ColoType: a forty gene signature for consensus molecular subtyping of colorectal cancer tumors using whole-genome assay or targeted RNA-sequencing

dc.contributor.authorBuechler, Steven A.
dc.contributor.authorStephens, Melissa T.
dc.contributor.authorHummon, Amanda B.
dc.contributor.authorLudwig, Katelyn
dc.contributor.authorCannon, Emily
dc.contributor.authorCarter, Tonia C.
dc.contributor.authorResnick, Jeffrey
dc.contributor.authorGökmen-Polar, Yesim
dc.contributor.authorBadve, Sunil S.
dc.contributor.departmentPathology and Laboratory Medicine, School of Medicineen_US
dc.date.accessioned2020-12-07T17:23:10Z
dc.date.available2020-12-07T17:23:10Z
dc.date.issued2020-07-21
dc.description.abstractColorectal cancer (CRC) tumors can be partitioned into four biologically distinct consensus molecular subtypes (CMS1-4) using gene expression. Evidence is accumulating that tumors in different subtypes are likely to respond differently to treatments. However, to date, there is no clinical diagnostic test for CMS subtyping. In this study, we used novel methodology in a multi-cohort training domain (n = 1,214) to develop the ColoType scores and classifier to predict CMS1-4 based on expression of 40 genes. In three validation cohorts (n = 1,744, in total) representing three distinct gene-expression measurement technologies, ColoType predicted gold-standard CMS subtypes with accuracies 0.90, 0.91, 0.88, respectively. To accommodate for potential intratumoral heterogeneity and tumors of mixed subtypes, ColoType was designed to report continuous scores measuring the prevalence of each of CMS1–4 in a tumor, in addition to specifying the most prevalent subtype. For analysis of clinical specimens, ColoType was also implemented with targeted RNA-sequencing (Illumina AmpliSeq). In a series of formalin-fixed, paraffin-embedded CRC samples (n = 49), ColoType by targeted RNA-sequencing agreed with subtypes predicted by two independent methods with accuracies 0.92, 0.82, respectively. With further validation, ColoType by targeted RNA-sequencing, may enable clinical application of CMS subtyping with widely-available and cost-effective technology.en_US
dc.identifier.citationBuechler, S. A., Stephens, M. T., Hummon, A. B., Ludwig, K., Cannon, E., Carter, T. C., Resnick, J., Gökmen-Polar, Y., & Badve, S. S. (2020). ColoType: A forty gene signature for consensus molecular subtyping of colorectal cancer tumors using whole-genome assay or targeted RNA-sequencing. Scientific Reports, 10(1), 12123. https://doi.org/10.1038/s41598-020-69083-yen_US
dc.identifier.issn2045-2322en_US
dc.identifier.urihttps://hdl.handle.net/1805/24541
dc.language.isoen_USen_US
dc.publisherNature Publishing groupen_US
dc.relation.isversionof10.1038/s41598-020-69083-yen_US
dc.relation.journalScientific Reportsen_US
dc.rightsAttribution 4.0 International*
dc.rights.urihttps://creativecommons.org/licenses/by/4.0*
dc.sourcePMCen_US
dc.subjectCancer genomicsen_US
dc.subjectGastrointestinal canceren_US
dc.subjectColorectal canceren_US
dc.titleColoType: a forty gene signature for consensus molecular subtyping of colorectal cancer tumors using whole-genome assay or targeted RNA-sequencingen_US
dc.typeArticleen_US
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