Abstract Object: The bidirectional relationship between cardiometabolic syndrome and dysfunctional adipose tissue has received increasing attention. However, the metabolic alteration of subcutaneous adipose tissue during atherosclerosis has been overlooked. Methods In this study, we aimed to investigate the relationship between subcutaneous adipose tissue and atherosclerosis based on a combination strategy of single-cell sequencing and metabolomics in atherosclerotic mice and humans. Result Through our analysis of the clinical cohort with atherosclerosis, we discovered a correlation between the volume of subcutaneous adipose tissue and the characteristics of coronary plaques. Furthermore, by employing the snRNA-seq approach, we identified the metabolic landscape and cellular crosstalk within the subcutaneous adipose tissue of atherosclerotic mice. Lastly, through our analysis of the metabolic features in human adipose tissue, we successfully validated the Insulin-like Growth Factor 1 pathway as a crucial modulator in the adipocyte-macrophage crosstalk during the development of atherosclerosis. Conclusion The present study has provided further evidence that dysregulated metabolism of subcutaneous adipose tissue is involved in the development and progression of atherosclerosis, not only in humans but also in animal models.