Frontiers in Oncology · 2019 · 19 citations · 40 references
MedicineGeneticsOncologyCancer GeneticsGenomicsMolecular OncologyCancer GenomicsClinical GenomicsMolecular Classification Of TumorsMolecular Tumor ProfilingMutation AnalysisCancer Mutation AnalysisCohort ConstructionFalse Discovery RateMelanoma IncidenceSomatic MutationsTumor Mutation AnalysisTumor Mutational ProfilingTumor Profiling
BACKGROUND: Little is known about the prognostic significance of somatically mutated genes in metastatic melanoma (MM). We have employed a combined clinical and bioinformatics approach on tumor samples from cutaneous melanoma (SKCM) as part of The Cancer Genome Atlas project (TCGA) to identify mutated genes with potential clinical relevance. METHODS: After limiting our DNA sequencing analysis to MM samples (n=356) and to CANCER CENSUS gene list, we filtered out mutations with low functional significance (snpEFF). We performed Cox analysis on 53 genes that were mutated in 3% of samples and had 50% difference in incidence of mutations in deceased subjects versus alive subjects. RESULTS: Four genes were potentially prognostic [RAC1, FGFR1, CARD11, CIITA; false discovery rate (FDR) 75% of the samples that exhibited corresponding DNA mutations. The low frequency, UV signature type, and RNA expression of the 22 genes in MM samples was confirmed in a separate multi-institution validation cohort (n=413). An underpowered analysis within a subset of this validation cohort with available patient follow-up (n=224) showed that somatic mutations in SPEN and RAC1 reached borderline prognostic significance [log-rank favorable (p=0.09) and adverse (p=0.07), respectively]. We conclude that expressed somatic mutations in infrequently mutated genes other than the well-characterized ones (e.g. BRAF, RAS, CDKN2A, PTEN, TP53) may have some prognostic significance in MM.
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