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Updated: Apr 14, 2026

Discovery of Driver Genes in Colorectal HT29-derived Cancer Stem-Like Tumorspheres
Published on: July 22, 2020
The dJ/dS Ratio Test Reveals Hundreds of Novel Putative Cancer Drivers
Han Chen1, Ke Xing2, Xionglei He3
1Key Laboratory of Gene Engineering of Ministry of Education, College of Ecology and Evolution, School of Life Sciences, Sun Yat-sen University, Guangzhou 510275, China.
Abstract:
Computational tools with a balanced sensitivity and specificity in identification of candidate cancer drivers are highly desired. In this study, we propose a new statistical test, namely the dJ/dS ratio test, to compute the relative mutation rate of exon/intron junction sites (dJ) to synonymous sites (dS); observation of dJ/dS ratio larger than 1 in cancer indicates positive selection for splicing deregulation, a signature of cancer driver genes. Using this method, we analyzed the data from The Cancer Genome Atlas and identified hundreds of novel putative cancer drivers. Interestingly, these genes are highly enriched in biological processes related to the development and maintenance of multicellularity, paralleling a previous finding that cancer evolves back to be unicellular by knocking down the multicellularity-associated genetic network.
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