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Prognostic model construction and mechanism analysis of ribosome biogenesis-related genes in gastric cancer based on WGCNA and machine learning methods.

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Computer methods in biomechanics and biomedical engineering 📖 저널 OA 0% 2021: 0/1 OA 2024: 0/2 OA 2025: 0/8 OA 2026: 0/10 OA 2021~2026 2025 p. 1-17
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Zhang L, Li X, Feng Y

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Ribosome biogenesis (RB) is crucial for cell proliferation, but the role of RB-related genes (RBRGs) in gastric cancer remains unclear.

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APA Zhang L, Li X, Feng Y (2025). Prognostic model construction and mechanism analysis of ribosome biogenesis-related genes in gastric cancer based on WGCNA and machine learning methods.. Computer methods in biomechanics and biomedical engineering, 1-17. https://doi.org/10.1080/10255842.2025.2579786
MLA Zhang L, et al.. "Prognostic model construction and mechanism analysis of ribosome biogenesis-related genes in gastric cancer based on WGCNA and machine learning methods.." Computer methods in biomechanics and biomedical engineering, 2025, pp. 1-17.
PMID 41185412 ↗

Abstract

Ribosome biogenesis (RB) is crucial for cell proliferation, but the role of RB-related genes (RBRGs) in gastric cancer remains unclear. Using TCGA and GEO data, we identified differentially expressed RBRGs and constructed a robust 7-gene prognostic model. High-risk patients exhibited activated oncogenic pathways, suppressed cell cycle/DNA repair, enriched M2 macrophages and Tregs, and increased sensitivity to various antitumor drugs. This RBRG-based model effectively predicts gastric cancer prognosis and reveals subtype-specific biological and immune characteristics.

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