Meta-analysis of tumor- and T cell-intrinsic mechanisms of sensitization to checkpoint inhibition

Cell. 2021 Feb 4;184(3):596-614.e14. doi: 10.1016/j.cell.2021.01.002. Epub 2021 Jan 27.

Abstract

Checkpoint inhibitors (CPIs) augment adaptive immunity. Systematic pan-tumor analyses may reveal the relative importance of tumor-cell-intrinsic and microenvironmental features underpinning CPI sensitization. Here, we collated whole-exome and transcriptomic data for >1,000 CPI-treated patients across seven tumor types, utilizing standardized bioinformatics workflows and clinical outcome criteria to validate multivariable predictors of CPI sensitization. Clonal tumor mutation burden (TMB) was the strongest predictor of CPI response, followed by total TMB and CXCL9 expression. Subclonal TMB, somatic copy alteration burden, and histocompatibility leukocyte antigen (HLA) evolutionary divergence failed to attain pan-cancer significance. Dinucleotide variants were identified as a source of immunogenic epitopes associated with radical amino acid substitutions and enhanced peptide hydrophobicity/immunogenicity. Copy-number analysis revealed two additional determinants of CPI outcome supported by prior functional evidence: 9q34 (TRAF2) loss associated with response and CCND1 amplification associated with resistance. Finally, single-cell RNA sequencing (RNA-seq) of clonal neoantigen-reactive CD8 tumor-infiltrating lymphocytes (TILs), combined with bulk RNA-seq analysis of CPI-responding tumors, identified CCR5 and CXCL13 as T-cell-intrinsic markers of CPI sensitivity.

Keywords: CXCL9; biomarkers; checkpoint inhibitors; clonal TMB; immunogenicity; immunotherapy; meta-analysis; mutation; neoantigen.

Publication types

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

MeSH terms

  • Biomarkers, Tumor / metabolism
  • CD8 Antigens / metabolism
  • Chemokine CXCL13 / metabolism
  • Chromosomes, Human, Pair 9 / genetics
  • Cohort Studies
  • Cyclin D1 / genetics
  • DNA Copy Number Variations / genetics
  • Exome / genetics
  • Gene Amplification
  • Humans
  • Immune Checkpoint Inhibitors / pharmacology*
  • Immune Evasion / drug effects
  • Multivariate Analysis
  • Mutation / genetics
  • Neoplasms / immunology*
  • Neoplasms / pathology
  • Polymorphism, Single Nucleotide / genetics
  • Receptors, CCR5 / metabolism
  • T-Lymphocytes / drug effects
  • T-Lymphocytes / immunology*
  • Tumor Burden / genetics

Substances

  • Biomarkers, Tumor
  • CD8 Antigens
  • Chemokine CXCL13
  • Immune Checkpoint Inhibitors
  • Receptors, CCR5
  • Cyclin D1