Fig. 5: Construction of machine learning models.

A Performance of three integrated machine learning predictive models. B Comparison of ROC curves for LR, RF, and SVM models. C Heatmap analysis of key biomarkers. D Cutoff analysis for model accuracy, specificity, and sensitivity. E ROC curves for training and test sets.