Nature Communications · 2021 · 59 citations · 48 references
MedicineMolecular GeneticsOncologyCancer GeneticsMolecular OncologyTumor HeterogeneityCancer CytogeneticsCancer GenomicsAcute Myeloid Leukemia BiologyAcute Myeloid Leukemia TherapyAllele FrequencyClonal DifferentiationClonal Evolution AnalysisMutation-based PrognosticationTranscription Factor MutationsVariant Allele Frequency Analysis
The impact of clonal heterogeneity on disease behavior or drug response in acute myeloid leukemia remains poorly understood. Using a cohort of 2,829 patients, we identify features of clonality associated with clinical features and drug sensitivities. High variant allele frequency for 7 mutations (including NRAS and TET2) associate with dismal prognosis; elevated GATA2 variant allele frequency correlates with better outcomes. Clinical features such as white blood cell count and blast percentage correlate with the subclonal abundance of mutations such as TP53 and IDH1. Furthermore, patients with cohesin mutations occurring before NPM1, or transcription factor mutations occurring before splicing factor mutations, show shorter survival. Surprisingly, a branched pattern of clonal evolution is associated with superior clinical outcomes. Finally, several mutations (including NRAS and IDH1) predict drug sensitivity based on their subclonal abundance. Together, these results demonstrate the importance of assessing clonal heterogeneity with implications for prognosis and actionable biomarkers for therapy.
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