Abstract Background Adipose tissue-derived stromal vascular fraction (adipose SVF) contains pluripotent mesenchymal stem cells and rarely transdifferentiate into beating cardiomyocytes. We developed a simple culture protocol under which the adult murine inguinal adipose SVF reproductively transdifferentiates into beating cardiomyocyte-like cells (beating CM) without inductions in the primary culture. We also reported that Mef2c is a crucial factor in this conversion. However, the characteristics of beating CM and the factors that regulate the differentiation of adipose SVF toward the cardiac lineage are unknown. Purpose To investigate sequential changes in global gene expression profiles of adipose SVF in primary culture and determine the mechanism of differentiation into beating CM. Methods Adipose SVF cells were isolated from adult mice's inguinal subcutaneous fat pad and cultured using the previously established beating CM induction method (Sci Rep. 2021). At 6 time points (days 0, 3, 7, 14, 21, and 28) in primary culture, total RNA was extracted, and RNA-sequencing was performed (n = 3). The data was analyzed using Subio Platform and MetaCore software. To assess the candidate gene and proteins, adipose SVF cells were transduced with the gene using a lentivirus vector and supplemented with the specific inhibitors. The cardiac differentiation was evaluated by quantitative PCR on day 28. Results The beating CM was confirmed on days 14, 21, and 28 in the primary culture. Among prefiltered 14,574 genes, the expression level of 749 genes were significantly changed (153 genes upregulated vs. 596 genes downregulated) between days 7 and 14 (2-fold, P < 0.05), in which beating CM appeared. The GO molecular functions analysis showed that O-GluNAC transferase and histone deacetylase (HDAC)-associated genes were expressed dominantly before day 7, and KLF4-associated genes were expressed prominently after day 14 in primary culture. The expression of cardiac troponin T (Tnnt2) and myosin light chain ventricular type (Myl2) increased on day 3 and day 14, respectively. The HDAC7, an epigenetic regulator, decreased the expression on day 14 or later. Treatment with the HDAC inhibitor (150 nmol/L) increased the expression of Tnnt2 (5-fold vs. control) on day 28 in adipose SVF. Furthermore, treatment of Mef2c-transduced adipose SVFs with HDAC inhibitors increased expression of cardiac troponin T (29-fold vs. control, P < 0.05). Conclusion The time course analysis demonstrated that a remarkable change occurred in the regulation of transcription on day 14 in adipose SVF primary culture. Alterations in epigenetic modifications increased beating CM in adipose SVFs. Adipose SVF could be applied to new cardiac regeneration therapies by increasing the efficiency of introduction into the beating CM.