Through comprehensive bioinformatics analyzing and experimental verification, our study found that three hub genes CSF1R, C1QC, and TYROBP were associated with immune cells infiltration, especially macrophages in adipose tissue under obesity induced IR condition. Here, CSF1R is linked to obesity due to melanocortin 4 receptor deficiency.