In this study, the ROC curve analysis of the GSE55664 dataset (early vs. late phase) identified two significant hub genes, GBP1 and CXCL10, highlighting their potential as biomarkers for early leishmaniasis diagnosis, consistent with previous studies (Supplementary Fig. 3; Fig. 9). Here, GBP1 is linked to leishmaniasis.