Construction and Validation of an Immune Infiltration-Related Gene Signature for the Prediction of Prognosis and Therapeutic Response in Breast Cancer

Front Immunol. 2021 Apr 27:12:666137. doi: 10.3389/fimmu.2021.666137. eCollection 2021.

Abstract

Breast cancer patients show significant heterogeneity in overall survival. Current assessment models are insufficient to accurately predict patient prognosis, and models for predicting treatment response are lacking. We evaluated the relationship between various immune cells and breast cancer and confirmed the association between immune infiltration and breast cancer progression. Different bioinformatics and statistical approaches were combined to construct a robust immune infiltration-related gene signature for predicting patient prognosis and responses to immunotherapy and chemotherapy. Our research found that a higher immune infiltration-related risk score (IRS) indicates that the patient has a worse prognosis and is not very sensitive to immunotherapy. In addition, a new nomogram was constructed based on the gene signature and clinicopathological features to improve the risk stratification and quantify the risk assessment of individual patients. Our study might contribute to the optimization of the risk stratification for survival and the personalized management of breast cancer.

Keywords: breast cancer; chemotherapy; gene signature (GS); immune infiltration; immunotherapy; prognosis.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Biomarkers, Tumor / genetics*
  • Biomarkers, Tumor / immunology*
  • Breast Neoplasms / genetics
  • Breast Neoplasms / immunology*
  • Breast Neoplasms / pathology
  • Breast Neoplasms / therapy
  • Computational Biology
  • Drug Therapy
  • Female
  • Gene Expression Profiling
  • Humans
  • Immunotherapy
  • Nomograms
  • Prognosis
  • Reproducibility of Results
  • Risk Factors

Substances

  • Biomarkers, Tumor