1
|
Nichols B, Briola A, Logan M, Havlik J, Mascellani A, Gkikas K, Milling S, Ijaz UZ, Quince C, Svolos V, Russell RK, Hansen R, Gerasimidis K. Gut metabolome and microbiota signatures predict response to treatment with exclusive enteral nutrition in a prospective study in children with active Crohn's disease. Am J Clin Nutr 2024; 119:885-895. [PMID: 38569785 PMCID: PMC11007740 DOI: 10.1016/j.ajcnut.2023.12.027] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Revised: 12/06/2023] [Accepted: 12/22/2023] [Indexed: 04/05/2024] Open
Abstract
BACKGROUND Predicting response to exclusive enteral nutrition (EEN) in active Crohn's disease (CD) could lead to therapy personalization and pretreatment optimization. OBJECTIVES This study aimed to explore the ability of pretreatment parameters to predict fecal calprotectin (FCal) levels at EEN completion in a prospective study in children with CD. METHODS In children with active CD, clinical parameters, dietary intake, cytokines, inflammation-related blood proteomics, and diet-related metabolites, metabolomics and microbiota in feces, were measured before initiation of 8 wk of EEN. Prediction of FCal levels at EEN completion was performed using machine learning. Data are presented with medians (IQR). RESULTS Of 37 patients recruited, 15 responded (FCal < 250 μg/g) to EEN (responders) and 22 did not (nonresponders). Clinical and immunological parameters were not associated with response to EEN. Responders had lesser (μmol/g) butyrate [responders: 13.2 (8.63-18.4) compared with nonresponders: 22.3 (12.0-32.0); P = 0.03], acetate [responders: 49.9 (46.4-68.4) compared with nonresponders: 70.4 (57.0-95.5); P = 0.027], phenylacetate [responders: 0.175 (0.013-0.611) compared with nonresponders: 0.943 (0.438-1.35); P = 0.021], and a higher microbiota richness [315 (269-347) compared with nonresponders: 243 (205-297); P = 0.015] in feces than nonresponders. Responders consumed (portions/1000 kcal/d) more confectionery products [responders: 0.55 (0.38-0.72) compared with nonresponders: 0.19 (0.01-0.38); P = 0.045]. A multicomponent model using fecal parameters, dietary data, and clinical and immunological parameters predicted response to EEN with 78% accuracy (sensitivity: 80%; specificity: 77%; positive predictive value: 71%; negative predictive value: 85%). Higher taxon abundance from Ruminococcaceae, Lachnospiraceae, and Bacteroides and phenylacetate, butyrate, and acetate were the most influential variables in predicting lack of response to EEN. CONCLUSIONS We identify microbial signals and diet-related metabolites in feces, which could comprise targets for pretreatment optimization and personalized nutritional therapy in pediatric CD.
Collapse
Affiliation(s)
- Ben Nichols
- Human Nutrition, School of Medicine, University of Glasgow, Glasgow Royal Infirmary, Glasgow, United Kingdom
| | - Anny Briola
- Human Nutrition, School of Medicine, University of Glasgow, Glasgow Royal Infirmary, Glasgow, United Kingdom
| | - Michael Logan
- Human Nutrition, School of Medicine, University of Glasgow, Glasgow Royal Infirmary, Glasgow, United Kingdom
| | - Jaroslav Havlik
- Department of Food Science, Czech University of Life Sciences Prague, Prague, Czech Republic
| | - Anna Mascellani
- Department of Food Science, Czech University of Life Sciences Prague, Prague, Czech Republic
| | - Konstantinos Gkikas
- Human Nutrition, School of Medicine, University of Glasgow, Glasgow Royal Infirmary, Glasgow, United Kingdom
| | - Simon Milling
- School of Infection and Inflammation, University of Glasgow, Glasgow, United Kingdom
| | - Umer Zeeshan Ijaz
- Civil Engineering, School of Engineering, University of Glasgow, Glasgow, United Kingdom
| | | | - Vaios Svolos
- Human Nutrition, School of Medicine, University of Glasgow, Glasgow Royal Infirmary, Glasgow, United Kingdom
| | - Richard K Russell
- Department of Paediatric Gastroenterology, Hepatology and Nutrition, Royal Hospital for Children and Young People, Edinburgh, United Kingdom
| | - Richard Hansen
- Department of Paediatric Gastroenterology, Hepatology and Nutrition, Royal Hospital for Children, Glasgow, United Kingdom; Department of Child Health, Division of Clinical and Molecular Medicine, School of Medicine, University of Dundee, Dundee, United Kingdom
| | - Konstantinos Gerasimidis
- Human Nutrition, School of Medicine, University of Glasgow, Glasgow Royal Infirmary, Glasgow, United Kingdom.
| |
Collapse
|