Senescence is increasingly recognized as a key driver of IPF, with PTEN loss and PI3K/Akt hyperactivation exacerbating senescence in alveolar epithelial cells and fibroblasts, forming a feedback loop that accelerates disease progression. The gene discussed is PTEN; the disease is idiopathic pulmonary fibrosis.