Development of six immune-related lncRNA signature prognostic model for smoking-positive lung adenocarcinoma

J Clin Lab Anal. 2022 Jun;36(6):e24467. doi: 10.1002/jcla.24467. Epub 2022 May 13.

Abstract

Background: Smoking is one of the most hazardous risk factors for the development of lung adenocarcinoma (LUAD). Many survival and prognosis-related biomarkers were discovered using database mining. However, the precision of immune-related long noncoding RNAs (lncRNAs) predictions is insufficient. We identified a novel signature to improve the estimate of smoking-related LUAD prognosis.

Methods: The Cancer Genome Atlas database (TCGA) was used to obtain the LUAD lncRNA expression profiles. The smoking-related LUAD cohort was randomly split into discovery and validation cohorts. To determine the risk score, use the LASSO Cox regression technique on the prognostic immune-related lncRNA. The risk signature has been developed.

Results: A total of 643 immune-related lncRNAs were identified as potential candidates for a risk signature. Finally, six immune-related lncRNAs (AL359915.2, AP000695.1, HSPC324, TGFB2-AS1, AC026355.1, and AC002128.2) were identified and used to carry out risk signature, which showed a close association with overall survival in the discovery cohort. We classified patients as high risk or low risk based on a median risk score of 1.0783. In the discovery cohort, overall survival was marginally longer in the low-risk group than in the high-risk category (p = 2.28e08). The area under the curves (AUC) for 1-, 3-, and 5-year survival was 0.67, 0.7, and 0.82, respectively. Furthermore, we successfully validated and combined cohorts using this risk profile. We discovered a strong positive connection between HSPC324 and VIPR1 as a possible novel biomarker for smoking-related LUAD development in our study.

Conclusions: Our research has established a six immune-lncRNA signature that may be used to predict the prognosis of smoking-related LUAD with great accuracy.

Keywords: TCGA; immune; lncRNA; prognostic biomarker; smoking-positive lung adenocarcinoma.

MeSH terms

  • Adenocarcinoma* / genetics
  • Adenocarcinoma* / metabolism
  • Biomarkers, Tumor / genetics
  • Biomarkers, Tumor / metabolism
  • Humans
  • Lung / metabolism
  • Lung Neoplasms* / genetics
  • Lung Neoplasms* / metabolism
  • Prognosis
  • RNA, Long Noncoding* / genetics
  • RNA, Long Noncoding* / metabolism
  • Smoking / adverse effects
  • Smoking / genetics

Substances

  • Biomarkers, Tumor
  • RNA, Long Noncoding