This study presents a longitudinal multi-omics analysis of COVID-19 convalescents with respiratory sequelae, spanning 6–36 months post-infection. The integrating proteomic and metabolomic profiling uncovers persistent molecular alterations, impaired diffusing capacity for carbon monoxide, and proposes a biomarker panel for predicting lung dysfunction. These findings offer insights into long-term post-COVID sequelae mechanisms.