Center for Precision Medicine, Department of Internal Medicine, Section of Molecular Medicine, Wake Forest School of Medicine, Medical Center Boulevard, Winston-Salem, North Carolina United States of America.
Department of Genetics, Texas Biomedical Research Institute, San Antonio, Texas, United States of America.
PLoS One. 2019 Apr 5;14(4):e0214487. doi: 10.1371/journal.pone.0214487. eCollection 2019.
Atherosclerotic plaques are characterized by an accumulation of macrophages, lipids, smooth muscle cells, and fibroblasts, and, in advanced stages, necrotic debris within the arterial walls. Dietary habits such as high fat and high cholesterol (HFHC) consumption are known risk factors for atherosclerosis. However, the key metabolic contributors to diet-induced atherosclerosis are far from established. Herein, we investigate the role of a 2-year HFHC diet challenge in the metabolic changes of development and progression of atherosclerosis. We used a non-human primate (NHP) model (baboons, n = 60) fed a HFHC diet for two years and compared metabolomic profiles in serum from animals on baseline chow with serum collected after the challenge diet using two-dimensional gas chromatography time-of-flight mass-spectrometry (2D GC-ToF-MS) for untargeted metabolomic analysis, to quantify metabolites that contribute to atherosclerotic lesion formation. Further, clinical biomarkers associated with atherosclerosis, lipoprotein measures, fat indices, and arterial plaque formation (lesions) were quantified. Using two chemical derivatization (i.e., silylation) approaches, we quantified 321 metabolites belonging to 66 different metabolic pathways, which revealed significantly different metabolic profiles of HFHC diet and chow diet fed baboon sera. We found heritability of two important metabolites, lactic acid and asparagine, in the context of diet-induced metabolic changes. In addition, abundance of cholesterol, lactic acid, and asparagine were sex-dependent. Finally, 35 metabolites correlated (R2, 0.068-0.271, P < 0.05) with total lesion burden assessed in three arteries (aortic arch, common iliac artery, and descending aorta) which could serve as potential biomarkers pending further validation. This study demonstrates the feasibility of detecting sex-specific and heritable metabolites in NHPs with diet-induced atherosclerosis using untargeted metabolomics allowing understanding of atherosclerotic disease progression in humans.
动脉粥样硬化斑块的特征是巨噬细胞、脂质、平滑肌细胞和成纤维细胞的积累,以及在晚期动脉壁内的坏死碎片。高脂肪和高胆固醇(HFHC)饮食等饮食习惯是动脉粥样硬化的已知危险因素。然而,导致饮食诱导的动脉粥样硬化的关键代谢因素还远未确定。在此,我们研究了 HFHC 饮食挑战在动脉粥样硬化发展和进展的代谢变化中的作用。我们使用了一种非人类灵长类动物(NHP)模型(狒狒,n = 60),用 HFHC 饮食喂养两年,并使用二维气相色谱飞行时间质谱(2D GC-ToF-MS)对基线饲料动物的血清和挑战饮食后的血清进行非靶向代谢组学分析,以定量分析有助于动脉粥样硬化病变形成的代谢物。此外,还定量了与动脉粥样硬化相关的临床生物标志物、脂蛋白测量值、脂肪指数和动脉斑块形成(病变)。使用两种化学衍生化(即硅烷化)方法,我们定量了属于 66 种不同代谢途径的 321 种代谢物,这些代谢物揭示了 HFHC 饮食和常规饮食喂养的狒狒血清的显著不同的代谢谱。我们发现,在饮食诱导的代谢变化背景下,两种重要代谢物乳酸和天冬酰胺具有遗传性。此外,胆固醇、乳酸和天冬酰胺的丰度具有性别依赖性。最后,35 种代谢物与在三条动脉(主动脉弓、髂总动脉和降主动脉)评估的总病变负荷呈相关性(R2,0.068-0.271,P < 0.05),这可能成为潜在的生物标志物,有待进一步验证。这项研究表明,使用非靶向代谢组学检测雄性和雌性具有遗传性的代谢物在 NHP 中具有可行性,这些代谢物与饮食诱导的动脉粥样硬化有关,有助于理解人类动脉粥样硬化疾病的进展。