Identification and Validation of a Novel Signature Based on NK Cell Marker Genes to Predict Prognosis and Immunotherapy Response in Lung Adenocarcinoma by Integrated Analysis of Single-Cell and Bulk RNA-Sequencing

Front Immunol. 2022 Jun 10:13:850745. doi: 10.3389/fimmu.2022.850745. eCollection 2022.

Abstract

Natural killer (NK) cells, the effectors of the innate immune system, have a remarkable influence on cancer prognosis and immunotherapy. In this study, a total of 1,816 samples from nine independent cohorts in public datasets were enrolled. We first conducted a comprehensive analysis of single-cell RNA-sequencing data of lung adenocarcinoma (LUAD) from the Gene Expression Omnibus (GEO) database and determined 189 NK cell marker genes. Subsequently, we developed a seven-gene prognostic signature based on NK cell marker genes in the TCGA LUAD cohort, which stratified patients into high-risk and low-risk groups. The predictive power of the signature was well verified in different clinical subgroups and GEO cohorts. With a multivariate analysis, the signature was identified as an independent prognostic factor. Low-risk patients had higher immune cell infiltration states, especially CD8+ T cells and follicular helper T cells. There existed a negative association between inflammatory activities and risk score, and the richness and diversity of the T-cell receptor (TCR) repertoire was higher in the low-risk groups. Importantly, analysis of an independent immunotherapy cohort (IMvigor210) revealed that low-risk patients had better immunotherapy responses and prognosis than high-risk patients. Collectively, our study developed a novel signature based on NK cell marker genes, which had a potent capability to predict the prognosis and immunotherapy response of LUAD patients.

Keywords: NK cell marker genes; immunotherapy; lung adenocarcinoma; prognostic signature; single-cell RNA-sequencing.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adenocarcinoma of Lung* / genetics
  • Adenocarcinoma of Lung* / therapy
  • Biomarkers, Tumor / genetics
  • CD8-Positive T-Lymphocytes / pathology
  • Humans
  • Immunotherapy
  • Killer Cells, Natural / pathology
  • Lung Neoplasms* / genetics
  • Lung Neoplasms* / therapy
  • Prognosis
  • RNA

Substances

  • Biomarkers, Tumor
  • RNA