HNRNPF and kidney disorder: The public RNA-seq dataset used for validation (GSE299230) is an in vitro HK-2 cell model (hnRNPF overexpression; n = 3 per group) rather than human patient tissue; the small sample size and cellular model limit direct generalizability to complex human kidney disease.