Division of Nephrology, Departments of Internal Medicine, University of Michigan, Ann Arbor, MI 48109.
Departments of Statistics, University of Michigan, Ann Arbor, MI 48109.
J Lipid Res. 2018 Feb;59(2):173-183. doi: 10.1194/jlr.M077222. Epub 2017 Dec 13.
Lipids are ubiquitous metabolites with diverse functions; abnormalities in lipid metabolism appear to be related to complications from multiple diseases, including type 2 diabetes. Through technological advances, the entire lipidome has been characterized and researchers now need computational approaches to better understand lipid network perturbations in different diseases. Using a mouse model of type 2 diabetes with microvascular complications, we examined lipid levels in plasma and in renal, neural, and retinal tissues to identify shared and distinct lipid abnormalities. We used correlation analysis to construct interaction networks in each tissue, to associate changes in lipids with changes in enzymes of lipid metabolism, and to identify overlap of coregulated lipid subclasses between plasma and each tissue to define subclasses of plasma lipids to use as surrogates of tissue lipid metabolism. Lipid metabolism alterations were mostly tissue specific in the kidney, nerve, and retina; no lipid changes correlated between the plasma and all three tissue types. However, alterations in diacylglycerol and in lipids containing arachidonic acid, an inflammatory mediator, were shared among the tissue types, and the highly saturated cholesterol esters were similarly coregulated between plasma and each tissue type in the diabetic mouse. Our results identified several patterns of altered lipid metabolism that may help to identify pathogenic alterations in different tissues and could be used as biomarkers in future research into diabetic microvascular tissue damage.
脂质是具有多种功能的普遍存在的代谢物;脂质代谢异常似乎与多种疾病的并发症有关,包括 2 型糖尿病。通过技术进步,已经对整个脂质组进行了描述,研究人员现在需要计算方法来更好地理解不同疾病中的脂质网络扰动。我们使用伴有微血管并发症的 2 型糖尿病小鼠模型,检查了血浆以及肾脏、神经和视网膜组织中的脂质水平,以确定共同和独特的脂质异常。我们使用相关分析在每种组织中构建相互作用网络,将脂质变化与脂质代谢酶的变化相关联,并确定血浆和每种组织之间核心调节脂质亚类的重叠,以定义可作为组织脂质代谢替代物的血浆脂质亚类。在肾脏、神经和视网膜中,脂质代谢的改变主要是组织特异性的;血浆和所有三种组织类型之间没有脂质变化相关。然而,二酰基甘油和含有炎症介质花生四烯酸的脂质的改变在组织类型中是共同的,并且在糖尿病小鼠中,高度饱和的胆固醇酯在血浆和每种组织类型之间也受到类似的核心调节。我们的结果确定了几种改变的脂质代谢模式,这可能有助于识别不同组织中的致病改变,并可作为未来糖尿病微血管组织损伤研究中的生物标志物。