Turku Bioscience Centre, University of Turku and Åbo Akademi University, FI-20520, Turku, Finland.
Department of Analytical Chemistry, University of Córdoba, Córdoba, Spain.
Diabetologia. 2020 May;63(5):1017-1031. doi: 10.1007/s00125-020-05107-6. Epub 2020 Feb 11.
AIMS/HYPOTHESIS: Previous metabolomics studies suggest that type 1 diabetes is preceded by specific metabolic disturbances. The aim of this study was to investigate whether distinct metabolic patterns occur in peripheral blood mononuclear cells (PBMCs) of children who later develop pancreatic beta cell autoimmunity or overt type 1 diabetes.
In a longitudinal cohort setting, PBMC metabolomic analysis was applied in children who (1) progressed to type 1 diabetes (PT1D, n = 34), (2) seroconverted to ≥1 islet autoantibody without progressing to type 1 diabetes (P1Ab, n = 27) or (3) remained autoantibody negative during follow-up (CTRL, n = 10).
During the first year of life, levels of most lipids and polar metabolites were lower in the PT1D and P1Ab groups compared with the CTRL group. Pathway over-representation analysis suggested alanine, aspartate, glutamate, glycerophospholipid and sphingolipid metabolism were over-represented in PT1D. Genome-scale metabolic models of PBMCs during type 1 diabetes progression were developed by using publicly available transcriptomics data and constrained with metabolomics data from our study. Metabolic modelling confirmed altered ceramide pathways, known to play an important role in immune regulation, as specifically associated with type 1 diabetes progression.
CONCLUSIONS/INTERPRETATION: Our data suggest that systemic dysregulation of lipid metabolism, as observed in plasma, may impact the metabolism and function of immune cells during progression to overt type 1 diabetes.
The GEMs for PBMCs have been submitted to BioModels (www.ebi.ac.uk/biomodels/), under accession number MODEL1905270001. The metabolomics datasets and the clinical metadata generated in this study were submitted to MetaboLights (https://www.ebi.ac.uk/metabolights/), under accession number MTBLS1015.
目的/假设:先前的代谢组学研究表明,1 型糖尿病之前存在特定的代谢紊乱。本研究旨在探讨在随后发生胰岛β细胞自身免疫或显性 1 型糖尿病的儿童外周血单核细胞(PBMC)中是否存在不同的代谢模式。
在纵向队列研究中,对(1)进展为 1 型糖尿病(PT1D,n=34)、(2)≥1 种胰岛自身抗体转阳但未进展为 1 型糖尿病(P1Ab,n=27)或(3)随访期间保持自身抗体阴性的儿童(CTRL,n=10)进行 PBMC 代谢组学分析。
在生命的第一年,PT1D 和 P1Ab 组的大多数脂质和极性代谢物水平均低于 CTRL 组。途径过度表达分析表明,PT1D 中丙氨酸、天冬氨酸、谷氨酸、甘油磷脂和鞘脂代谢过度表达。使用公开的转录组学数据和本研究的代谢组学数据对 PBMC 中 1 型糖尿病进展的基因组规模代谢模型进行了构建。代谢建模证实,与 1 型糖尿病进展相关的特定代谢途径是鞘脂途径,该途径已知在免疫调节中发挥重要作用。
结论/解释:我们的数据表明,在血浆中观察到的脂质代谢全身性失调可能会影响到显性 1 型糖尿病进展过程中免疫细胞的代谢和功能。
已向 BioModels(www.ebi.ac.uk/biomodels/)提交了用于 PBMC 的 GEMs,登录号为 MODEL1905270001。本研究中生成的代谢组学数据集和临床元数据已提交给 MetaboLights(https://www.ebi.ac.uk/metabolights/),登录号为 MTBLS1015。