Circulating tumor DNA methylation profiles enable early diagnosis, prognosis prediction, and screening for colorectal cancer (Publication with Expression of Concern)

被引:313
作者
Luo, Huiyan [1 ]
Zhao, Qi [1 ]
Wei, Wei [1 ]
Zheng, Lianghong [2 ]
Yi, Shaohua [3 ]
Li, Gen [4 ]
Wang, Wenqiu [5 ]
Sheng, Hui [1 ]
Pu, Hengying [1 ]
Mo, Haiyu [1 ]
Zuo, Zhixiang [1 ]
Liu, Zexian [1 ]
Li, Chaofeng [1 ]
Xie, Chuanbo [1 ]
Zeng, Zhaolei [1 ]
Li, Weimin [6 ]
Hao, Xiaoke [7 ]
Liu, Yuying [1 ]
Cao, Sumei [1 ]
Liu, Wanli [1 ]
Gibson, Sarah [4 ]
Zhang, Kang [6 ,8 ]
Xu, Guoliang [1 ]
Xu, Rui-hua [1 ]
机构
[1] Sun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, State Key Lab Oncol South China, Canc Ctr, Guangzhou 510060, Guangdong, Peoples R China
[2] Guangzhou Youze Biol Pharmaceut Technol Co Ltd, Guangzhou 510005, Guangdong, Peoples R China
[3] Huazhong Univ Sci & Technol, Tongji Med Coll, Wuhan 430030, Hubei, Peoples R China
[4] Tuangzhou Women & Childrens Med Ctr, Guangzhou 510623, Guangdong, Peoples R China
[5] Shanghai Gen Hosp, Shanghai 200080, Peoples R China
[6] Sichuan Univ, West China Hosp, Mol Med Ctr, Chengdu 610041, Sichuan, Peoples R China
[7] Fourth Mil Med Univ, Xijing Hosp, Dept Clin Lab Med, Xian 710032, Shaanxi, Peoples R China
[8] Macau Univ Sci & Technol, Fac Med, Macau 999078, Peoples R China
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
CARCINOEMBRYONIC ANTIGEN; LINKAGE DISEQUILIBRIUM; STATISTICS; BIOMARKERS; MARKERS; CURVES; MODELS; TISSUE; PCR;
D O I
10.1126/scitranslmed.aax7533
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Circulating tumor DNA (ctDNA) has emerged as a useful diagnostic and prognostic biomarker in many cancers. Here, we conducted a study to investigate the potential use of ctDNA methylation markers for the diagnosis and prognostication of colorectal cancer (CRC) and used a prospective cohort to validate their effectiveness in screening patients at high risk of CRC. We first identified CRC-specific methylation signatures by comparing CRC tissues to normal blood leukocytes. Then, we applied a machine learning algorithm to develop a predictive diagnostic and a prognostic model using cell-free DNA (cfDNA) samples from a cohort of 801 patients with CRC and 1021 normal controls. The obtained diagnostic prediction model discriminated patients with CRC from normal controls with high accuracy (area under curve = 0.96). The prognostic prediction model also effectively predicted the prognosis and survival of patients with CRC (P < 0.001). In addition, we generated a ctDNA-based molecular classification of CRC using an unsupervised clustering method and obtained two subgroups of patients with CRC with significantly different overall survival (P = 0.011 in validation cohort). Last, we found that a single ctDNA methylation marker, cg10673833, could yield high sensitivity (89.7%) and specificity (86.8%) for detection of CRC and precancerous lesions in a high-risk population of 1493 participants in a prospective cohort study. Together, our findings showed the value of ctDNA methylation markers in the diagnosis, surveillance, and prognosis of CRC.
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页数:11
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