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To assess independent prognostic factors, a two-part analysis was undertaken: univariate Cox analysis followed by multivariate Cox analysis. The results of the independent prognostic analyses were evaluated by employing receiver operating characteristic (ROC) curves, along with C-index, survival curves, nomograms, and principal component analysis (PCA). Lastly, a study of gene enrichment, coupled with an examination of immune-related functions, was also perform