Non-invasive diagnosis of colorectal cancer via targeted high-throughput DNA methylation sequencing of circulating tumor DNA (ctDNA)

Cancer Research(2018)

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摘要
Colorectal cancer (CRC) commonly develops from precancerous polyps. Most polyps are benign. The current screening method involves stool tests and colonoscopy, which is an unpleasant procedure. Even though stool DNA-based approach has been developed, it is still a clinical challenge to differentiate benign complications and malignant CRC. We took the approach of high-throughput DNA bisulfide sequencing of tissue samples to identify cancer-specific methylation signatures. We learned methylation patterns by in-depth data mining and then applied pattern recognition approach to classify plasma samples. From a cohort of 70 pairs of tumor-normal matched tissue samples, we identified 1062 differential methylation markers. Next, we applied a greedy optimization algorithm to build a malignancy classification model using a training set of 118 plasma samples (malignant CRC: 56, benign complications: 23, healthy subjects: 39). In the training set, we achieved an AUC of 91.9% (95%CI: 87.3-96.5%). In an independent test set of 150 plasma samples (malignant CRC: 56, benign complications: 23, healthy subjects: 71), we achieved an AUC of 92.9% (95%CI: 88.3%~97.5%). Specifically, the model had a sensitivity of 91.1% for the identification of malignant CRC, and a specificity of 84.5% and 78.3% for healthy subjects and benign complications respectively. Our assay was demonstrated to be very sensitive towards early-stage CRC detection, with a sensitivity of 76.5% and 95% for stage I and II CRC respectively. The performance of this assay still awaits further validation in a large-scale clinical trial. In summary, we have developed a highly sensitive blood-based non-invasive diagnostic assay for the identification of malignant CRC, which can aid clinical decisions for doctors. This approach can also be extended to non-invasive early screening for various other cancer types. Citation Format: Xianrui Wu, Jiacheng Chuan, Tuo Hu, Tingting Peng, Meng Yang, Hui Shen, Peter Laird, Yangbin Gao, Xuyu Cai, Weihong Xu, Jian-bing Fan, Ping Lan. Non-invasive diagnosis of colorectal cancer via targeted high-throughput DNA methylation sequencing of circulating tumor DNA (ctDNA) [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 3310.
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