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Development and Validation of a Prognostic Autophagy-Related Gene Pair Index Related to Tumor-Infiltrating Lymphocytes in Early-Stage Lung Adenocarcinoma
- Source :
- Frontiers in Cell and Developmental Biology, Vol 9 (2021), Frontiers in Cell and Developmental Biology
- Publication Year :
- 2021
- Publisher :
- Frontiers Media S.A., 2021.
-
Abstract
- The role of autophagy in lung cancer is context-dependent and complex. Recent studies have reported the important role of autophagy in tumor immune escape. However, the association between autophagy and tumor-infiltrating lymphocytes (TILs) in early-stage lung adenocarcinoma (LUAD) remains unclear. In this study, we aimed to develop and validate the autophagy-related gene pair index (ATGPI) and autophagy clinical prognostic index (ACPI) in multiple LUAD cohorts, including The Cancer Genome Atlas (TCGA) cohort, Gene Expression Omnibus cohorts, and one cohort from Union Hospital, Wuhan (UH cohort), using a Cox proportional hazards regression model with the least absolute shrinkage and selection operator. Multivariate Cox regression analysis demonstrated that there was a significant difference in overall survival (OS) between patients with high and low ATGPI in the testing [hazard ratio (HR) = 1.97; P < 0.001] and TCGA validation (HR = 2.25; P < 0.001) cohorts. Time-dependent receiver operating characteristic curve analysis was also performed. We found that high ATGPI could accurately identify patients with early-stage LUAD with shorter OS, with the areas under the curve of 0.703 and 0.676 in the testing and TCGA validation cohorts, respectively. Concordance index (C-index) was used to evaluate the efficiency of ATGPI and ACPI. The C-index of ACPI was higher than that of ATGPI in the testing (0.71 vs. 0.66; P < 0.001), TCGA validation (0.69 vs. 0.65; P = 0.028), and UH (0.80 vs. 0.70; P = 0.015) cohorts. TIL analysis demonstrated that the proportions of tumor-infiltrating CD4+ T cells were lower in the high-ATGPI group than in the low-ATGPI group in both the TCGA validation and UH cohorts. These results indicate the potential clinical use of ATG signatures which are associated with TILs, in identifying patients with early-stage LUAD with different OS.
- Subjects :
- Oncology
medicine.medical_specialty
autophagy
QH301-705.5
autophagy-related genes
Cell and Developmental Biology
Internal medicine
Medicine
gene signatures
Stage (cooking)
Biology (General)
Lung cancer
Original Research
Receiver operating characteristic
business.industry
Proportional hazards model
Tumor-infiltrating lymphocytes
Hazard ratio
Cell Biology
medicine.disease
lung adenocarcinoma
tumor-infiltrating lymphocytes
Cohort
Adenocarcinoma
prognosis
business
Developmental Biology
Subjects
Details
- Language :
- English
- Volume :
- 9
- Database :
- OpenAIRE
- Journal :
- Frontiers in Cell and Developmental Biology
- Accession number :
- edsair.doi.dedup.....ac4b2d82fe83e2cc2c3753a1391b7246