Decomposing Oncogenic Transcriptional Signatures to Generate Maps of Divergent Cellular States.
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ABSTRACT: The systematic sequencing of the cancer genome has led to the identification of numerous genetic alterations in cancer. However, a deeper understanding of the functional consequences of these alterations is necessary to guide appropriate therapeutic strategies. Here, we describe Onco-GPS (OncoGenic Positioning System), a data-driven analysis framework to organize individual tumor samples with shared oncogenic alterations onto a reference map defined by their underlying cellular states. We applied the methodology to the RAS pathway and identified nine distinct components that reflect transcriptional activities downstream of RAS and defined several functional states associated with patterns of transcriptional component activation that associates with genomic hallmarks and response to genetic
SUBMITTER: Kim JW
PROVIDER: S-EPMC5639711 | biostudies-literature | 2017 Aug
REPOSITORIES: biostudies-literature
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