Department of Clinical Medicine, Ningxia Medical University, Yinchuan, 750000, China.
Department of Burn Plastic Surgery and Wound Repair, Second Hospital of Lanzhou University, Lanzhou, 730030, China.
Hereditas. 2022 Dec 27;159(1):47. doi: 10.1186/s41065-022-00261-w.
This study utilized bioinformatics to analyze the underlying biological mechanisms involved in adipogenic differentiation, synthesis of the extracellular matrix (ECM), and angiogenesis during preadipocyte differentiation in human Simpson-Golabi-Behmel syndrome at different time points and identify targets that can potentially improve fat graft survival.
We analyzed two expression profiles from the Gene Expression Omnibus and identified differentially expressed genes (DEGs) at six different time points after the initiation of preadipocyte differentiation. Related pathways were identified using Gene Ontology/Kyoto Encyclopedia of Genes and Genomes analyses and Gene Set Enrichment Analysis (GSEA). We further constructed a protein-protein interaction (PPI) network and its central genes. The results showed that upregulated DEGs were involved in cell differentiation, lipid metabolism, and other cellular activities, while downregulated DEGs were associated with angiogenesis and development, ECM tissue synthesis, and intercellular and intertissue adhesion. GSEA provided a more comprehensive basis, including participation in and positive regulation of key pathways of cell metabolic differentiation, such as the "peroxisome proliferator-activated receptor signaling pathway" and the "adenylate-activated protein kinase signaling pathway," a key pathway that negatively regulates pro-angiogenic development, ECM synthesis, and adhesion.
We identified the top 20 hub genes in the PPI network, including genes involved in cell differentiation, ECM synthesis, and angiogenesis development, providing potential targets to improve the long-term survival rate of fat grafts. Additionally, we identified drugs that may interact with these targets to potentially improve fat graft survival.
本研究利用生物信息学分析了人 Simpson-Golabi-Behmel 综合征前脂肪细胞分化过程中,不同时间点成脂分化、细胞外基质(ECM)合成和血管生成的潜在生物学机制,并确定了可能提高脂肪移植物存活率的靶点。
我们分析了两个来自基因表达综合数据库(GEO)的表达谱,在起始前脂肪细胞分化后六个不同时间点鉴定了差异表达基因(DEGs)。使用基因本体论(GO)/京都基因与基因组百科全书(KEGG)分析和基因集富集分析(GSEA)鉴定了相关通路。我们进一步构建了蛋白质-蛋白质相互作用(PPI)网络及其核心基因。结果表明,上调的 DEGs 参与细胞分化、脂质代谢等细胞活动,而下调的 DEGs 与血管生成和发育、ECM 组织合成以及细胞间和组织间黏附有关。GSEA 提供了更全面的基础,包括参与和正向调节细胞代谢分化的关键途径,如“过氧化物酶体增殖物激活受体信号通路”和“腺苷酸激活蛋白激酶信号通路”,以及负向调节促血管生成发育、ECM 合成和黏附的关键途径。
我们鉴定了 PPI 网络中的前 20 个枢纽基因,包括参与细胞分化、ECM 合成和血管生成发育的基因,为提高脂肪移植物的长期存活率提供了潜在的靶点。此外,我们还鉴定了可能与这些靶点相互作用的药物,以潜在提高脂肪移植物的存活率。