The Clinical Kinase Index: A Method to Prioritize Understudied Kinases as Drug Targets for the Treatment of Cancer

Cell Rep Med. 2020 Oct 20;1(7):100128. doi: 10.1016/j.xcrm.2020.100128.

Abstract

The approval of the first kinase inhibitor, Gleevec, ushered in a paradigm shift for oncological treatment-the use of genomic data for targeted, efficacious therapies. Since then, over 48 additional small-molecule kinase inhibitors have been approved, solidifying the case for kinases as a highly druggable and attractive target class. Despite the role deregulated kinase activity plays in cancer, only 8% of the kinome has been effectively "drugged." Moreover, 24% of the 634 human kinases are understudied. We have developed a comprehensive scoring system that utilizes differential gene expression, pathological parameters, overall survival, and mutational hotspot analysis to rank and prioritize clinically relevant kinases across 17 solid tumor cancers from The Cancer Genome Atlas. We have developed the clinical kinase index (CKI) app (http://cki.ccs.miami.edu) to facilitate interactive analysis of all kinases in each cancer. Collectively, we report that understudied kinases have potential clinical value as biomarkers or drug targets that warrant further study.

Keywords: Kaplan-Meier survival analysis; TNM score; cancer drug target; clinical scoring system; data integration; differential gene expression; druggable genome; human kinome; target validation; understudied kinase.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Antineoplastic Agents / chemistry
  • Antineoplastic Agents / metabolism*
  • Antineoplastic Agents / pharmacology
  • Drug Discovery
  • Gene Dosage
  • Gene Expression Regulation, Neoplastic
  • Humans
  • Molecular Targeted Therapy
  • Mutation
  • Neoplasm Proteins / antagonists & inhibitors
  • Neoplasm Proteins / genetics*
  • Neoplasm Proteins / metabolism
  • Neoplasms / drug therapy*
  • Neoplasms / genetics
  • Neoplasms / mortality
  • Neoplasms / pathology
  • Protein Binding
  • Protein Kinase Inhibitors / chemistry
  • Protein Kinase Inhibitors / metabolism*
  • Protein Kinase Inhibitors / pharmacology
  • Protein Kinases / genetics*
  • Protein Kinases / metabolism
  • Research Design
  • Signal Transduction
  • Small Molecule Libraries / chemistry
  • Small Molecule Libraries / metabolism*
  • Small Molecule Libraries / pharmacology
  • Software
  • Survival Analysis

Substances

  • Antineoplastic Agents
  • Neoplasm Proteins
  • Protein Kinase Inhibitors
  • Small Molecule Libraries
  • Protein Kinases