Nature Communications · 2024 · 12 citations · 62 references
MedicineGeneticsOncologyGenomicsMedical GeneticsMolecular OncologyCancer GenomicsCancer Molecular DiagnosticsCancer Molecular PathologyMutational SignaturesChromatin AccessibilityChromatin Accessibility AnalysisChromatin Accessibility BiomarkersCirculating Cell-free Dna AnalysisEarly Cancer Detection AssaysEarly Cancer Detection MarkersLifetime Cancer RiskNucleosome Positioning Heterogeneity
Germline pathogenic TP53 variants predispose individuals to a high lifetime risk of developing multiple cancers and are the hallmark feature of Li-Fraumeni syndrome (LFS). Our group has previously shown that LFS patients harbor shorter plasma cell-free DNA fragmentation; independent of cancer status. To understand the functional underpinning of cfDNA fragmentation in LFS, we conducted a fragmentomic analysis of 199 cfDNA samples from 82 TP53 mutation carriers and 30 healthy TP53-wildtype controls. We find that LFS individuals exhibit an increased prevalence of A/T nucleotides at fragment ends, dysregulated nucleosome positioning at p53 binding sites, and loci-specific changes in chromatin accessibility at development-associated transcription factor binding sites and at cancer-associated open chromatin regions. Machine learning classification resulted in robust differentiation between TP53 mutant versus wildtype cfDNA samples (AUC-ROC = 0.710–1.000) and intra-patient longitudinal analysis of ctDNA fragmentation signal enabled early cancer detection. These results suggest that cfDNA fragmentation may be a useful diagnostic tool in LFS patients and provides an important baseline for cancer early detection. Here, Wong et al investigate the cell-free DNA landscape of individuals with Li-Fraumeni syndrome (LFS), a cancer predisposition, and find altered composition compared to non-LFS individuals which can be used to detect and track cancer development.
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pROC: an open-source package for R and S+ to analyze and compare ROC curves
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