Natalia Zieleniewska, Jacek Jamiołkowski, Marcin Kondraciuk, Michal Ciborowski, Katarzyna Ptaszyńska, Małgorzata Chlabicz, Marlena Dubatówka, Urszula Roszkowska, Irina Kowalska, Karol Kamiński
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引用次数: 0
Abstract
Introduction: Prediabetes and preclinical atherosclerosis are interrelated conditions contributing to cardiovascular risk, even in apparently healthy individuals. Metabolomics provides insights into the early metabolic alterations underpinning these diseases.
Objectives: This study aimed to investigate the shared and distinct metabolic signatures associated with prediabetes and preclinical atherosclerosis in a population with low to moderate cardiovascular risk, using a targeted metabolomic approach.
Methods: A cross-sectional analysis was performed on 447 participants (mean age 39.7 ± 9.6 years) from the Białystok PLUS cohort. Prediabetes was diagnosed based on HbA1c and OGTT criteria. Preclinical atherosclerosis was assessed by carotid ultrasound. Targeted metabolomics profiling encompassed 434 metabolites and 218 metabolite sums or ratios using HPLC-MS/MS. Statistical analyses included ANOVA, linear regression, correlation analysis, and metabolite set enrichment analysis (MSEA).
Results: Prediabetes was significantly associated with preclinical atherosclerosis (30.8% vs. 19.5%, p = 0.006). Prediabetes had a broader metabolic impact than atherosclerosis, particularly affecting amino acid and lipid metabolism. Glutamic acid, lactic acid, and L-alanine were strongly associated with prediabetes. Trimethylamine N-oxide (TMAO) was uniquely linked to both prediabetes and its interaction with atherosclerosis, suggesting a context-dependent metabolic response. Glutaminase activity emerged as a robust shared metabolic feature of both conditions. Pathway analyses revealed converging disturbances in glutathione and folate metabolism, mitochondrial function, and redox regulation.
Conclusions: Prediabetes is associated with more pronounced metabolic alterations than preclinical atherosclerosis. TMAO and glutaminase activity may represent key metabolic links between these conditions. These findings highlight the potential of metabolomics in identifying early biomarkers and mechanisms relevant to the prevention of cardiometabolic diseases.
前驱糖尿病和临床前动脉粥样硬化是相互关联的条件,有助于心血管风险,即使在表面上健康的个体。代谢组学为这些疾病的早期代谢改变提供了见解。目的:本研究旨在利用靶向代谢组学方法,研究低至中度心血管风险人群中与前驱糖尿病和临床前动脉粥样硬化相关的共同和独特的代谢特征。方法:对来自Białystok PLUS队列的447名参与者(平均年龄39.7±9.6岁)进行横断面分析。根据HbA1c和OGTT标准诊断前驱糖尿病。应用颈动脉超声评估临床前动脉粥样硬化。目标代谢组学分析包括434种代谢物和218种代谢物的总量或比例。统计分析包括方差分析、线性回归、相关分析和代谢物集富集分析(MSEA)。结果:糖尿病前期与临床前动脉粥样硬化相关(30.8% vs. 19.5%, p = 0.006)。前驱糖尿病对代谢的影响比动脉粥样硬化更广泛,尤其是对氨基酸和脂质代谢的影响。谷氨酸、乳酸和l -丙氨酸与前驱糖尿病密切相关。三甲胺n -氧化物(TMAO)与前驱糖尿病及其与动脉粥样硬化的相互作用都有独特的联系,表明其代谢反应与环境有关。谷氨酰胺酶活性成为两种情况下的一个强大的共同代谢特征。途径分析揭示了谷胱甘肽和叶酸代谢、线粒体功能和氧化还原调节的会聚干扰。结论:与临床前动脉粥样硬化相比,糖尿病前期与更明显的代谢改变相关。氧化三甲胺和谷氨酰胺酶活性可能是这些疾病之间的关键代谢联系。这些发现突出了代谢组学在识别与心脏代谢疾病预防相关的早期生物标志物和机制方面的潜力。
期刊介绍:
Cardiovascular Diabetology is a journal that welcomes manuscripts exploring various aspects of the relationship between diabetes, cardiovascular health, and the metabolic syndrome. We invite submissions related to clinical studies, genetic investigations, experimental research, pharmacological studies, epidemiological analyses, and molecular biology research in this field.