In this study, we adopted stepwise logistic regression, least absolute shrinkage and selection operator (LASSO) logistic regression, and LASSO regression combined with the random forest method to develop a suitable model for screening and predicting the risk of anti-MDA5 antibodies in JDM patients. This evidence concerns the gene IFIH1 and juvenile dermatomyositis.