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发现和验证组织特异性 DNA 甲基化为结直肠癌的非侵入性诊断标志物。

Discovery and validation of tissue-specific DNA methylation as noninvasive diagnostic markers for colorectal cancer.

机构信息

Department of Epidemiology, School of Public Health, Harbin Medical University, Harbin, China.

Department of Colorectal Surgery, Harbin Medical University Cancer Hospital, Harbin Medical University, Harbin, China.

出版信息

Clin Epigenetics. 2022 Aug 16;14(1):102. doi: 10.1186/s13148-022-01312-9.

Abstract

BACKGROUND

Noninvasive diagnostic markers that are capable of distinguishing patients with colorectal cancer (CRC) from healthy individuals or patients with other cancer types are lacking. We report the discovery and validation of a panel of methylation-based markers that specifically detect CRC.

METHODS

This was a large-scale discovery study based on publicly available datasets coupled with a validation study where multiple types of specimens from six cohorts with CRC, other cancer types, and healthy individuals were used to identify and validate the tissue-specific methylation patterns of CRC and assess their diagnostic performance.

RESULTS

In the discovery and validation cohort (N = 9307), ten hypermethylated CpG sites located in three genes, C20orf194, LIFR, and ZNF304, were identified as CRC-specific markers. Different analyses have suggested that these CpG sites are CRC-specific hypermethylated and play a role in transcriptional silencing of corresponding genes. A random forest model based on ten markers achieved high accuracy rates between 85.7 and 94.3% and AUCs between 0.941 and 0.970 in predicting CRC in three independent datasets and a low misclassification rate in ten other cancer types. In the in-house validation cohort (N = 354), these markers achieved consistent discriminative capabilities. In the cfDNA pilot cohort (N = 14), hypermethylation of these markers was observed in cfDNA samples from CRC patients. In the cfDNA validation cohort (N = 155), the two-gene panel yielded a sensitivity of 69.5%, specificity of 91.7%, and AUC of 0.806.

CONCLUSIONS

Hypermethylation of the ten CpG sites is a CRC-specific alteration in tissue and has the potential use as a noninvasive cfDNA marker to diagnose CRC.

摘要

背景

目前缺乏能够区分结直肠癌(CRC)患者与健康个体或其他癌症类型患者的非侵入性诊断标志物。我们报告了一组基于甲基化的标志物的发现和验证,这些标志物能够特异性地检测 CRC。

方法

这是一项基于公开数据集的大规模发现研究,结合验证研究,其中使用来自 CRC、其他癌症类型和健康个体的六个队列的多种类型标本,以识别和验证 CRC 的组织特异性甲基化模式,并评估其诊断性能。

结果

在发现和验证队列(N=9307)中,鉴定出位于三个基因(C20orf194、LIFR 和 ZNF304)中的十个高甲基化 CpG 位点作为 CRC 特异性标记。不同的分析表明,这些 CpG 位点是 CRC 特异性高甲基化的,并且在相应基因的转录沉默中发挥作用。基于十个标志物的随机森林模型在三个独立数据集预测 CRC 中实现了 85.7%至 94.3%的高准确率和 0.941 至 0.970 的 AUC,并且在其他十种癌症类型中的错误分类率较低。在内部验证队列(N=354)中,这些标志物具有一致的鉴别能力。在 cfDNA 试点队列(N=14)中,在 CRC 患者的 cfDNA 样本中观察到这些标志物的高甲基化。在 cfDNA 验证队列(N=155)中,两基因组合产生了 69.5%的灵敏度、91.7%的特异性和 0.806 的 AUC。

结论

组织中十个 CpG 位点的高甲基化是 CRC 特异性改变,有可能作为一种非侵入性 cfDNA 标志物用于诊断 CRC。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3097/9382793/f922d1c11a4c/13148_2022_1312_Fig1_HTML.jpg

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