Proceedings of the National Academy of Sciences · 2019 · 62 citations · 49 references
MedicineCancer BiologyOncologyMetastasisMolecular OncologyTumor HeterogeneityCancer BiomarkersCancer GenomicsCancer TranscriptomicsMolecular Tumor ProfilingSingle-cell TranscriptomicsTranscriptomic ProfilingGene Expression SignaturesIntratumor HeterogeneityPredictive Biomarker AssessmentPrognostic Expression SignaturesPrognostic Gene SignaturesPrognostic Risk AssessmentRecurrence-free SurvivalTumor Profiling
Despite pronounced genomic and transcriptomic heterogeneity in non-small-cell lung cancer (NSCLC) not only between tumors, but also within a tumor, validation of clinically relevant gene signatures for prognostication has relied upon single-tissue samples, including 2 commercially available multigene tests (MGTs). Here we report an unanticipated impact of intratumor heterogeneity (ITH) on risk prediction of recurrence in NSCLC, underscoring the need for a better genomic strategy to refine prognostication. By leveraging label-free, inertial-focusing microfluidic approaches in retrieving circulating tumor cells (CTCs) at single-cell resolution, we further identified specific gene signatures with distinct expression profiles in CTCs from patients with differing metastatic potential. Notably, a refined prognostic risk model that reconciles the level of ITH and CTC-derived gene expression data outperformed the initial classifier in predicting recurrence-free survival (RFS). We propose tailored approaches to providing reliable risk estimates while accounting for ITH-driven variance in NSCLC.
49
Fitting Linear Mixed-Effects Models Using <b>lme4</b>
Douglas M. Bates, Martin Mächler, Benjamin M. Bolker et al. · Journal of Statistical Software · 2015 · 85.6K citations · Full text
The Clonal Evolution of Tumor Cell Populations
Peter C. Nowell̀ · Science · 1976 · 6.5K citations
affy—analysis of <i>Affymetrix GeneChip</i> data at the probe level
Laurent Gautier, Leslie Cope, Benjamin M. Bolstad et al. · Bioinformatics · 2004 · 5.4K citations · Full text