Identification of a 9-gene autophagy-related signature for predicting prognosis and immune exhaustion features in breast cancer.
[UNLABELLED] To address the prognostic limitations in breast cancer (BRCA), we integrated transcriptomic profiles from The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) to construct a n
- HR 2.28
APA
Zhang J, Wang Y, Zou M (2026). Identification of a 9-gene autophagy-related signature for predicting prognosis and immune exhaustion features in breast cancer.. 3 Biotech, 16(4), 139. https://doi.org/10.1007/s13205-026-04756-5
MLA
Zhang J, et al.. "Identification of a 9-gene autophagy-related signature for predicting prognosis and immune exhaustion features in breast cancer.." 3 Biotech, vol. 16, no. 4, 2026, pp. 139.
PMID
41821654
Abstract
[UNLABELLED] To address the prognostic limitations in breast cancer (BRCA), we integrated transcriptomic profiles from The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) to construct a novel 9-gene autophagy-related signature via Least Absolute Shrinkage and Selection Operator (LASSO) Cox regression. The model demonstrated robust predictive accuracy for overall survival in the training cohort (HR = 2.28, 0.001) and maintained stability in external validation (AUC = 0.740). Mechanistically, the risk score was significantly associated with selective autophagy pathways and an immune-exhausted microenvironment characterized by T-cell dysfunction. Furthermore, drug sensitivity profiling identified a positive correlation between the risk gene MTDH and sensitivity to Vincristine and Gemcitabine. This study presents a reliable risk-stratification tool that bridges autophagic mechanisms with personalized chemotherapy guidance.
[SUPPLEMENTARY INFORMATION] The online version contains supplementary material available at 10.1007/s13205-026-04756-5.
[SUPPLEMENTARY INFORMATION] The online version contains supplementary material available at 10.1007/s13205-026-04756-5.
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