By construction of the XGBoost model, we screened genes associated with progressive kidney disease, such as FZD10, FOXD3/FOXD4, and FAM215A. Of these genes, FZD10 might be hub genes for the highest feature importance score. This evidence concerns the gene FAM215A and kidney disorder.