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DOI 10.1093/gpbjnl/qzaf028

Медицинская библиотека · Genomics, proteomics & bioinformatics · 2025

Cell-free DNA Fragmentomics Assay to Discriminate the Malignancy of Breast Nodules and Evaluate Treatment Response.

Liu Jiaqi, Li Yalun, Tang Wanxiangfu, Qian Tianyi, Dai Lijun, Jia Ziqi, Cao Heng, Li Chenghao, Liu Yuchen, Huang Yansong, Wu Jiang, Ma Dongxu, Qiao Guangdong, Bao Hua, Chang Shuang, Zhu Dongqin, Yang Shanshan, Wu Xuxiaochen, Wu Xue, Xu Hengyi, Chen Hongyan, Shao Yang, Wang Xiang, Liu Zhihua, Su Jianzhong

СтатьяМногоцентровое исследованиеПоддержка исследования: вне правительства СШАПеревод пока не подготовлен

Аннотация

The fragmentomics-based cell-free DNA (cfDNA) assays have recently illustrated prominent abilities to identify various cancers from non-conditional healthy controls, while their accuracy for identifying early-stage cancers from benign lesions with inconclusive imaging results remains uncertain. Especially for breast cancer, current imaging-based screening methods suffer from high false positive rates for women with breast nodules, leading to unnecessary biopsies, which add to discomfort and healthcare burden. Here, we enrolled 613 female participants in this multi-center study and demonstrated that cfDNA fragmentomics (cfFrag) is a robust non-invasive biomarker for breast cancer using whole-genome sequencing. Among the multimodal cfFrag profiles, the fragment size ratio (FSR), fragment size distribution (FSD), and copy number variation (CNV) show more distinguishing ability than Griffin, motif breakpoint (MBP), and neomer. The cfFrag model using the optimal three fragmentomics features discriminated early-stage breast cancer from benign nodules, even at a low sequencing depth (3×). Notably, it demonstrated a specificity of 94.1% in asymptomatic healthy women at a 90% sensitivity for breast cancer. Moreover, we comprehensively showcased the clinical utility of the cfFrag model in predicting patient responses to neoadjuvant chemotherapy (NAC) and its enhanced performance when combined with multimodal features, including radiological results [area under the curve (AUC) = 0.93-0.94] and cfDNA methylation features (AUC = 0.96).

Для цитирования: Liu Jiaqi, Li Yalun, Tang Wanxiangfu, Qian Tianyi, Dai Lijun, Jia Ziqi, Cao Heng, Li Chenghao, Liu Yuchen, Huang Yansong, Wu Jiang, Ma Dongxu, Qiao Guangdong, Bao Hua, Chang Shuang, Zhu Dongqin, Yang Shanshan, Wu Xuxiaochen, Wu Xue, Xu Hengyi, Chen Hongyan, Shao Yang, Wang Xiang, Liu Zhihua, Su Jianzhong. Cell-free DNA Fragmentomics Assay to Discriminate the Malignancy of Breast Nodules and Evaluate Treatment Response.. Genomics, proteomics & bioinformatics. 2025. DOI: 10.1093/gpbjnl/qzaf028.

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