Abstract The aim of the present study was to investigate the expression of related genes during the differentiation process of baNCSCs into adipocytes using transcriptomics technique, thereby clarifying the potential mechanism underlying baNCSCs differentiation into adipocytes and providing insights into lipid metabolism and regulation of lipid deposition in ruminants. Transcriptomic analysis was conducted on the adipocytes of baNCSCs on days 0 (CON0), 3 (DIF3), and 9 (DIF9) of differentiation. The results showed that in the early stage of adipocyte differentiation of baNCSCs, differentially expressed genes (DEGs) are mainly involved in metabolic pathways such as chromosome modification, cell cycle progression, and regulation of stem cell pluripotency. In the middle and late stages of differentiation, DEGs are mainly involved in metabolic pathways such as changes in cell morphology and synthesis of fatty acids and triglycerides. Predicting the top 10 core hub genes (CHGs) in the protein–protein interaction (PPI) network that regulate various differentiation stages of adipocytes reveals that ERBB2, EGFR, and MYC are upregulated during the early differentiation stage. In contrast, ITGB1, KRAS, CCND1, ACTB, VEGFA, MET, and HRAS are downregulated. During the middle and late stages of differentiation, the expressions of TP53, CASP3, STAT3, CTNNB1, JUN, EGFR, and MYC are upregulated, while IGF1R, PTEN, and HRAS are downregulated. In conclusion, the primary enrichment pathways of DEGs vary at distinct stages of adipocyte induction and differentiation in baNCSCs. 1. Introduction Adipocyte differentiation is a complex process, involving pluripotent stem cells or precursor cells being regulated by a series of transcriptional regulators under the influence of internal and external factors, and eventually transforming into mature lipid-filled adipocytes [[32]1]. The core of this process lies in the timing expression of key genes such as peroxisome proliferator-activated receptor γ (PPARγ), fatty acid binding protein 4 (FABP4), CCAAT/enhancer binding protein α (C/EBPα), and adipose triacylglyceride lipase (ATGL), which regulates metabolic processes such as glycerol metabolism, fatty acid oxidation, and carbohydrate transformation in a network pattern [[33]2,[34]3,[35]4]. The formation of adipocytes is closely related to the quality of animal meat [[36]5]; therefore, studying the mechanism of adipocyte differentiation is of great economic significance for livestock and poultry breeding. Neural crest stem cells (NCSCs) are progenitor cells with pluripotent differentiation potential, which can not only differentiate into neurons and glial cells but also into mesoderm and ectoderm derivatives and serve as transitional structures during early vertebrate embryonic development [[37]6,[38]7]. This multidirectional differentiation potential makes NCSCs an important candidate cell source for regenerative medicine and tissue engineering [[39]8]. Adipogenesis is one of the differentiation pathways of NCSCs [[40]9]. In particular, adipose-derived neural crest stem cells (AD-NCSCs) have been selected due to their neural crest origin, limited adipocyte differentiation, and greater experimental specificity, making them more suitable for targeted studies on fat formation than stromal vascular fraction cells or intramuscular adipose-derived stem cells [[41]9,[42]10]. Adipocyte differentiation involves various signaling pathways and regulatory factors, leading to changes in lipid profiles both on the cell surface and internally [[43]11,[44]12]. By tracking and comparing the alterations in cellular biomarkers at different stages of NCSCs differentiation, the biological processes (BPs) and stages of adipogenesis can be identified. Jinnan cattle is one of the five major yellow cattle breeds, primarily distributed in the southern region of Shanxi Province, China. This breed serves not only as traditional draft cattle but also plays a significant role as an important beef cattle breed [[45]13]. Currently, the breeding efforts for high-quality Jinnan cattle predominantly emphasize meat production. The quality of the meat, characterized by attributes such as marbling, tenderness, and flavor, has a direct impact on the market price of beef and consumer preferences [[46]14].