Despite the reduction in input genes, DUSP9 was consistently identified as a core shared gene across both OSA and IC/BPS through all analytical layers, confirming its reliability as a high-confidence biomarker (S12 Table, S3, S4 Figs in S1 File). Here, DUSP9 is linked to obstructive sleep apnea syndrome.