Clinical Chemistry · 2014 · 12 citations · 23 references
MedicineMolecular BiologyOncologyCancer GeneticsEpigeneticsMolecular OncologyBiomarker ValidationCancer BiomarkersCancer EpigeneticsDna Methylation ProfilingEpigenetic Alterations In CancerEpigenetic BiomarkersAcute Myeloid Leukemia BiologyCancer Epigenetic BiomarkersIndependent Cohort ValidationLigation-mediated PcrMethylation BiomarkersMultiplex ScreeningRandom Forest ClassificationSite-specific Dna Methylation Markers
BACKGROUND: Epigenetic dysregulation involving alterations in DNA methylation is a hallmark of various types of cancer, including acute myeloid leukemia (AML). Although specific cancer types and clinical aggressiveness of tumors can be determined by DNA methylation status, the assessment of DNA methylation at multiple loci is not routinely performed in the clinical laboratory. METHODS: We recently described a novel microsphere-based assay for multiplex evaluation of DNA methylation. In the current study, we validated and used an improved assay [termed expedited microsphere HpaII small fragment Enrichment by Ligation-mediated PCR (xMELP)] that can be performed with appropriate clinical turnaround time. RESULTS: Using the xMELP assay in conjunction with a new 17-locus random forest classifier that has been trained using 344 AML samples, we were able to segregate an independent cohort of 70 primary AML patients into methylation-determined subgroups with significantly distinct mortality risk (P = 0.009). We also evaluated precision, QC parameters, and preanalytic variables of the xMELP assay and determined the sensitivity of the random forest classifier score to failure at 1 or more loci. CONCLUSIONS: Our results demonstrate that xMELP performance is suitable for implementation in the clinical laboratory and predicts AML outcome in an independent patient cohort.
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R: A Language and Environment for Statistical Computing
R Core Team · 2000 · 353K citations · Full text
Natural Sciences, Computer Science, Statistical Computing +10
The Annals of Applied Statistics · 2008 · 2.4K citations · Full text