasound examination, imaging diagnosis and serum alpha-fetoprotein detection.
  • the accuracy and specificity of these traditional methods for the diagnosis of small liver cancer are not high.
  • the search for new markers of liver cancer is of great significance for improving the diagnosis rate of early liver cancer, achieving early intervention and reducing the mortality of liver cancer.
  • the inventors unexpectedly discovered a number of highly informative samples by performing high-throughput sequencing of normal samples and liver cancer samples and analyzing the 5-hydroxymethylcytosine (5-hmC) content of each gene. It can be used to detect genetic markers of liver cancer.
  • a first aspect of the invention relates to a genetic marker for detecting liver cancer comprising one or more genes selected from the group consisting of FAT atypical cadherin 1 (FAT1) and estrogen-related receptor gamma (ESRRG) ⁇ -aminobutyric acid receptor A ⁇ 3 subunit (GABRB3), TNF receptor superfamily member 11b (TNFRSF11B), receptor interaction serine/threonine kinase 4 (RIPK4), rearranged L-myc fusion protein (RLF), solute carrier family 13 member 5 (SLC13A5), cytochrome P450 oxidoreductase (POR) and Deltex E3 ubiquitin ligase (DTX1).
  • FAT FAT atypical cadherin 1
  • ESRRG estrogen-related receptor gamma
  • GBRB3 subunit GBRB3 subunit
  • TNF receptor superfamily member 11b TNF receptor superfamily member 11b
  • RIPK4 receptor interaction serine/threon
  • the genetic marker comprises at least two, at least three, at least four, at least five, at least six, at least seven, at least eight or at least nine genes selected from the group consisting of FAT1, ESRRG, GABRB3, TNFRSF11B, RIPK4, RLF, SLC13A5, POR and DTX1. More preferably, the genetic markers include FAT1, ESRRG, GABRB3, TNFRSF11B, RIPK4, RLF, SLC13A5, POR and DTX1.
  • the invention also relates to the use of the above genetic markers for detecting liver cancer.
  • a second aspect of the invention relates to a method for detecting liver 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 (e.g., 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 liver cancer patient and a normal human; repairing the fragmented DNA end and The ends are filled; 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; the DNA containing the 5-hydroxymethylcytosine tag is enriched The fragment is obtained, and the enriched product is obtained; 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 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. 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.
  • 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 gene 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 liver cancer.
  • 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.
  • 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 Liver 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 relates to a kit for detecting liver 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 liver cancer in the present invention is based on the 5-hmC content on the genetic marker as compared with the prior art, and thus a wider range of DNA sample sources can be used. Therefore, the method for detecting liver cancer in the present invention has the following advantages: (1) safe and non-invasive, and the acceptance of the test is high even in asymptomatic people; (2) the source of DNA is extensive, and there is no detection blind spot in imaging. (3) high accuracy, high sensitivity and specificity for early liver cancer, suitable for early screening of liver cancer; (4) easy to operate, user experience is good, easy to carry out dynamic monitoring of liver cancer recurrence and metastasis.
  • the gene markers of the present invention can be combined with other clinical indicators to provide more accurate judgments for liver cancer screening, diagnosis, treatment and prognosis.
  • Figure 1 Results of differentiation of liver cancer samples and healthy controls using the liver cancer gene markers of the present invention.
  • Figure 2 Results of differentiation of small liver cancer samples and healthy controls using the liver cancer gene markers of the present invention.
  • 10 ng of plasma DNA was extracted from samples from 20 liver 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 plasma DNA was end-filled, suspended in A and ligated to the sequencing linker: prepared 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.
  • the reaction mixture (total volume 60 uL) was incubated at 20 ° C for 30 minutes and then at 65 ° C for 30 minutes.
  • 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 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 readings that met the sequencing quality standards were compared with the human standard genomic reference sequences 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 liver 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 liver cancer sample to the average 5-hmC content of the same gene marker in the normal sample.
  • the 5-hmC content of the liver cancer gene marker of the present invention is significantly different between the normal sample and the liver cancer sample, and the 5-hmC content of the other genetic markers except the RLF is relative to the normal human population. A significant increase.
  • This example demonstrates the effectiveness of the liver cancer gene marker of the present invention for detecting liver cancer.
  • the 5-hmC content of the nine liver cancer gene markers of the present invention in the first batch of 96 samples was determined according to the method of Example 1, and the weighting coefficients of each gene marker were determined. .
  • the subject sample has liver 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 90% sensitivity and 91% specificity.
  • liver cancers were also screened using the nine liver cancer gene markers of the present invention. As shown in Fig. 2, in the samples of 42 small liver cancer patients and 42 healthy controls, the screening of small liver cancer using the liver cancer gene marker of the present invention still has a sensitivity of about 83% and a specificity of about 83%.

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Abstract

Disclosed in the present invention is a genetic marker for use in detecting liver cancer, comprising one or more genes selected from among: FAT atypical cadherin 1 (FAT1), estrogen-related receptor gamma (ESRRG), gamma aminobutyric acid class A receptor beta-3 subunit (GABRB3), TNF receptor superfamily member 11b (TNFRSF11B), receptor interacting serine/threonine kinase 4 (RIPK4), rearranged L-myc fusion protein (RLF), solute carrier family 13 member 5 (SLC13A5), cytochrome P450 oxidoreductase (POR) and Deltex E3 ubiquitin ligase (DTX1).

Description

用于检测肝癌的基因标志物及其用途Gene marker for detecting liver cancer and use thereof 技术领域Technical field
本发明涉及肝癌的临床分子诊断的领域。具体地,本发明涉及通过高通量测序检测肝癌基因标志物的5-羟甲基胞嘧啶含量从而检测肝癌是否存在的方法和试剂盒。The present invention relates to the field of clinical molecular diagnosis of liver cancer. In particular, the present invention relates to a method and kit for detecting the presence of liver cancer by detecting the 5-hydroxymethylcytosine content of a liver cancer gene marker by high-throughput sequencing.
背景技术Background technique
肝癌是最常见的全球恶性肿瘤之一。据世界卫生组织2008年统计,全球每年新发病748300例,死亡695900例,其中50%以上发生在中国。在原发性肝癌中,70%-85%为肝细胞肝癌(HCC)。目前,肝癌的5年生存率仅3%-5%,因为大部分患者就诊时已属中晚期,失去了最佳治疗时间。因此,早检查早诊断早治疗是提高患者生存质量、延长生存期的关键。Liver cancer is one of the most common global malignancies. According to the statistics of the World Health Organization in 2008, there are 748,300 new cases each year and 695,900 deaths, of which more than 50% occur in China. In primary liver cancer, 70%-85% is hepatocellular carcinoma (HCC). At present, the 5-year survival rate of liver cancer is only 3%-5%, because most patients are in the middle and advanced stage of treatment, and they have lost the best treatment time. Therefore, early detection and early diagnosis and early treatment are the key to improve the quality of life and prolong survival.
目前肝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。组织活检是目前临床上确诊肝癌的金标准,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甲胎蛋白(AFP)的检测,但AFP对早期肝癌的灵敏度和特异性都不高,例如在一些非肝癌的慢性肝病患者,如很多慢性肝炎和肝硬化患者中,血清AFP也升高。At present, the detection of liver 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 when medical resources are limited, and its accuracy is difficult to guarantee, and it is difficult to widely and routinely apply. Tissue biopsy is the gold standard for clinically diagnosed liver 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, repeated puncture Screening can cause great pain to patients. The most widely used serological test is the detection of alpha fetoprotein (AFP), but the sensitivity and specificity of AFP for early liver cancer are not high, for example, in some patients with chronic liver disease other than liver cancer, such as many chronic hepatitis and cirrhosis In patients, serum AFP also increased.
在对肝癌的早期筛查中,难度最大的是对小肝癌的筛查。小肝癌又称为亚临床肝癌或早期肝癌,临床上无明显肝癌症状和体征,一般指肝细胞癌中单个癌结节最大直径不超过3厘米或两个癌结节直径之和不超过3厘米的肝癌。我国的小肝癌标准是:单个癌结节最大直径不超过3厘米;多个癌结节数目不超过两个,其最大直径总和应小于3厘米。小肝癌的手术切除率高达93.6%,预后较好,生存率较高。因此早期筛查出小肝癌具有重要的临床意义。目前对小肝癌的筛查也主要采取超声检查、影像学诊断与血清甲胎蛋白检测等方法。但如上所述,这些传统方法对于小肝癌诊断的准确率和特异性不高。In the early screening of liver cancer, the most difficult to screen for small liver cancer. Small liver cancer is also called subclinical liver cancer or early liver cancer. There are no obvious symptoms and signs of liver cancer in clinical practice. Generally speaking, the maximum diameter of a single cancer nodule in hepatocellular carcinoma is no more than 3 cm or the sum of the diameters of two cancer nodules is less than 3 cm. Liver cancer. The standard of small liver cancer in China is that the maximum diameter of a single cancer nodule is no more than 3 cm; the number of multiple cancer nodules is not more than two, and the sum of the maximum diameters should be less than 3 cm. The surgical resection rate of small liver cancer is as high as 93.6%, the prognosis is better, and the survival rate is higher. Therefore, early screening of small liver cancer has important clinical significance. At present, screening for small liver cancer is mainly performed by ultrasound examination, imaging diagnosis and serum alpha-fetoprotein detection. However, as mentioned above, the accuracy and specificity of these traditional methods for the diagnosis of small liver cancer are not high.
因此,寻找新的肝癌标志物,尤其是预警监测和早期诊断的标志物是对于提高早期肝癌的诊断率,实现早期干预治疗,降低肝癌病死率具有非常重要的意义。Therefore, the search for new markers of liver cancer, especially for early warning and early diagnosis, is of great significance for improving the diagnosis rate of early liver cancer, achieving early intervention and reducing the mortality of liver cancer.
发明内容Summary of the invention
发明人通过对正常样品和肝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肝癌的基因标志物。The inventors unexpectedly discovered a number of highly informative samples by performing high-throughput sequencing of normal samples and liver cancer samples and analyzing the 5-hydroxymethylcytosine (5-hmC) content of each gene. It can be used to detect genetic markers of liver cancer.
因此,本发明的第一个方面涉及用于检测肝癌的基因标志物,包括一个或多个选自以下的基因:FAT非典型钙粘蛋白1(FAT1)、雌激素相关受体γ(ESRRG)、γ氨基丁酸A类受体β3亚基(GABRB3)、TNF受体超家族成员11b(TNFRSF11B)、受体互作丝氨酸/苏氨酸激酶4(RIPK4)、重排的L-myc融合蛋白(RLF)、溶质载体家族13成员5(SLC13A5)、细胞色素P450氧化还原酶(POR)和Deltex E3泛素连接酶(DTX1)。优选的,所述基因标志物包括至少两个、至少三个、至少四个、至少五个、至少六个、至少七个、至少八个或至少九个选自以下的基因:FAT1、ESRRG、GABRB3、TNFRSF11B、RIPK4、RLF、SLC13A5、POR和DTX1。更优选的,所述基因标志物包括FAT1、ESRRG、GABRB3、TNFRSF11B、RIPK4、RLF、SLC13A5、POR和DTX1。Accordingly, a first aspect of the invention relates to a genetic marker for detecting liver cancer comprising one or more genes selected from the group consisting of FAT atypical cadherin 1 (FAT1) and estrogen-related receptor gamma (ESRRG) Γ-aminobutyric acid receptor A β3 subunit (GABRB3), TNF receptor superfamily member 11b (TNFRSF11B), receptor interaction serine/threonine kinase 4 (RIPK4), rearranged L-myc fusion protein (RLF), solute carrier family 13 member 5 (SLC13A5), cytochrome P450 oxidoreductase (POR) and Deltex E3 ubiquitin ligase (DTX1). Preferably, the genetic marker comprises at least two, at least three, at least four, at least five, at least six, at least seven, at least eight or at least nine genes selected from the group consisting of FAT1, ESRRG, GABRB3, TNFRSF11B, RIPK4, RLF, SLC13A5, POR and DTX1. More preferably, the genetic markers include FAT1, ESRRG, GABRB3, TNFRSF11B, RIPK4, RLF, SLC13A5, POR and DTX1.
本发明还涉及上述基因标志物在检测肝癌中的用途。The invention also relates to the use of the above genetic markers for detecting liver cancer.
本发明的第二个方面涉及用于检测肝癌的方法,包括以下步骤:A second aspect of the invention relates to a method for detecting liver 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 content of 5-hmC of the genetic marker of the present invention in a normal sample and a subject sample;
(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 subject sample 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;和(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) Obtaining test results 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 (e.g., 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:将来自肝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 liver cancer patient and a normal human; repairing the fragmented DNA end and The ends are filled; 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; the DNA containing the 5-hydroxymethylcytosine tag is enriched The fragment is obtained, and the enriched product is obtained; 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 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 gene 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含量与肝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 liver 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肝癌;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 Liver 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肝癌检测的试剂盒,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 relates to a kit for detecting liver 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,本发明中用于检测肝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,本发明中用于检测肝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,对早期肝癌有较高的灵敏度和特异性,适合用于肝癌的早期筛查;(4)操作方便,用户体验好,容易进行肝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,为肝癌筛查、诊断、治疗与预后提供更准确的判断。The method for detecting liver cancer in the present invention is based on the 5-hmC content on the genetic marker as compared with the prior art, and thus a wider range of DNA sample sources can be used. Therefore, the method for detecting liver cancer in the present invention has the following advantages: (1) safe and non-invasive, and the acceptance of the test is high even in asymptomatic people; (2) the source of DNA is extensive, and there is no detection blind spot in imaging. (3) high accuracy, high sensitivity and specificity for early liver cancer, suitable for early screening of liver cancer; (4) easy to operate, user experience is good, easy to carry out dynamic monitoring of liver cancer recurrence and metastasis. The gene markers of the present invention can be combined with other clinical indicators to provide more accurate judgments for liver cancer screening, diagnosis, treatment and prognosis.
附图说明DRAWINGS
图1:用本发明的肝癌基因标志物区分肝癌样品和健康对照的结果。Figure 1: Results of differentiation of liver cancer samples and healthy controls using the liver cancer gene markers of the present invention.
图2:用本发明的肝癌基因标志物区分小肝癌样品和健康对照的结果。Figure 2: Results of differentiation of small liver cancer samples and healthy controls using the liver cancer gene markers of the present invention.
具体实施方式detailed description
下面将参考附图并结合实施例来详细说明本发明,以使本领域的技术人员可以更好的理解本发明并能予以实施。需要说明的是,本领域的技术人员应该理解本发明的附图及其实施例仅仅是为了说明的目的,并不能对本发明构成任何限制。在不矛盾的情况下,本申请中的实施例及实施例中的特征可以相互组合。The invention will be described in detail below with reference to the drawings, in order to provide a better understanding of the invention. It should be understood that the drawings and the embodiments of the present invention are intended to be illustrative only and not restrictive. The embodiments of the present application and the features of the embodiments may be combined with each other without contradiction.
实施例1.肝癌基因标志物的筛选Example 1. Screening of liver cancer gene markers
(1)抽提血浆DNA:(1) Extraction of plasma DNA:
从来自20位肝癌患者和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 liver 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: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。(2) The plasma DNA was end-filled, suspended in A and ligated to the sequencing linker: prepared 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. The reaction mixture (total volume 60 uL) was incubated at 20 ° C for 30 minutes and then at 65 ° C for 30 minutes. 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)、Mg 2+(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 labeled reaction mixture: azide-modified uridine diphosphate glucose (ie UDP-N3-Glu, final concentration 50 uM), β-GT (final concentration 1 uM), Mg 2+ (final concentration) It was 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 C1 streptadvin 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。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。First, the magnetic beads were prepared as follows: 0.5 uL of C1 streptadvin beads (life technology) was taken out and 100 uL of buffer (5 mM Tris, pH = 7.5, 1 M NaCl, 0.02% Tween 20) was added, vortexed for 30 seconds, and then washed with 100 uL. The magnetic beads (5 mM Tris, pH = 7.5, 1 M NaCl, 0.02% Tween 20) were washed 3 times, and finally 25 uL of binding buffer (10 mM Tris, pH = 7.5, 2 M NaCl, 0.04% Tween 20 or other surfactant) was added. well mixed. 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2 X 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 2 X 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 PCTCN2018081544-appb-000001
Figure PCTCN2018081544-appb-000001
Figure PCTCN2018081544-appb-000002
Figure PCTCN2018081544-appb-000002
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 coefficient 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 readings that met the sequencing quality standards were compared with the human standard genomic reference sequences 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:本发明的肝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 liver cancer gene markers of the present invention
Figure PCTCN2018081544-appb-000003
Figure PCTCN2018081544-appb-000003
Figure PCTCN2018081544-appb-000004
Figure PCTCN2018081544-appb-000004
如上所述,平均标准化5-hmC含量是指肝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,本发明的肝癌基因标志物的5-hmC含量在正常样品中和肝癌样品中存在显著差异,并且除RLF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 liver 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 liver cancer gene marker of the present invention is significantly different between the normal sample and the liver cancer sample, and the 5-hmC content of the other genetic markers except the RLF is relative to the normal human population. A significant increase.
实施例2.肝癌基因标志物的有效性Example 2. Effectiveness of liver cancer gene markers
本实施例验证本发明的肝癌基因标志物用于检测肝癌的有效性。This example demonstrates the effectiveness of the liver cancer gene marker of the present invention for detecting liver cancer.
根据实施例1的方法测定第一批96个样品(50例肝癌和46例 健康对照)中本发明所述的9个肝癌基因标志物的5-hmC含量,并确定各基因标志物的加权系数。The 5-hmC content of the nine liver cancer gene markers of the present invention in the first batch of 96 samples (50 liver cancers and 46 healthy controls) was determined according to the method of Example 1, and the weighting coefficients of each gene marker were determined. .
将各基因标志物的标准化5-hmC含量乘以与其对应的加权系数,获得该基因标志物的预测因子t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 its corresponding weighting coefficient to obtain the predictive factor t of the gene marker, adding the predictor t of each gene marker to obtain the total predictor T, and then The total predictor T is scored by Logistic conversion according to the following formula:
Figure PCTCN2018081544-appb-000005
Figure PCTCN2018081544-appb-000005
若P>0.5,则该受试者样品患有肝癌;若P≤0.5,则该受试者样品为正常。If P > 0.5, the subject sample has liver 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90%的灵敏度和91%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 90% sensitivity and 91% specificity.
此外,还使用本发明的9个肝癌基因标志物筛查小肝癌。如图2所示,在42例小肝癌患者和42例健康对照的样品中,使用本发明的肝癌基因标志物筛查小肝癌仍然具有83%左右的灵敏度和83%左右的特异性。In addition, small liver cancers were also screened using the nine liver cancer gene markers of the present invention. As shown in Fig. 2, in the samples of 42 small liver cancer patients and 42 healthy controls, the screening of small liver cancer using the liver cancer gene marker of the present invention still has a sensitivity of about 83% and a specificity of about 83%.

Claims (10)

  1. 用于检测肝癌的基因标志物,包括一个或多个选自以下的基因:FAT非典型钙粘蛋白1(FAT1)、雌激素相关受体γ(ESRRG)、γ氨基丁酸A类受体β3亚基(GABRB3)、TNF受体超家族成员11b(TNFRSF11B)、受体互作丝氨酸/苏氨酸激酶4(RIPK4)、重排的L-myc融合蛋白(RLF)、溶质载体家族13成员5(SLC13A5)、细胞色素P450氧化还原酶(POR)和Deltex E3泛素连接酶(DTX1)。A genetic marker for detecting liver cancer, comprising one or more genes selected from the group consisting of FAT atypical cadherin 1 (FAT1), estrogen-related receptor gamma (ESRRG), gamma aminobutyric acid class A receptor β3 Subunit (GABRB3), TNF receptor superfamily member 11b (TNFRSF11B), receptor interaction serine/threonine kinase 4 (RIPK4), rearranged L-myc fusion protein (RLF), solute carrier family 13 member 5 (SLC13A5), cytochrome P450 oxidoreductase (POR) and Deltex E3 ubiquitin ligase (DTX1).
  2. 权利要求1所述的基因标志物,包括FAT1、ESRRG、GABRB3、TNFRSF11B、RIPK4、RLF、SLC13A5、POR和DTX1。The genetic marker of claim 1 comprising FAT1, ESRRG, GABRB3, TNFRSF11B, RIPK4, RLF, SLC13A5, POR and DTX1.
  3. 权利要求1或2所述的基因标志物在用于检测肝癌的方法中的用途。Use of the gene marker of claim 1 or 2 in a method for detecting liver cancer.
  4. 一种用于检测肝癌的方法,包括以下步骤:A method for detecting liver cancer, comprising the steps of:
    (a)测定正常样品和受试者样品中权利要求1或2所述的基因标志物的5-羟甲基胞嘧啶(5-hmC)的含量;(a) determining the content of 5-hydroxymethylcytosine (5-hmC) of the gene marker according to claim 1 or 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-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 subject sample using the 5-hmC content of the gene marker in the normal sample as a reference;
    (c)对步骤(b)中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P;和(c) mathematically correlating the 5-hmC content of the genetic marker normalized in step (b) and obtaining a score P;
    (d)根据所述评分P获得检测结果,评分P大于0.5表明该受试者样品患有肝癌。(d) A test result is obtained based on the score P, and a score P greater than 0.5 indicates that the subject sample has liver cancer.
  5. 权利要求4所述的方法,其中步骤(a)是测定所述基因标志物全长或其片段上的5-hmC的含量。The method of claim 4, wherein step (a) is to determine the content of 5-hmC over the entire length of the gene marker or a fragment thereof.
  6. 权利要求4所述的方法,其中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 of claim 4, wherein the sample is a free DNA fragment from a normal human or a subject's body fluid, or is derived from intact genomic DNA in organelles, cells, and tissues.
  7. 权利要求6所述的方法,其中所述体液是血液、尿液、汗液、痰液、粪便、脑脊液、腹水、胸水、胆汁或胰腺液。The method of claim 6 wherein said body fluid is blood, urine, sweat, sputum, feces, cerebrospinal fluid, ascites, pleural effusion, bile or pancreatic juice.
  8. 用于测定权利要求1或2所述的基因标志物的5-hmC含量的试剂在制备用于检测肝癌的试剂盒中的用途。Use of an agent for determining the 5-hmC content of the gene marker of claim 1 or 2 in the preparation of a kit for detecting liver cancer.
  9. 一种用于检测肝癌的试剂盒,包括:A kit for detecting liver cancer, comprising:
    (a)用于测定权利要求1或2所述的基因标志物的5-hmC含量的试剂;和(a) an agent for determining a 5-hmC content of the gene marker of claim 1 or 2;
    (b)说明书。(b) Instructions.
  10. 权利要求9所述的试剂盒,其中所述5-hmC含量是指所述 基因标志物全长或其片段上的5-hmC的含量。The kit according to claim 9, wherein the 5-hmC content means a content of 5-hmC on the entire length of the gene marker or a fragment thereof.
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