We present the case of a 69-year-old man with stage IV chronic obstructive pulmonary disease (COPD) on chronic oxygen, T2DM on insulin, and class II obesity (reference range, body mass index [BMI], 35.0-39.9) who underwent pre-lung transplant evaluation. This evidence concerns the gene INS and Obesity.