This study, for the first time, selected a cluster of urinary biomarkers such as TNF-α, 8-OHdG, and 8-isoprostane through machine learning to predict IC/BPS from the study cohort and added urinary IP-10 to identify HIC from the IC/BPS population. Here, TNF is linked to Bartsocas-Papas syndrome 1.