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Altered Urinary Amino Acids in Children With Autism Spectrum Disorders
Autism spectrum disorders (ASD) affect 1% of children. Although there is no cure, early diagnosis and behavioral intervention can relieve the symptoms. The clinical heterogeneity of ASD has created a need for improved sensitive and specific laboratory diagnostic methods. Liquid chromatography-tandem...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6354128/ https://www.ncbi.nlm.nih.gov/pubmed/30733669 http://dx.doi.org/10.3389/fncel.2019.00007 |
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author | Liu, Aiping Zhou, Wei Qu, Liuhong He, Fusheng Wang, Hui Wang, Yan Cai, Chunquan Li, Xiaoge Zhou, Wenhao Wang, Mingbang |
author_facet | Liu, Aiping Zhou, Wei Qu, Liuhong He, Fusheng Wang, Hui Wang, Yan Cai, Chunquan Li, Xiaoge Zhou, Wenhao Wang, Mingbang |
author_sort | Liu, Aiping |
collection | PubMed |
description | Autism spectrum disorders (ASD) affect 1% of children. Although there is no cure, early diagnosis and behavioral intervention can relieve the symptoms. The clinical heterogeneity of ASD has created a need for improved sensitive and specific laboratory diagnostic methods. Liquid chromatography-tandem mass spectrometry (LC-MS/MS)-based analysis of the metabolome has shown great potential to uncover biomarkers for complex diseases such as ASD. Here, we used a two-step discovery–validation approach to identify potential novel metabolic biomarkers for ASD. Urine samples from 57 children with ASD and 81 matched children with typical development (TD) were analyzed by LS-MS/MS to assess differences in urinary amino acids and their metabolites (referred to as UAA indicators). A total of 63 UAA indicators were identified, of which 21 were present at significantly different levels in the urine of ASD children compared with TD children. Of these 21, the concentrations of 19 and 10 were higher and lower, respectively, in the urine of ASD children compared with TD children. Using support vector machine modeling and receiver operating characteristic curve analysis, we identified a panel of 7 UAA indicators that discriminated between the samples from ASD and TD children (lysine, 2-aminoisobutyric acid, 5-hydroxytryptamine, proline, aspartate, arginine/ornithine, and 4-hydroxyproline). Among the significantly changed pathways in ASD children were the ornithine/urea cycle (decreased levels of the excitatory amino acid aspartate [p = 2.15 × 10(-10)] and increased arginine/ornithine [p = 5.21 × 10(-9)]), tryptophan metabolism (increased levels of inhibitory 5-hydroxytryptamine p = 3.62 × 10(-9)), the methionine cycle (increased methionine sulfoxide [p = 1.46 × 10(-10)] and decreased homocysteine [p = 2.73 × 10(-7)]), and lysine metabolism (reduced lysine [p = 7.8 × 10(-9)], α-aminoadipic acid [p = 1.16 × 10(-9)], and 5-aminovaleric acid [p = 1.05 × 10(-5)]). Collectively, the data presented here identify a possible imbalance between excitatory and inhibitory amino acid metabolism in ASD children. The significantly altered UAA indicators could therefore be potential diagnostic biomarkers for ASD. |
format | Online Article Text |
id | pubmed-6354128 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-63541282019-02-07 Altered Urinary Amino Acids in Children With Autism Spectrum Disorders Liu, Aiping Zhou, Wei Qu, Liuhong He, Fusheng Wang, Hui Wang, Yan Cai, Chunquan Li, Xiaoge Zhou, Wenhao Wang, Mingbang Front Cell Neurosci Neuroscience Autism spectrum disorders (ASD) affect 1% of children. Although there is no cure, early diagnosis and behavioral intervention can relieve the symptoms. The clinical heterogeneity of ASD has created a need for improved sensitive and specific laboratory diagnostic methods. Liquid chromatography-tandem mass spectrometry (LC-MS/MS)-based analysis of the metabolome has shown great potential to uncover biomarkers for complex diseases such as ASD. Here, we used a two-step discovery–validation approach to identify potential novel metabolic biomarkers for ASD. Urine samples from 57 children with ASD and 81 matched children with typical development (TD) were analyzed by LS-MS/MS to assess differences in urinary amino acids and their metabolites (referred to as UAA indicators). A total of 63 UAA indicators were identified, of which 21 were present at significantly different levels in the urine of ASD children compared with TD children. Of these 21, the concentrations of 19 and 10 were higher and lower, respectively, in the urine of ASD children compared with TD children. Using support vector machine modeling and receiver operating characteristic curve analysis, we identified a panel of 7 UAA indicators that discriminated between the samples from ASD and TD children (lysine, 2-aminoisobutyric acid, 5-hydroxytryptamine, proline, aspartate, arginine/ornithine, and 4-hydroxyproline). Among the significantly changed pathways in ASD children were the ornithine/urea cycle (decreased levels of the excitatory amino acid aspartate [p = 2.15 × 10(-10)] and increased arginine/ornithine [p = 5.21 × 10(-9)]), tryptophan metabolism (increased levels of inhibitory 5-hydroxytryptamine p = 3.62 × 10(-9)), the methionine cycle (increased methionine sulfoxide [p = 1.46 × 10(-10)] and decreased homocysteine [p = 2.73 × 10(-7)]), and lysine metabolism (reduced lysine [p = 7.8 × 10(-9)], α-aminoadipic acid [p = 1.16 × 10(-9)], and 5-aminovaleric acid [p = 1.05 × 10(-5)]). Collectively, the data presented here identify a possible imbalance between excitatory and inhibitory amino acid metabolism in ASD children. The significantly altered UAA indicators could therefore be potential diagnostic biomarkers for ASD. Frontiers Media S.A. 2019-01-25 /pmc/articles/PMC6354128/ /pubmed/30733669 http://dx.doi.org/10.3389/fncel.2019.00007 Text en Copyright © 2019 Liu, Zhou, Qu, He, Wang, Wang, Cai, Li, Zhou and Wang. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Liu, Aiping Zhou, Wei Qu, Liuhong He, Fusheng Wang, Hui Wang, Yan Cai, Chunquan Li, Xiaoge Zhou, Wenhao Wang, Mingbang Altered Urinary Amino Acids in Children With Autism Spectrum Disorders |
title | Altered Urinary Amino Acids in Children With Autism Spectrum Disorders |
title_full | Altered Urinary Amino Acids in Children With Autism Spectrum Disorders |
title_fullStr | Altered Urinary Amino Acids in Children With Autism Spectrum Disorders |
title_full_unstemmed | Altered Urinary Amino Acids in Children With Autism Spectrum Disorders |
title_short | Altered Urinary Amino Acids in Children With Autism Spectrum Disorders |
title_sort | altered urinary amino acids in children with autism spectrum disorders |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6354128/ https://www.ncbi.nlm.nih.gov/pubmed/30733669 http://dx.doi.org/10.3389/fncel.2019.00007 |
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