Aberrant expression of mitochondrial quality regulation genes (MQRGs) is intricately linked to mitochondrial dysfunction and the progression of hepatocellular carcinoma (HCC), highlighting the urgent need for reliable prognostic biomarkers. In this study, we aimed to identify differentially expressed MQRGs from 20 candidate genes by analyzing transcriptomic profiles and clinical records from the TCGA (n = 371) and GEO (n = 167) datasets. The identified prognostic MQRGs, along with associated subtype differentially expressed genes (DEGs, n = 156), underwent LASSO and multivariate Cox regression analyses to construct a risk model, which was subsequently validated through time‐dependent ROC analysis, Kaplan‐Meier curves, and in vitro RT‐qPCR. Our findings established a robust 4‐MQRG signature comprising ANXA10, BAMBI, AKR1B15, and SPINK1, which revealed that patients classified as high risk had significantly shorter overall survival compared to their low‐risk counterparts (p < 0.001). The predictive accuracy of this signature was noteworthy, yielding 1‐, 3‐, and 5‐year AUCs of 0.725, 0.696, and 0.747 in the training cohort (n = 243) and 0.676, 0.627, and 0.592 in the testing cohort (n = 242), respectively. Furthermore, high‐risk scores were associated with distinct immunosuppressive tumor microenvironments and varying sensitivity to systemic therapies. The dysregulated expression of the four genes was corroborated by RT‐qPCR and analysis of the HPA database. In conclusion, this validated MQRG‐based prognostic signature serves as an accurate tool for survival prediction and risk stratification, thus offering valuable biomarker support for personalized therapeutic approaches in HCC.
Bin-Bin Li, Li-Jun Zeng, Zhi-Long He et al.· Drug development research (P...· 0 citations
Lung adenocarcinoma (LUAD) is the most common subtype of lung cancer; however, its prognosis remains poor, and the underlying molecular mechanisms have yet to be fully elucidated. In this study, a prognostic model was constructed based on manganese metabolism-related genes, which effectively stratifies patients with LUAD with different prognoses and drug sensitivity. Mendelian randomization analysis identified glutathione peroxidase 3 (GPX3) as a key prognostic gene, which was downregulated in LUAD and significantly correlated with favorable outcomes. Functionally, GPX3 was found to inhibit LUAD cell proliferation, invasion, and metastasis while promoting apoptosis. Mechanistically, GPX3 binds to heat shock protein β-1 (HSPB1), induces its ubiquitination, and facilitates its degradation, thereby activating the Hippo signaling pathway and suppressing malignant phenotypes in LUAD cells. In summary, this study not only established a robust prognostic model based on manganese metabolism-related genes but also uncovered the critical regulatory role of the GPX3/HSPB1/yes-associated protein (YAP) axis in LUAD progression, underscoring the therapeutic potential of targeting GPX3.
Si-Xuan Wu, He Huang, Junfan Pan et al.· Cell Reports· 0 citations
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