Early detection and stratification of colorectal cancer using plasma cell-free DNA fragmentomic profiling

结直肠癌 胎儿游离DNA 生物 内科学 肿瘤科 计算生物学 生物信息学 癌症 医学 遗传学 胎儿 产前诊断 怀孕
作者
Jiyuan Zhou,Yuanke Pan,Shubing Wang,Guoqiang Wang,Chengxin Gu,Jinxin Zhu,Zhenlin Tan,Qixian Wu,Weihuang He,Xiaohui Lin,Shuhua Xu,Kehua Yuan,Ziwen Zheng,Xiaoqing Gong,Chenhao JiangHe,Zhoujian Han,Bingding Huang,Ruyun Ruan,Mingji Feng,Pin Cui
出处
期刊:Genomics [Elsevier BV]
卷期号:116 (4): 110876-110876 被引量:1
标识
DOI:10.1016/j.ygeno.2024.110876
摘要

Timely accurate and cost-efficient detection of colorectal cancer (CRC) is of great clinical importance. This study aims to establish prediction models for detecting CRC using plasma cell-free DNA (cfDNA) fragmentomic features. Whole-genome sequencing (WGS) was performed on cfDNA from 620 participants, including healthy individuals, patients with benign colorectal diseases and CRC patients. Using WGS data, three machine learning methods were compared to build prediction models for the stratification of CRC patients. The optimal model to discriminate CRC patients of all stages from healthy individuals achieved a sensitivity of 92.31% and a specificity of 91.14%, while the model to separate early-stage CRC patients (stage 0-II) from healthy individuals achieved a sensitivity of 88.8% and a specificity of 96.2%. Additionally, the cfDNA fragmentation profiles reflected disease-specific genomic alterations in CRC. Overall, this study suggests that cfDNA fragmentation profiles may potentially become a noninvasive approach for the detection and stratification of CRC.
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