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Updated: Jan 6, 2026

Establishing a Competing Risk Regression Nomogram Model for Survival Data
Published on: October 23, 2020
A Mendelian randomization-based risk model using aging-related genes for prognosis in lung adenocarcinoma
Shaowen Feng1, Xiaowang Liu1, Huiqin Yang2
1Changxing People's Hospital, Zhejiang. No. 66 Taihu Middle Road, Changxing County, Huzhou City, 313100, Zhejiang Province, People's Republic of China.
Background:
Aging-related genes (ARGs) are prognostic markers in cancers, but their role in lung adenocarcinoma (LUAD) remains unclear. Investigating ARGs in LUAD may provide valuable insights for clinical diagnosis and treatment.
Methods:
Gene expression profiles from TCGA and GEO datasets were analyzed to identify ARG-related genes. Univariate Cox regression and LASSO analysis were used to construct a prognostic risk model. Kaplan-Meier survival analysis, ROC curves, and clinicopathological features validated its predictive accuracy. Immune cell infiltration and tumor microenvironment were assessed using CIBERSORT and ESTIMATE. RT-qPCR was used to validate the differential expression of key genes in LUAD and adjacent normal tissues.
Results:
Seven prognostic ARGs (RHPN2, BLK, PTPRO, CA4, UBE2C, METTL7A, and H2BC12) were identified. The risk model stratified patients into high- and low-risk groups, with high-risk individuals showing poorer survival, increased immune evasion, and altered immune cell infiltration. These findings were validated in independent datasets. RT-qPCR confirmed elevated RHPN2, BLK, UBE2C, and H2BC12 in tumors, while PTPRO, CA4, and METTL7A were reduced.
Conclusion:
A robust ARG-based risk model, leveraging Cox regression and LASSO, effectively predicts survival and immunotherapy responses in LUAD, offering new tools for personalized prognosis and treatment strategies.
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