洪媛媛
(2023-01-03 17:45):
#paper https://doi.org/10.1186/s13073-022-01141-8. Genome Medicine (2022) 14:138. CRAG: de novo characterization of cell-free DNA fragmentation hotspots in plasma whole-genome sequencing. 该研究基于低深度全基因组测序(~1X),使用IFS(整合cfDNA覆盖度和片段大小)和CRAG算法(概率模型分析和背景噪音的区分度)挖掘cfDNA片段化热点区域,发现这些热点区域集中在开发染色质区,利用这些热点区域可以进行癌症的早筛和溯源。在训练集、验证集和独立测试集的AUC表现都不错。
CRAG: de novo characterization of cell-free DNA fragmentation hotspots in plasma whole-genome sequencing
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Abstract:
The fine-scale cell-free DNA fragmentation patterns in early-stage cancers are poorly understood. We developed a de novo approach to characterize the cell-free DNA fragmentation hotspots from plasma whole-genome sequencing. Hotspots are enriched in open chromatin regions, and, interestingly, 3'end of transposons. Hotspots showed global hypo-fragmentation in early-stage liver cancers and are associated with genes involved in the initiation of hepatocellular carcinoma and associated with cancer stem cells. The hotspots varied across multiple early-stage cancers and demonstrated high performance for the diagnosis and identification of tissue-of-origin in early-stage cancers. We further validated the performance with a small number of independent case-control-matched early-stage cancer samples.
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