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Unbiased Metabolomics Links Fatty Acid Pathways to Psychiatric Symptoms in People Living with HIV
Psychiatric symptoms are prevalent in people living with HIV (PLWH), especially depression, anxiety, impulsivity, and substance use. Various biological mechanisms might play a role in the occurrence of psychiatric symptoms in this population. A hypothesis free, data-driven metabolomics approach can...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8658345/ https://www.ncbi.nlm.nih.gov/pubmed/34884168 http://dx.doi.org/10.3390/jcm10235466 |
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author | Meeder, Elise Matzaraki, Vasiliki Vadaq, Nadira van de Wijer, Lisa van der Ven, André Schellekens, Arnt |
author_facet | Meeder, Elise Matzaraki, Vasiliki Vadaq, Nadira van de Wijer, Lisa van der Ven, André Schellekens, Arnt |
author_sort | Meeder, Elise |
collection | PubMed |
description | Psychiatric symptoms are prevalent in people living with HIV (PLWH), especially depression, anxiety, impulsivity, and substance use. Various biological mechanisms might play a role in the occurrence of psychiatric symptoms in this population. A hypothesis free, data-driven metabolomics approach can further our understanding of these mechanisms. In this study, we identified metabolic pathways associated with impulsivity, depression and substance use in 157 PLWH. First, Spearman’s rank correlations between metabolite feature intensities and psychiatric symptom levels were calculated, while controlling for age, gender and body mass index. Subsequently, a mummichog pathway analysis was performed. Finally, we analyzed which individual metabolites drove the observed effects. In our cohort of PLWH, fatty acid-related pathways were associated with both depressive as well as impulsive symptomatology. Substance use showed most extensive metabolic associations, and was positively associated with short chain fatty acids (SCFA’s), and negatively associated with glutamate levels. These findings suggest that PUFA metabolism might be associated with both internalising and externalising symptomatology in PLWH. Furthermore, glutamate and SCFA’s—microbiome derivatives with known neuroactive properties—might be involved in substance use in these patients. Future studies should explore potential causal mechanisms involved and whether these findings are HIV-specific. |
format | Online Article Text |
id | pubmed-8658345 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-86583452021-12-10 Unbiased Metabolomics Links Fatty Acid Pathways to Psychiatric Symptoms in People Living with HIV Meeder, Elise Matzaraki, Vasiliki Vadaq, Nadira van de Wijer, Lisa van der Ven, André Schellekens, Arnt J Clin Med Article Psychiatric symptoms are prevalent in people living with HIV (PLWH), especially depression, anxiety, impulsivity, and substance use. Various biological mechanisms might play a role in the occurrence of psychiatric symptoms in this population. A hypothesis free, data-driven metabolomics approach can further our understanding of these mechanisms. In this study, we identified metabolic pathways associated with impulsivity, depression and substance use in 157 PLWH. First, Spearman’s rank correlations between metabolite feature intensities and psychiatric symptom levels were calculated, while controlling for age, gender and body mass index. Subsequently, a mummichog pathway analysis was performed. Finally, we analyzed which individual metabolites drove the observed effects. In our cohort of PLWH, fatty acid-related pathways were associated with both depressive as well as impulsive symptomatology. Substance use showed most extensive metabolic associations, and was positively associated with short chain fatty acids (SCFA’s), and negatively associated with glutamate levels. These findings suggest that PUFA metabolism might be associated with both internalising and externalising symptomatology in PLWH. Furthermore, glutamate and SCFA’s—microbiome derivatives with known neuroactive properties—might be involved in substance use in these patients. Future studies should explore potential causal mechanisms involved and whether these findings are HIV-specific. MDPI 2021-11-23 /pmc/articles/PMC8658345/ /pubmed/34884168 http://dx.doi.org/10.3390/jcm10235466 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Meeder, Elise Matzaraki, Vasiliki Vadaq, Nadira van de Wijer, Lisa van der Ven, André Schellekens, Arnt Unbiased Metabolomics Links Fatty Acid Pathways to Psychiatric Symptoms in People Living with HIV |
title | Unbiased Metabolomics Links Fatty Acid Pathways to Psychiatric Symptoms in People Living with HIV |
title_full | Unbiased Metabolomics Links Fatty Acid Pathways to Psychiatric Symptoms in People Living with HIV |
title_fullStr | Unbiased Metabolomics Links Fatty Acid Pathways to Psychiatric Symptoms in People Living with HIV |
title_full_unstemmed | Unbiased Metabolomics Links Fatty Acid Pathways to Psychiatric Symptoms in People Living with HIV |
title_short | Unbiased Metabolomics Links Fatty Acid Pathways to Psychiatric Symptoms in People Living with HIV |
title_sort | unbiased metabolomics links fatty acid pathways to psychiatric symptoms in people living with hiv |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8658345/ https://www.ncbi.nlm.nih.gov/pubmed/34884168 http://dx.doi.org/10.3390/jcm10235466 |
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