In this study, we identified a subset of CD146+ ATMs that accumulates in adipose tissue and promotes the development of dietary obesity and adipose inflammation, leading to systemic insulin resistance. Here, MCAM is linked to obesity due to melanocortin 4 receptor deficiency.