Mapping in silico genetic networks of the KMT2D tumour suppressor gene to uncover novel functional associations and cancer cell vulnerabilities
Yuka TakemoniD, Erin PleasanceiD, Alessia GagliardiiD, Christopher S. HughesiD, Veronika Csizmók, Kathleen Wee, Diane L.N. TrinhiD, Ryan D. HuffiD, Andrew J. J. MungalliD, Richard A. MooreiD, Eric Chuah, Karen Mungall, Eleanor Lewis, Jessica NelsoniD, Howard John LimiD, Daniel John RenoufiD, Steven J.M. JonesiD, Janessa J. LaskiniD, Marco A. MarraiD
Abstract
Loss-of-function (LOF) alterations in tumour suppressor genes cannot be directly targeted. Approaches characterising gene function and vulnerabilities conferred by such mutations are required. Here, we computationally map genetic networks of KMT2D, a tumour suppressor gene frequently mutated in several cancer types. Using KMT2D loss-of-function (KMT2DLOF) mutations as a model, we illustrate the utility of in silico genetic networks in uncovering novel functional associations and vulnerabilities in cancer cells with LOF alterations affecting tumour suppressor genes. We revealed genetic interactors with functions in histone modification, metabolism, and immune response, and synthetic lethal (SL) candidates, including some encoding existing therapeutic targets. Analysing patient data from The Cancer Genome Atlas and the Personalized OncoGenomics Project, we showed, for example, elevated immune checkpoint response markers in KMT2DLOF cases, possibly supporting KMT2DLOF as an immune checkpoint inhibitor biomarker. Our study illustrates how tumour suppressor gene LOF alterations can be exploited to reveal potentially targetable cancer cell vulnerabilities.
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