Author:
Nguyen Van-Chu,Nguyen Trong Hieu,Phan Thanh Hai,Tran Thanh-Huong Thi,Pham Thu Thuy Thi,Ho Tan Dat,Nguyen Hue Hanh Thi,Duong Minh-Long,Nguyen Cao Minh,Nguyen Que-Tran Bui,Bach Hoai-Phuong Thi,Kim Van-Vu,Pham The-Anh,Nguyen Bao Toan,Nguyen Thanh Nhan Vo,Huynh Le Anh Khoa,Tran Vu Uyen,Tran Thuy Thi Thu,Nguyen Thanh Dang,Phu Dung Thai Bieu,Phan Boi Hoan Huu,Nguyen Quynh-Tho Thi,Truong Dinh-Kiet,Do Thanh-Thuy Thi,Nguyen Hoai-Nghia,Phan Minh-Duy,Giang Hoa,Tran Le Son
Abstract
Abstract
Background
Late detection of hepatocellular carcinoma (HCC) results in an overall 5-year survival rate of less than 16%. Liquid biopsy (LB) assays based on detecting circulating tumor DNA (ctDNA) might provide an opportunity to detect HCC early noninvasively. Increasing evidence indicates that ctDNA detection using mutation-based assays is significantly challenged by the abundance of white blood cell-derived mutations, non-tumor tissue-derived somatic mutations in plasma, and the mutational tumor heterogeneity.
Methods
Here, we employed concurrent analysis of cancer-related mutations, and their fragment length profiles to differentiate mutations from different sources. To distinguish persons with HCC (PwHCC) from healthy participants, we built a classification model using three fragmentomic features of ctDNA through deep sequencing of thirteen genes associated with HCC.
Results
Our model achieved an area under the curve (AUC) of 0.88, a sensitivity of 89%, and a specificity of 82% in the discovery cohort consisting of 55 PwHCC and 55 healthy participants. In an independent validation cohort of 54 PwHCC and 53 healthy participants, the established model achieved comparable classification performance with an AUC of 0.86 and yielded a sensitivity and specificity of 81%.
Conclusions
Our study provides a rationale for subsequent clinical evaluation of our assay performance in a large-scale prospective study.
Publisher
Springer Science and Business Media LLC
Subject
Cancer Research,Genetics,Oncology
Cited by
17 articles.
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