A comparative transcriptomic analysis in adipose stem and progenitor cells (ASPCs) between obese and lean mice might facilitate the identification of novel adipogenic genes. Here, we compare transcriptomic differences in the ASPCs of subcutaneous adipose tissue (SAT) between the mice fed on a high-fat-diet (HFD) and the chow diet (CD)-fed mice by analyzing three independent single-cell RNA sequencing datasets. Six differential genes, including three up-regulated genes Aspn, Rrbp1, Fbln2 and three down-regulated genes Htra1, Plpp3, Efemp1, are identified and confirmed in HFD-fed mice. Further, the expression of these genes is found to be significantly diminished in the differentiated 3T3-L1 cells. Treatment with luteolin, a dietary flavonoid known to inhibit 3T3-L1 adipogenesis, reverses the decreased expression of Aspn, Htra1 and Efemp1. Furthermore, knockdown of Aspn, Htra1 and Efemp1 significantly facilitates 3T3-L1 adipogenesis. Together, these genes not only are differential in ASPCs between obese and lean mice, but also are the adipogenic inhibitory genes that can be up-regulated by luteolin treatment.