(A) ROC analysis in the training set. (B) Risk plots for the training set. (C) ROC in the test set. (D) Risk plot for the test set. Risk plots encompass distribution of riskscores (upper panel), discriminative plot for visualization of the indicator-based classification (middle panel), and heatmap of expression profiles of included DE-miRNAs (lower panel).