Department of Paediatrics, University of Alberta, Edmonton, AB, Canada.
Department of Computing Science, University of Alberta, Edmonton, AB, Canada.
J Crohns Colitis. 2024 Nov 4;18(11):1832-1844. doi: 10.1093/ecco-jcc/jjae085.
We aimed to identify serum metabolites associated with mucosal and transmural inflammation in paediatric Crohn disease [pCD].
In all, 56 pCD patients were included through a pre-planned sub-study of the multicentre, prospective, ImageKids cohort, designed to develop the Paediatric Inflammatory Crohn magnetic resonance enterography [MRE] Index [PICMI]. Children were included throughout their disease course when undergoing ileocolonoscopy and MRE and were followed for 18 months, when MRE was repeated. Serum metabolites were identified using liquid chromatography/mass spectroscopy. Outcomes included: PICMI, the simple endoscopic score [SES], faecal calprotectin [FCP], and C-reactive protein [CRP], to assess transmural, mucosal, and systemic inflammation, respectively. Random forest models were built by outcome. Maximum relevance minimum redundancy [mRMR] feature selection with a j-fold cross-validation scheme identified the best subset of features and hyperparameter settings.
Tryptophan and glutarylcarnitine were the top common mRMR metabolites linked to pCD inflammation. Random forest models established that amino acids and amines were among the most influential metabolites for predicting transmural and mucosal inflammation. Predictive models performed well, each with an area under the curve [AUC] > 70%. In addition, serum metabolites linked with pCD inflammation mainly related to perturbations in the citrate cycle [TCA cycle], aminoacyl-tRNA biosynthesis, tryptophan metabolism, butanoate metabolism, and tyrosine metabolism.
We extend on recent studies, observing differences in serum metabolites between healthy controls and Crohn disease patients, and suggest various associations of serum metabolites with transmural and mucosal inflammation. These metabolites could improve the understanding of pCD pathogenesis and assessment of disease severity.
我们旨在确定与小儿克罗恩病 [pCD] 黏膜和透壁炎症相关的血清代谢物。
本研究通过多中心、前瞻性的 ImageKids 队列的一项预先计划的子研究纳入了 56 名 pCD 患者,该研究旨在开发小儿炎症性克罗恩磁共振肠造影 [MRE] 指数 [PICMI]。当患儿在接受回结肠镜检查和 MRE 时,无论疾病过程如何,均纳入本研究,并在 18 个月时重复进行 MRE。使用液相色谱/质谱法鉴定血清代谢物。研究结果包括:PICMI、简单内镜评分 [SES]、粪便钙卫蛋白 [FCP] 和 C 反应蛋白 [CRP],分别评估透壁、黏膜和系统性炎症。采用随机森林模型对结局进行建模。最大相关性最小冗余 [mRMR] 特征选择与 j 折交叉验证方案相结合,确定了最佳特征子集和超参数设置。
色氨酸和戊二酰肉碱是与 pCD 炎症相关的 top 常见 mRMR 代谢物。随机森林模型表明,氨基酸和胺类是预测透壁和黏膜炎症的最有影响力的代谢物之一。预测模型的曲线下面积 [AUC]均>70%,表现良好。此外,与 pCD 炎症相关的血清代谢物主要与柠檬酸循环 [TCA 循环]、氨酰-tRNA 生物合成、色氨酸代谢、丁酸盐代谢和酪氨酸代谢的紊乱有关。
我们扩展了最近的研究,观察到健康对照组和克罗恩病患者之间的血清代谢物存在差异,并提出了血清代谢物与透壁和黏膜炎症的各种关联。这些代谢物可以提高我们对 pCD 发病机制和疾病严重程度评估的理解。