AI Article Synopsis

  • This study explores how the patterns of fragmented cell-free DNA (cfDNA) in plasma can serve as potential biomarkers for cancer diagnosis through liquid biopsies.* -
  • Researchers found that cfDNA fragments located near nucleosomes are shorter and have distinct features, making them useful for targeting tumor-derived cfDNA in cancer patients.* -
  • By creating new cfDNA metrics and applying machine learning, the study developed diagnostic models with high accuracy (0.95 AUC), sensitivity (85.1%), and specificity (95%) for detecting cancer.*

Article Abstract

The fragmentation patterns of cell-free DNA (cfDNA) in plasma can potentially be utilized as diagnostic biomarkers in liquid biopsy. However, our knowledge of this biological process and the information encoded in fragmentation patterns remains preliminary. Here, we investigated the cfDNA fragmentomic characteristics against nucleosome positioning patterns in hematopoietic cells. cfDNA molecules with ends located within nucleosomes were relatively shorter with altered end motif patterns, demonstrating the feasibility of enriching tumor-derived cfDNA in patients with cancer through the selection of molecules possessing such ends. We then developed three cfDNA fragmentomic metrics after end selection, which showed significant alterations in patients with cancer and enabled cancer diagnosis. By incorporating machine learning, we further built high-performance diagnostic models, which achieved an overall area under the curve of 0.95 and 85.1% sensitivity at 95% specificity. Hence, our investigations explored the end characteristics of cfDNA fragmentomics and their merits in building accurate and sensitive cancer diagnostic models.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11573786PMC
http://dx.doi.org/10.1016/j.crmeth.2024.100877DOI Listing

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