Fig. 5

Screening for candidate diagnostic biomarkers for kidney stones with diabetic using machine learnings. A Screening for biomarkers using the Lasso model. 3 genes corresponding to the lowest point of the regression curve are the most suitable candidates for kidney stones with diabetic diagnosis. B The error in kidney stones shown by random survival forests algorithm. C Importance of Genes ranked by MeanDecreaseGini value. D Screening for biomarkers using the SVM-RFE algorithm. E Triangle venn diagram showing the genes shared/unique among the above three algorithms