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应用 NMR 光谱技术对小肠黏膜、血浆和尿液进行代谢组学分析,研究乳糜泻中的代谢途径异常。

Abnormalities in metabolic pathways in celiac disease investigated by the metabolic profiling of small intestinal mucosa, blood plasma and urine by NMR spectroscopy.

机构信息

Department of NMR and MRI Facility, All India Institute of Medical Sciences, New Delhi, India.

Department of Gastroenterology and Human Nutrition, All India Institute of Medical Sciences, New Delhi, India.

出版信息

NMR Biomed. 2020 Aug;33(8):e4305. doi: 10.1002/nbm.4305. Epub 2020 May 11.

Abstract

Celiac disease (CeD) is an autoimmune enteropathy caused by gluten intake in genetically predisposed individuals. We investigated the metabolism of CeD by metabolic profiling of intestinal mucosa, blood plasma and urine using NMR spectroscopy and multivariate analysis. The metabolic profile of the small intestinal mucosa was compared between patients with CeD (n = 64) and disease controls (DCs, n = 30). The blood plasma and urinary metabolomes of CeD patients were compared with healthy controls (HCs, n = 39). Twelve metabolites (proline (Pro), arginine (Arg), glycine (Gly), histidine (His), glutamate (Glu), aspartate, tryptophan (Trp), fumarate, formate, succinate (Succ), glycerophosphocholine (GPC) and allantoin (Alln)) of intestinal mucosa differentiated CeD from controls. The metabolome of blood plasma with 18 metabolites (Pro, Arg, Gly, alanine, Glu, glutamine, glucose (Glc), lactate (Lac), acetate (Ace), acetoacetate (AcAc), β-hydroxybutyrate (β-OHB), pyruvate (Pyr), Succ, citrate (Cit), choline (Cho), creatine (Cr), phosphocreatine (PCr) and creatinine) and 9 metabolites of urine (Pro, Trp, β-OHB, Pyr, Succ, N-methylnicotinamide (NMN), aminohippurate (AHA), indoxyl sulfate (IS) and Alln) distinguished CeD from HCs. Our data demonstrated changes in nine metabolic pathways. The altered metabolites were associated with increased oxidative stress (Alln), impaired healing and repair mechanisms (Pro, Arg), compromised anti-inflammatory and cytoprotective processes (Gly, His, NMN), altered energy metabolism (Glc, Lac, β-OHB, Ace, AcAc, Pyr, Succ, Cit, Cho, Cr and PCr), impaired membrane metabolism (GPC and Cho) and intestinal dysbiosis (AHA and IS). An orthogonal partial least square discriminant analysis model provided clear differentiation between patients with CeD and controls in all three specimens. A classification model built by combining the distinguishing metabolites of blood plasma and urine samples gave an AUC of 0.99 with 97.7% sensitivity, 93.3% specificity and a predictive accuracy of 95.1%, which was higher than for the models built separately using small intestinal mucosa, blood plasma and urine. In conclusion, a panel of metabolic biomarkers in intestinal biopsies, plasma and urine samples has potential to differentiate CeD from controls and may complement traditional tests to improve the diagnosis of CeD.

摘要

乳糜泻(CeD)是一种由遗传易感性个体摄入麸质引起的自身免疫性肠病。我们通过 NMR 光谱和多变量分析对肠道黏膜、血浆和尿液进行代谢组学分析,研究 CeD 的代谢。将 CeD 患者(n=64)与疾病对照组(DCs,n=30)的小肠黏膜代谢谱进行比较。将 CeD 患者的血浆和尿液代谢组与健康对照组(HCs,n=39)进行比较。12 种代谢物(脯氨酸(Pro)、精氨酸(Arg)、甘氨酸(Gly)、组氨酸(His)、谷氨酸(Glu)、天冬氨酸、色氨酸(Trp)、富马酸、甲酸盐、琥珀酸(Succ)、甘油磷酸胆碱(GPC)和尿囊素(Alln))可区分 CeD 与对照组。血浆代谢组有 18 种代谢物(Pro、Arg、Gly、丙氨酸、Glu、谷氨酰胺、葡萄糖(Glc)、乳酸(Lac)、乙酸(Ace)、乙酰乙酸(AcAc)、β-羟丁酸(β-OHB)、丙酮酸(Pyr)、Succ、柠檬酸(Cit)、胆碱(Cho)、肌酸(Cr)、磷酸肌酸(PCr)和肌酐)和 9 种尿液代谢物(Pro、Trp、β-OHB、Pyr、Succ、N-甲基烟酰胺(NMN)、氨基马尿酸(AHA)、吲哚硫酸(IS)和尿囊素)可将 CeD 与 HCs 区分开来。我们的数据表明,九条代谢途径发生了变化。改变的代谢物与增加的氧化应激(Alln)、受损的愈合和修复机制(Pro、Arg)、受损的抗炎和细胞保护过程(Gly、His、NMN)、改变的能量代谢(Glc、Lac、β-OHB、Ace、AcAc、Pyr、Succ、Cit、Cho、Cr 和 PCr)、受损的膜代谢(GPC 和 Cho)和肠道菌群失调(AHA 和 IS)有关。正交偏最小二乘判别分析模型在所有三种标本中均能清晰地区分 CeD 患者和对照组。通过结合血浆和尿液样本中区分代谢物建立的分类模型,其 AUC 为 0.99,灵敏度为 97.7%,特异性为 93.3%,预测准确率为 95.1%,高于分别使用小肠黏膜、血浆和尿液建立的模型。总之,肠道活检、血浆和尿液样本中的一组代谢生物标志物有可能将 CeD 与对照组区分开来,可能会补充传统检测方法,以提高 CeD 的诊断。

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