Figures and data
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_fig1.tif/full/max/0/default.jpg)
Selection and exclusion procedure of patients
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl1.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl1a.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl1b.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl1c.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl1d.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl1e.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl1f.tif/full/max/0/default.jpg)
Single factor significant analysis results
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl2.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl2a.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl2b.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl2c.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl2d.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl2e.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl2f.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl2g.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl2h.tif/full/max/0/default.jpg)
Univariable logistic regression results
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl3.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl3a.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl3b.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl3c.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl3d.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl3e.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl3f.tif/full/max/0/default.jpg)
Multivariable logistic regression results
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_fig2.tif/full/max/0/default.jpg)
LASSO Regression Coefficient Paths
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_fig3.tif/full/max/0/default.jpg)
ROC of train(A1), ROC of test(B1), CC of train(A2), CC of test(B2), PCA of train(A3), PCA of test(B3)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl4.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl4a.tif/full/max/0/default.jpg)
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_tbl4b.tif/full/max/0/default.jpg)
The AUC,Accuracy, Sensitivity, Specificity, F1-score, positive predictive value (PPV) and negative predictive value (NPV) of ML models of train|test groups
![](https://prod--epp.elifesciences.org/iiif/2/98759%2Fv1%2Fcontent%2F24309564v1_fig4.tif/full/max/0/default.jpg)
SHAP value(left),force plot(upper right) and decision plot (lower right)