Scientific Reports (May 2023)

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

  • 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

DOI
https://doi.org/10.1038/s41598-023-33329-2
Journal volume & issue
Vol. 13, no. 1
pp. 1 – 20

Abstract

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Abstract 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.