Department of Chemical Engineering and Materials Science, Michigan State University, East Lansing, Michigan, United States of America.
PLoS One. 2011;6(11):e28138. doi: 10.1371/journal.pone.0028138. Epub 2011 Nov 23.
The regulation of complex cellular activities in palmitate treated HepG2 cells, and the ensuing cytotoxic phenotype, involves cooperative interactions between genes. While previous approaches have largely focused on identifying individual target genes, elucidating interacting genes has thus far remained elusive. We applied the concept of information synergy to reconstruct a "gene-cooperativity" network for palmititate-induced cytotoxicity in liver cells. Our approach integrated gene expression data with metabolic profiles to select a subset of genes for network reconstruction. Subsequent analysis of the network revealed insulin signaling as the most significantly enriched pathway, and desmoplakin (DSP) as its top neighbor. We determined that palmitate significantly reduces DSP expression, and treatment with insulin restores the lost expression of DSP. Insulin resistance is a common pathological feature of fatty liver and related ailments, whereas loss of DSP has been noted in liver carcinoma. Reduced DSP expression can lead to loss of cell-cell adhesion via desmosomes, and disrupt the keratin intermediate filament network. Our findings suggest that DSP expression may be perturbed by palmitate and, along with insulin resistance, may play a role in palmitate induced cytotoxicity, and serve as potential targets for further studies on non-alcoholic fatty liver disease (NAFLD).
在棕榈酸处理的 HepG2 细胞中调节复杂的细胞活动,以及随之而来的细胞毒性表型,涉及基因之间的合作相互作用。虽然以前的方法主要集中于鉴定单个靶基因,但阐明相互作用的基因迄今仍然难以捉摸。我们应用信息协同的概念,为肝细胞中棕榈酸盐诱导的细胞毒性重建“基因协同作用”网络。我们的方法将基因表达数据与代谢谱相结合,选择用于网络重建的基因子集。对网络的后续分析显示,胰岛素信号转导是最显著富集的途径,而桥粒斑蛋白(DSP)是其顶级邻居。我们确定棕榈酸显著降低 DSP 的表达,而胰岛素处理可恢复丢失的 DSP 表达。胰岛素抵抗是脂肪肝和相关疾病的常见病理特征,而 DSP 的丢失已在肝癌中被注意到。DSP 表达的减少可通过桥粒导致细胞-细胞黏附丧失,并破坏角蛋白中间丝网络。我们的研究结果表明,DSP 的表达可能受到棕榈酸的干扰,并且与胰岛素抵抗一起,可能在棕榈酸诱导的细胞毒性中发挥作用,并可作为进一步研究非酒精性脂肪性肝病(NAFLD)的潜在靶点。