LAPSE:2019.1609
Published Article
LAPSE:2019.1609
Multivariate Analysis of Plasma Metabolites in Children with Autism Spectrum Disorder and Gastrointestinal Symptoms Before and After Microbiota Transfer Therapy
James B. Adams, Troy Vargason, Dae-Wook Kang, Rosa Krajmalnik-Brown, Juergen Hahn
December 16, 2019
Current diagnosis of autism spectrum disorder (ASD) is based on assessment of behavioral symptoms, although there is strong evidence that ASD affects multiple organ systems including the gastrointestinal (GI) tract. This study used Fisher discriminant analysis (FDA) to evaluate plasma metabolites from 18 children with ASD and chronic GI problems (ASD + GI cohort) and 20 typically developing (TD) children without GI problems (TD − GI cohort). Using three plasma metabolites that may represent three general groups of metabolic abnormalities, it was possible to distinguish the ASD + GI cohort from the TD − GI cohort with 94% sensitivity and 100% specificity after leave-one-out cross-validation. After the ASD + GI participants underwent Microbiota Transfer Therapy with significant improvement in GI and ASD-related symptoms, their metabolic profiles shifted significantly to become more similar to the TD − GI group, indicating potential utility of this combination of plasma metabolites as a biomarker for treatment efficacy. Two of the metabolites, sarcosine and inosine 5′-monophosphate, improved greatly after treatment. The third metabolite, tyramine O-sulfate, showed no change in median value, suggesting it and correlated metabolites to be a possible target for future therapies. Since it is unclear whether the observed differences are due to metabolic abnormalities associated with ASD or with GI symptoms (or contributions from both), future studies aiming to classify ASD should feature TD participants with GI symptoms and have larger sample sizes to improve confidence in the results.
Keywords
autism spectrum disorder, biomarker, co-occurring conditions, fecal microbiota transplant, Fisher discriminant analysis, gastrointestinal symptoms, leave-one-out cross-validation, Multivariate Statistics, plasma metabolites
Subject
Suggested Citation
Adams JB, Vargason T, Kang DW, Krajmalnik-Brown R, Hahn J. Multivariate Analysis of Plasma Metabolites in Children with Autism Spectrum Disorder and Gastrointestinal Symptoms Before and After Microbiota Transfer Therapy. (2019). LAPSE:2019.1609
Author Affiliations
Adams JB: School for Engineering of Matter, Transport, and Energy, Arizona State University, Tempe, AZ 85287, USA [ORCID]
Vargason T: Department of Biomedical Engineering, Rensselaer Polytechnic Institute, Troy, NY 12180, USA; Center for Biotechnology and Interdisciplinary Studies, Rensselaer Polytechnic Institute, Troy, NY 12180, USA [ORCID]
Kang DW: Biodesign Swette Center for Environmental Biotechnology, Arizona State University, Tempe, AZ 85287, USA
Krajmalnik-Brown R: Biodesign Swette Center for Environmental Biotechnology, Arizona State University, Tempe, AZ 85287, USA; Biodesign Center for Fundamental and Applied Microbiomics, Arizona State University, Tempe, AZ 85287, USA; School of Sustainable Engineering and the B
Hahn J: Department of Biomedical Engineering, Rensselaer Polytechnic Institute, Troy, NY 12180, USA; Center for Biotechnology and Interdisciplinary Studies, Rensselaer Polytechnic Institute, Troy, NY 12180, USA; Department of Chemical and Biological Engineering, [ORCID]
Journal Name
Processes
Volume
7
Issue
11
Article Number
E806
Year
2019
Publication Date
2019-11-04
Published Version
ISSN
2227-9717
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Original Submission
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PII: pr7110806, Publication Type: Journal Article
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LAPSE:2019.1609
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doi:10.3390/pr7110806
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Dec 16, 2019
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CC BY 4.0
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Dec 16, 2019
 
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Original Submitter
Calvin Tsay
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