Hence, we integrated the predictive performance of three selected machine learning classifiers (RF, SVM, and LASSO) and identify five hub genes (FAM210B, MSRB2, LYRM7, IFI27, and SCO2), which were then used to develop an ANN model for SLE classification. This evidence concerns the gene IFI27 and systemic lupus erythematosus.