Metabolomics predict treatment response to vedolizumab in pediatric IBD: results from the prospective VedoKids cohort study.

IF 5.5 3区 医学 Q1 GASTROENTEROLOGY & HEPATOLOGY
Ricardo G Suarez, Ori Bar Or, Esther Orlanski-Meyer, Zivia Shavit, Asaf Azulay, Efrat Broide, Darja Urlep, Art Kastl, Jeffrey S Hyams, Jeremiah Levine, Joel Rosh, Richard K Russell, Dan Turner, Eytan Wine
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引用次数: 0

Abstract

Background and aim: Metabolites produced through host-microbe interactions may help associate metabolomic signatures with therapy response. We aimed to assess serum metabolites as predictors of vedolizumab remission in children with IBD.

Methods: VedoKids was a multicenter, prospective cohort study of children initiating vedolizumab at any stage of disease. Serum metabolomic profiling was performed at baseline (W0), week 14 (W14), and week 30 (W30) using quantitative metabolomics based on DI/LC-MS/MS method. Random Forest (RF) models with maximum relevance-minimum redundancy (mRMR) feature selection, integrated clinical and metabolomic features to predict clinical remission at the next time point (ie, week 0 to week 14; week 14 to week 30; week 30 to week 54).

Results: One hundred thirty-eight patients were included (mean age 13.6 years), 64 with Crohn disease (CD) and 74 with ulcerative colitis (UC). In CD, models achieved an area under the receiver operating characteristic curve (AUROC) of 0.80 (95% CI, 0.68-0.92) for predicting response to vedolizumab at W14, 0.92 (95% CI, 0.85-0.99) at W30 , and 0.83 (95% CI, 0.72-0.94) at W54. Metabolites appeared among the most important features, notably PC ae C36:4, citric acid, and malic acid. In UC, corresponding AUROC were 0.72 (95% CI, 0.59-0.85) at W14, 0.77 (95% CI, 0.64-0.90) at W30, and 0.90 (95% CI, 0.80-1.00) at W54. LysoPC a C26:1, picolinic acid, and serotonin were among the most important metabolites for prediction.

Conclusions: We identified serum metabolites associated with vedolizumab remission in children with IBD, several of which have been previously linked to IBD pathophysiology.

代谢组学预测小儿IBD对VedoKids的治疗反应:来自前瞻性VedoKids队列研究的结果
背景和目的:通过宿主-微生物相互作用产生的代谢物可能有助于将代谢组学特征与治疗反应联系起来。我们的目的是评估血清代谢物作为IBD患儿vedolizumab缓解的预测因子。方法:VedoKids是一项多中心前瞻性队列研究,研究对象是在任何疾病阶段开始使用vedolizumab的儿童。采用基于DI/LC-MS/MS的定量代谢组学方法,在基线(W0)、第14周(W14)和第30周(W30)进行血清代谢组学分析。随机森林(RF)模型具有最大相关-最小冗余(mRMR)特征选择,整合临床和代谢组学特征,以预测下一个时间点(即第0周至第14周,第14周至第30周,第30周至第54周)的临床缓解。结果:纳入138例患者(平均年龄13.6岁),64例克罗恩病(CD), 74例溃疡性结肠炎(UC)。在CD中,模型预测vedolizumab在W14、W30和W54时的应答的受试者工作特征曲线下面积(AUROC)分别为0.80 (95% CI, 0.68-0.92)、0.92 (95% CI, 0.85-0.99)和0.83 (95% CI, 0.72-0.94)。代谢物是最重要的特征,特别是PC酸C36:4、柠檬酸和苹果酸。在UC中,相应的AUROC在W14时为0.72 (95% CI, 0.59-0.85), W30时为0.77 (95% CI, 0.64-0.90), W54时为0.90 (95% CI, 0.80-1.00)。LysoPC a C26:1、吡啶酸和血清素是预测最重要的代谢物。结论:我们确定了与IBD患儿vedolizumab缓解相关的血清代谢物,其中一些先前已与IBD病理生理相关。
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来源期刊
Inflammatory Bowel Diseases
Inflammatory Bowel Diseases 医学-胃肠肝病学
CiteScore
9.70
自引率
6.10%
发文量
462
审稿时长
1 months
期刊介绍: Inflammatory Bowel Diseases® supports the mission of the Crohn''s & Colitis Foundation by bringing the most impactful and cutting edge clinical topics and research findings related to inflammatory bowel diseases to clinicians and researchers working in IBD and related fields. The Journal is committed to publishing on innovative topics that influence the future of clinical care, treatment, and research.
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