Multimodal perturbation analyses of cyclin-dependent kinases reveal a network of synthetic lethalities associated with cell-cycle regulation and transcriptional regulation

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作者
Kyle Ford
Brenton P. Munson
Samson H. Fong
Rebecca Panwala
Wai Keung Chu
Joseph Rainaldi
Nongluk Plongthongkum
Vinayagam Arunachalam
Jarek Kostrowicki
Dario Meluzzi
Jason F. Kreisberg
Kristen Jensen-Pergakes
Todd VanArsdale
Thomas Paul
Pablo Tamayo
Kun Zhang
Jadwiga Bienkowska
Prashant Mali
Trey Ideker
机构
[1] University of California San Diego,Department of Bioengineering
[2] University of California San Diego,Department of Medicine
[3] University of California San Diego,Biomedical Sciences Program
[4] Pfizer Inc,undefined
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Cell-cycle control is accomplished by cyclin-dependent kinases (CDKs), motivating extensive research into CDK targeting small-molecule drugs as cancer therapeutics. Here we use combinatorial CRISPR/Cas9 perturbations to uncover an extensive network of functional interdependencies among CDKs and related factors, identifying 43 synthetic-lethal and 12 synergistic interactions. We dissect CDK perturbations using single-cell RNAseq, for which we develop a novel computational framework to precisely quantify cell-cycle effects and diverse cell states orchestrated by specific CDKs. While pairwise disruption of CDK4/6 is synthetic-lethal, only CDK6 is required for normal cell-cycle progression and transcriptional activation. Multiple CDKs (CDK1/7/9/12) are synthetic-lethal in combination with PRMT5, independent of cell-cycle control. In-depth analysis of mRNA expression and splicing patterns provides multiple lines of evidence that the CDK-PRMT5 dependency is due to aberrant transcriptional regulation resulting in premature termination. These inter-dependencies translate to drug–drug synergies, with therapeutic implications in cancer and other diseases.
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