3D clusters of somatic mutations in cancer reveal numerous rare mutations as functional targets

Jianjiong Gao1, Matthew T Chang2,3,4, Hannah C Johnsen2,5

  • 1Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA. jgao@cbio.mskcc.org.

Genome Medicine
|January 25, 2017
PubMed

Insights

Identifying functional cancer mutations, even rare ones, is crucial. This study introduces a novel method analyzing protein structure clusters to find potentially impactful rare mutations, aiding personalized cancer therapy.

Area of Science:

  • Genomics
  • Structural Biology
  • Cancer Research

Background:

  • Many cancer mutations lack clear functional significance, hindering targeted therapies.
  • Current methods focus on common mutations, overlooking rare but potentially critical ones.

Purpose of the Study:

  • To develop a novel method for identifying functionally significant rare mutations in cancer.
  • To analyze spatial clustering of mutations in protein structures to uncover long-tail mutation impact.
  • To experimentally validate identified potential driver mutations.

Main Methods:

  • Analysis of mutation recurrence within spatially clustered residues in protein structures.
  • Examination of 10,000 tumor exomes to identify rarely mutated residues.
  • Experimental validation of candidate mutations in RAC1 and MAP2K1 genes.

Main Results:

  • Identification of over 3000 rarely mutated residues with potential functional significance.
  • Experimental validation of several identified potential driver mutations.
  • Development of web resources (3dhotspots.org, cBioPortal.org) for accessing these findings.

Conclusions:

  • Spatial clustering analysis effectively identifies functional rare cancer mutations.
  • These findings expand the scope of genomic-driven clinical trials and personalized medicine.
  • The identified mutations offer new targets for cancer therapy and clinical trial stratification.

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