Pulmonary Sirt1 and serum vitamin D (VD) decrease with physiological aging, activating TGF‐β1/IL‐11/MEK/ERK (TIME) signaling and promoting senescence‐associated pulmonary fibrosis (SAPF). The gene discussed is MAP2K7; the disease is pulmonary fibrosis.