粪便、血浆和尿液的综合多组学可以描述和区分儿童活动期克罗恩病和缓解期。

IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL
Nienke Koopman, Yorrick Jaspers, Pim T van Leeuwen, Konstantinos Chronas, Andrew Y F Li Yim, Kay Diederen, Anje A Te Velde, Winfried Roseboom, Angelika Kindermann, Marc A Benninga, Gertjan Kramer, Wouter J de Jonge, Stanley Brul, Evgeni Levin, Stephan Kemp, Jurgen Seppen
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引用次数: 0

摘要

背景:本研究旨在通过整合来自三个解剖区的六个组学数据集,获得儿童克罗恩病(CD)缓解的整体视图。方法:粪钙保护蛋白低于250 mg/kg的患者被认为是缓解(n = 27),高于250 mg/kg的患者被认为是活动性疾病(n = 31)。分析粪便中的蛋白质组和微生物组(真菌和细菌)。粪便、尿液和血浆中的代谢组。数据集被整合到一个多组学模型中。结果:个体数据集的使用显示了缓解期和活动性疾病之间的多重差异。整合产生了一个预测缓解的良好模型(AUC为0.8)。该模型中最重要的特征是粪便细菌(40%)、粪便代谢物(22%)、粪便蛋白质(16%)、血浆代谢物(12%)、粪便真菌(6%)和尿液代谢物(4%)。相互作用组显示Ruminococcaceae和Faecalibacterium是主要参与者,尿羟苯乳酸抗真菌与粪便真菌之间存在相关性。途径分析显示嘌呤代谢与缓解相关,独立于硫嘌呤的使用。嘌呤代谢的变化在儿科CD公共数据集中得到证实。结论:如果使用单个组学数据集或单个解剖区,则确定在缓解中起作用的途径和相关性可能仍无法检测到,这突出了整合来自多个解剖区的多个数据集的整体方法的必要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Integrated multi-omics of feces, plasma and urine can describe and differentiate pediatric active Crohn's Disease from remission.

Background: This study aimed to obtain a holistic view of remission in pediatric Crohn's Disease (CD) by integrating six omics datasets from three anatomical compartments.

Methods: Patients with fecal calprotectin below 250 mg/kg were considered in remission (n = 27), above 250 mg/kg as having active disease (n = 31). Proteome and microbiomes (fungi and bacteria) were analyzed in feces. Metabolomes in feces, urine, and plasma. Datasets were integrated into a multi-omics model.

Results: The use of individual datasets shows multiple differences between remission and active disease. Integration yielded a good model (AUC of 0.8) predicting remission. The most important features in this model are fecal bacteria (40%), fecal metabolites (22%), fecal proteins (16%), plasma metabolites (12%), fecal fungi (6%), and urine metabolites (4%). The interactome reveals Ruminococcaceae and Faecalibacterium as key players, with a correlation between antifungal urine hydroxyphenyllactic acid and fecal fungi. Pathway analysis shows an association of purine metabolism with remission, independent of thiopurine use. Changes in purine metabolism are confirmed in a pediatric CD public dataset.

Conclusion: The pathways and correlations identified as playing a role in remission may remain undetectable if individual omics datasets or single anatomical compartments are used, highlighting the need for a holistic approach that integrates multiple datasets from multiple anatomical compartments.

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