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

被引:23
作者
Buechler, Steven A. [1 ]
Stephens, Melissa T. [2 ]
Hummon, Amanda B. [3 ]
Ludwig, Katelyn [4 ]
Cannon, Emily [1 ]
Carter, Tonia C. [5 ]
Resnick, Jeffrey [6 ]
Gokmen-Polar, Yesim [7 ]
Badve, Sunil S. [7 ,8 ]
机构
[1] Univ Notre Dame, Dept Appl & Computat Math & Stat, Harper Canc Res Inst, 102B Crowley Hall, Notre Dame, IN 46556 USA
[2] Univ Notre Dame, Genom & Bioinformat Core Facil, Notre Dame, IN 46556 USA
[3] Ohio State Univ, Comprehens Canc Ctr, Dept Chem & Biochem, Columbus, OH 43210 USA
[4] NCI, Funct Genet Sect, Genet Branch, Ctr Canc Res, Bethesda, MD 20892 USA
[5] Marshfield Clin Fdn Med Res & Educ, Ctr Precis Med Res, Marshfield, WI USA
[6] Marshfield Clin Fdn Med Res & Educ, Dept Pathol, Marshfield, WI USA
[7] Indiana Univ Sch Med, Dept Pathol & Lab Med, Indianapolis, IN 46202 USA
[8] Indiana Univ, Melvin & Bren Simon Canc Ctr, Indianapolis, IN 46204 USA
关键词
II/III COLON-CANCER; INTRINSIC SUBTYPES; CLASSIFICATION; HETEROGENEITY; RESPONSES; MODELS;
D O I
10.1038/s41598-020-69083-y
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
Colorectal 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.
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页数:13
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