Identifying a lactic acid metabolism-related gene signature contributes to predicting prognosis, immunotherapy efficacy, and tumor microenvironment of lung adenocarcinoma

Front Immunol. 2022 Oct 7:13:980508. doi: 10.3389/fimmu.2022.980508. eCollection 2022.

Abstract

Lactic acid, once considered as an endpoint or a waste metabolite of glycolysis, has emerged as a major regulator of cancer development, maintenance, and progression. However, studies about lactic acid metabolism-related genes (LRGs) in lung adenocarcinoma (LUAD) remain unclear. Two distinct molecular subtypes were identified on basis of 24 LRGs and found the significant enrichment of subtype A in metabolism-related pathways and had better overall survival (OS). Subsequently, a prognostic signature based on 5 OS-related LRGs was generated using Lasso Cox hazards regression analysis in TCGA dataset and was validated in two external cohorts. Then, a highly accurate nomogram was cosntructed to improve the clinical application of the LRG_score. By further analyzing the LRG_score, higher immune score and lower stromal score were found in the low LRG_score group, which presented a better prognosis. Patients with low LRG_score also exhibited lower somatic mutation rate, tumor mutation burden (TMB), and cancer stem cell (CSC) index. Three more independent cohorts (GSE126044: anti-PD-1, GSE135222: anti-PD-1, and IMvigor210: anti-PD-L1) were analyzed, and the results showed that patients in the low LRG_score category were more responsive to anti-PD-1/PD-L1 medication and had longer survival times. It was also determined that gefitinib, etoposide, erlotinib, and gemcitabine were more sensitive to the low LRG_score group. Finally, we validated the stability and reliability of LRG_score in cell lines, clinical tissue samples and HPA databases. Overall, the LRG_score may improve prognostic information and provide directions for current research on drug treatment strategies for LUAD patients.

Keywords: immunotherapy; lactic acid metabolism; lung adenocarcinoma; pyroptosis; tumor microenvironment.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adenocarcinoma of Lung* / drug therapy
  • Adenocarcinoma of Lung* / genetics
  • Erlotinib Hydrochloride / therapeutic use
  • Etoposide / therapeutic use
  • Gefitinib
  • Humans
  • Immunologic Factors / therapeutic use
  • Immunotherapy
  • Lactic Acid
  • Lung Neoplasms* / drug therapy
  • Lung Neoplasms* / genetics
  • Prognosis
  • Reproducibility of Results
  • Tumor Microenvironment / genetics

Substances

  • Lactic Acid
  • Gefitinib
  • Erlotinib Hydrochloride
  • Etoposide
  • Immunologic Factors