DUSP9 and obstructive sleep apnea syndrome: This study integrates bioinformatics and machine learning to identify DUSP9 as a key gene connecting OSA and IC/BPS, with functional analyses further suggesting involvement of shared pathological processes in inflammation, oxidative stress, and neuroendocrine regulation.