Nature Communications · 2015 · 1.3K citations · 26 references
MedicineCancer BiologyOncologyMolecular OncologyTranscriptomicsTumor MicroenvironmentCancer BiomarkersCancer GenomicsCancer TranscriptomicsMalignant NeoplasmsMolecular Tumor ProfilingTranscriptomic ProfilingDifferential Gene ExpressionDifferential Transcript ExpressionImmune Signature ProfilingTumor ProfilingTumor Purity Estimation
The tumour microenvironment is the non-cancerous cells present in and around a tumour, including mainly immune cells, but also fibroblasts and cells that comprise supporting blood vessels. These non-cancerous components of the tumour may play an important role in cancer biology. They also have a strong influence on the genomic analysis of tumour samples, and may alter the biological interpretation of results. Here we present a systematic analysis using different measurement modalities of tumour purity in >10,000 samples across 21 cancer types from the Cancer Genome Atlas. Patients are stratified according to clinical features in an attempt to detect clinical differences driven by purity levels. We demonstrate the confounding effect of tumour purity on correlating and clustering tumours with transcriptomics data. Finally, using a differential expression method that accounts for tumour purity, we find an immunotherapy gene signature in several cancer types that is not detected by traditional differential expression analyses.
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Robust enumeration of cell subsets from tissue expression profiles
Aaron M. Newman, Chih Long Liu, Michael R. Green et al. · Nature Methods · 2015 · 14.1K citations · Full text
Inferring tumour purity and stromal and immune cell admixture from expression data
Kosuke Yoshihara, Maria Shahmoradgoli, Emmanuel Martínez et al. · Nature Communications · 2013 · 10.7K citations · Full text
The Genotype-Tissue Expression (GTEx) project.
Mutational landscape determines sensitivity to PD-1 blockade in non–small cell lung cancer
Naiyer A. Rizvi, Matthew D. Hellmann, Alexandra Snyder et al. · Science · 2015 · 7.9K citations
Medicine, Immunology, Oncology +17