Integration of multiomics features for blood-based early detection of colorectal cancer

液体活检 结直肠癌 肿瘤科 内科学 胎儿游离DNA 阶段(地层学) 活检 队列 置信区间 前瞻性队列研究 DNA甲基化 生物 医学 癌症 生物信息学 基因 遗传学 怀孕 古生物学 胎儿 基因表达 产前诊断
作者
Yibo Gao,Dandan Cao,Mengfan Li,Fuqiang Zhao,Pei Wang,Shiwen Mei,Qianqian Song,Pei Wang,Yanli Nie,Wei Zhao,Sizhen Wang,Hai Yan,Xishan Wang,Yuchen Jiao,Qian Liu
出处
期刊:Molecular Cancer [BioMed Central]
卷期号:23 (1) 被引量:4
标识
DOI:10.1186/s12943-024-01959-3
摘要

Abstract Background Early detection of colorectal cancer (CRC) significantly enhances patient outcomes. Conventional CRC screening tools, like endoscopy and stool-based tests, have constraints due to their invasiveness or suboptimal patient adherence. Recently, liquid biopsy employing plasma cell-free DNA (cfDNA) has emerged as a potential noninvasive screening technique for various malignancies. Methods In this research, we harnessed the Mutation Capsule Plus (MCP) technology to profile an array of genomic characteristics from cfDNA procured from a single blood draw. This profiling encompassed DNA methylation, the 5’ end motif, copy number variation (CNV), and genetic mutations. An integrated model built upon selected multiomics biomarkers was trained using a cohort of 93 CRC patients and 96 healthy controls. Results This model was subsequently validated in another cohort comprising 89 CRC patients and 95 healthy controls. Remarkably, the model achieved an area under the curve (AUC) of 0.981 (95% confidence interval (CI), 0.965–0.998) in the validation set, boasting a sensitivity of 92.1% (95% CI, 84.5%-96.8%) and a specificity of 94.7% (95% CI, 88.1%-98.3%). These numbers surpassed the performance of any single genomic feature. Importantly, the sensitivities reached 80% for stage I, 89.2% for stage II, and were 100% for stages III and IV. Conclusion Our findings underscore the clinical potential of our multiomics liquid biopsy test, indicating its prospective role as a noninvasive method for early-stage CRC detection. This multiomics approach holds promise for further refinement and broader clinical application.
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