State Key Laboratory of Applied Microbiology Southern China, Guangdong Provincial Key Laboratory of Microbial Culture Collection and Application, Guangdong Open Laboratory of Applied Microbiology, Guangdong Institute of Microbiology, Guangzhou 510070, China.
Food Funct. 2018 Dec 13;9(12):6495-6507. doi: 10.1039/c8fo01656a.
Our team has previously demonstrated that Ganoderma lucidum polysaccharides F31 have hypoglycemic effects on diabetic mice. This study provides insight into the system-level hypoglycemic mechanisms of F31 by the integrative analysis of transcriptomics and proteomics data. To explore the omics perspective for the mechanisms of action, the protein and gene expression in the liver from the normal control (NC), diabetic db/db control mice (DC) and F31-treated db/db mice (F31) were analyzed by iTRAQ and RNA-Seq. The differential expression proteins (DEPs) and differential expression genes (DEGs) were analyzed based on their gene ontology (GO) annotations and the Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment, and the expression of DEGs and DEPs was verified by quantitative polymerase chain reaction (qPCR) and western blotting (WB). We identified sixty-five DEGs and sixty-two DEPs in the F31-treated group as compared with the DC. Integrated analysis of the RNA-Seq data and proteomics data indicated that the two DEGs/DEPs-Gck [glucokinase (GCK)] and Cyp4a12a [cytochrome P450, family 4, subfamily a, polypeptide 12a (CYP4A12A)]-showed the same trend in mRNA and protein expression levels in the comparison of F31-VS-DC. KEGG analysis revealed that the peroxisome proliferator-activated receptors (PPARs) signaling pathway was enriched in both of the comparisons of NC-VS-DC and F31-VS-DC at the protein expression level. In the analysis of the gene and protein expression of candidate proteins targeting diabetes, we found that three genes [Gck, glucose-6-phosphatase (G6Pase), phosphoenolpyruvate carboxykinase (PEPCK)] and three proteins [GCK, glucose transporter type 2 (GLUT2), pyruvate kinase (PYK) ] in the glycolysis and gluconeogenesis pathways, proteins of the Janus-activated kinase 2 (JAK2) in the insulin pathway, and two genes [Cyp4a12a and stearoyl-CoA desaturase 2 (SCD2)] in the lipid metabolism were expressed significantly differently in the F31-treated group as compared with the DC group, which played important roles in the hypoglycemic activity of F31. Cluster analysis demonstrated that microRNAs probably participated in the regulation of the genes involved the glucose metabolism. These results provide theoretical evidence for F31 as a potential functional food ingredient for the prevention and treatment of type 2 diabetes.
我们的团队之前已经证明,灵芝多糖 F31 对糖尿病小鼠具有降血糖作用。本研究通过转录组学和蛋白质组学数据的综合分析,深入了解了 F31 的系统水平降血糖机制。为了从组学角度探索作用机制,我们分析了正常对照组(NC)、糖尿病 db/db 对照组(DC)和 F31 治疗组 db/db 小鼠(F31)肝脏中的蛋白质和基因表达,使用 iTRAQ 和 RNA-Seq 进行分析。基于基因本体(GO)注释和京都基因与基因组百科全书(KEGG)途径富集对差异表达蛋白(DEPs)和差异表达基因(DEGs)进行分析,并通过定量聚合酶链反应(qPCR)和蛋白质印迹(WB)验证 DEGs 和 DEPs 的表达。与 DC 相比,F31 治疗组有 65 个 DEGs 和 62 个 DEPs。RNA-Seq 数据和蛋白质组学数据的综合分析表明,在 F31-VS-DC 比较中,两个 DEGs/DEPs-葡萄糖激酶(GCK)和细胞色素 P450,家族 4,亚家族 a,多肽 12a(CYP4A12A)-在 mRNA 和蛋白质表达水平上表现出相同的趋势。KEGG 分析表明,过氧化物酶体增殖物激活受体(PPARs)信号通路在 NC-VS-DC 和 F31-VS-DC 的比较中均在蛋白质表达水平上得到富集。在针对糖尿病的候选蛋白的基因和蛋白质表达分析中,我们发现糖酵解和糖异生途径中的三个基因[Gck、葡萄糖-6-磷酸酶(G6Pase)、磷酸烯醇丙酮酸羧激酶(PEPCK)]和三个蛋白[GCK、葡萄糖转运蛋白 2(GLUT2)、丙酮酸激酶(PYK)]、胰岛素途径中的 Janus 激活激酶 2(JAK2)蛋白和脂质代谢中的两个基因[Cyp4a12a 和硬脂酰辅酶 A 去饱和酶 2(SCD2)]在 F31 治疗组中的表达与 DC 组明显不同,这些基因和蛋白在 F31 的降血糖活性中发挥重要作用。聚类分析表明,microRNAs 可能参与了参与葡萄糖代谢的基因的调控。这些结果为 F31 作为预防和治疗 2 型糖尿病的潜在功能性食品成分提供了理论依据。