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The analysis of RNA-seq and clinical data pertaining to elderly GBC patients served to extract genetic characteristics and create survival-related nomograms in this study. Fourteen GBC cases' RNA-seq data, acquired from the GEO database, were segregated based on age and then examined for differential gene expression and enrichment patterns. A Weighted Gene Co-expression Network Analysis (WGCNA) was carried out to determine age-related gene sets, further refining the gen