No baseline characteristics including age, sex, smoking history, BMI, baseline albumin, emphysema, and 6MWT showed a relevant relation with significant weight loss, except comorbidity of lung cancer (odds ratio [OR] = 2.828, p = 0.047). The gene discussed is ALB; the disease is lung cancer.