Our integrative analysis reveals novel molecular connections between cellular senescence programs and fibrotic lung remodeling, positioning CLU and LCN2 as pivotal regulators of age-associated pulmonary fibrosis. The gene discussed is LCN2; the disease is pulmonary fibrosis.