Clinical samples are collected, an ALI model is established in HFD mice, and both human and mouse samples are analyzed, revealing a significant decrease in ACOD1 expression in lung tissue and alveolar macrophages in obesity. Here, ACOD1 is linked to obesity due to melanocortin 4 receptor deficiency.