ArticleAnnals of medicine2025
Identification of ALDH7A1 as a DNA-methylation-driven gene in lung squamous cell carcinoma.
Article in Annals of medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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Who cites it
10 citing papers in PubMed.
- Identification of mitochondrial-related subtypes and development of a prognostic model for pancreatic ductal adenocarcinoma.Journal of gastrointestinal oncology · 2026Article
- Mechanisms and therapeutic prospects of DNA methylation-mucosal innate immunity crosstalk in inflammatory bowel disease.Frontiers in immunology · 2026Review
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- A pan-cancer atlas of metabolic regulatory circuitries integrating multi-omic, immune, and clinical dimensions.Frontiers in molecular biosciences · 2026Article
- Integrative Analysis of Telomere-Related Genes Reveals Prognostic Signatures in Laryngeal Cancer.International journal of genomics · 2026Article
- Prognostic and immunological implications of sialylation-associated gene signatures in hepatocellular carcinoma.Annals of medicine · 2025Article
- Cuproptosis: a novel therapeutic mechanism in lung cancer.Cancer cell international · 2025Review
- SurvDB: Systematic Identification of Potential Prognostic Biomarkers in 33 Cancer Types.International journal of molecular sciences · 2025Article
- GSTP1 knockdown induces metabolic changes affecting energy production and lipid balance in pancreatic cancer cells.Molecular & cellular oncology · 2025Article
- AGPAT3 Regulates Immune Microenvironment in Osteosarcoma via Lysophosphatidic Acid Metabolism.Oncology research · 2025Article
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6 authors.
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Abstract
backgroundDeoxyribose nucleic acid (DNA) methylation is an important epigenetic modification that plays an important role in the occurrence and development of tumors. Identifying key methylation-driven genes that affect the prognosis of lung squamous cell carcinoma (LUSC) can provide direction for targeted therapy research. METHODS AND
resultsMethylation and RNA-seq data were downloaded from The Cancer Genome Atlas (TCGA). The MethylMix package was used to integrate and analyze the methylation and gene expression data from TCGA, and the LUSC dataset (GSE37745) was downloaded from GEO for validation. Forty-five DNA-methylation-driven genes (MDGs) were obtained, and 3 genes (TRIM61, SMIM22, and ALDH7A1) were significantly associated with survival by using univariate and multivariate Cox regression. A risk model was constructed. KM analysis showed that patients with high-risk scores had poor survival. A nomination plot for prognosis prediction of LUSC patients was constructed, which showed a good predictive efficiency for tumor prognosis. The high expression of ALDH7A1 was an independent risk factor for poor prognosis in LUSC. The expression of ALDH7A1 in LUSC was negatively correlated with its methylation status (COR = -0.655). GSEA analysis showed that high expression of ALDH7A1 could activate multiple signaling pathways (JAK-STAT signaling pathway and mTOR signaling pathway).
conclusionOur results indicated that ALDH7A1, a newly discovered MDG in LUSC, could act as an independent prognostic factor for OS in LUSC, with the potential to become a potential target for LUSC diagnosis and treatment. High expression of ALDH7A1 in LUSC could promote the occurrence and development of tumors. Signaling pathways, such as JAK-STAT and mTOR signaling pathways, might regulate the high expression of ALDH7A1.
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