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DOI 10.2217/fon-2022-1041

Медицинская библиотека · Future oncology (London, England) · 2022

Multimodal analysis of ctDNA methylation and fragmentomic profiles enhances detection of nonmetastatic colorectal cancer.

Nguyen Huu Thinh, Khoa Huynh Le Anh, Nguyen Trieu Vu, Tran Duc Huy, Thu Tran Thuy Thi, Khang Le Nguyen Duy, Le Ngoc-An Trinh, Pham Truong-Vinh Ngoc, Le Minh-Triet, Quynh Pham Thi Mong, Nguyen Trong Hieu, Van Nguyen Thien Chi, Nguyen Thanh Dat, Tran Nguyen Bui Que, Phan Minh-Duy, Giang Hoa, Tran Le Son

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Аннотация

Aims: Early detection of colorectal cancer (CRC) provides substantially better survival rates. This study aimed to develop a blood-based screening assay named SPOT-MAS ('screen for the presence of tumor by DNA methylation and size') for early CRC detection with high accuracy.

Methods

Plasma cell-free DNA samples from 159 patients with nonmetastatic CRC and 158 healthy controls were simultaneously analyzed for fragment length and methylation profiles. We then employed a deep neural network with fragment length and methylation signatures to build a classification model.

Results

The model achieved an area under the curve of 0.989 and a sensitivity of 96.8% at 97% specificity in detecting CRC. External validation of our model showed comparable performance, with an area under the curve of 0.96.

Conclusion

SPOT-MAS based on integration of cancer-specific methylation and fragmentomic signatures could provide high accuracy for early-stage CRC detection.

Для цитирования: Nguyen Huu Thinh, Khoa Huynh Le Anh, Nguyen Trieu Vu, Tran Duc Huy, Thu Tran Thuy Thi, Khang Le Nguyen Duy, Le Ngoc-An Trinh, Pham Truong-Vinh Ngoc, Le Minh-Triet, Quynh Pham Thi Mong, Nguyen Trong Hieu, Van Nguyen Thien Chi, Nguyen Thanh Dat, Tran Nguyen Bui Que, Phan Minh-Duy, Giang Hoa, Tran Le Son. Multimodal analysis of ctDNA methylation and fragmentomic profiles enhances detection of nonmetastatic colorectal cancer.. Future oncology (London, England). 2022. DOI: 10.2217/fon-2022-1041.

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