This is a single-center, prospective, single-arm interventional study with historical control, designed to evaluate the clinical value of a multidisciplinary team (MDT)-based decision-making umbrella decision model in elderly patients with lung cancer. A total of 2,000 patients aged 60-90 years with newly diagnosed non-small cell or small cell lung cancer will be enrolled. Each patient will undergo comprehensive geriatric assessment and receive an individualized treatment plan formulated by an MDT comprising thoracic surgeons, geriatricians, oncologists, pulmonologists, rehabilitation therapists, and radiologists. Treatment options include surgery, ablation, stereotactic body radiotherapy (SBRT), neoadjuvant immunochemotherapy, targeted therapy, and best supportive care. The primary outcome is 3-year progression-free survival (PFS). Secondary outcomes include overall survival, objective response rate, quality of life (EORTC QLQ-LC43), incidence of adverse events (CTCAE v5.0), and healthcare economics. Historical controls (2014-2024) will be extracted from hospital records and matched using propensity score matching. The study aims to establish a standardized MDT pathway to improve treatment outcomes and reduce risks in the geriatric lung cancer population.