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Investigation of Genetic Variants Associated with Tryptophan Metabolite Levels via Serotonin and Kynurenine Pathways in Patients with Bipolar Disorder
The kynurenine pathway (KP) may play a role in the pathophysiology of bipolar disorder (BD). We conducted a genome-wide association study (GWAS) to identify genetic variants associated with the plasma levels of the metabolites of tryptophan (TRP) via the serotonin (5-HT) and kynurenine (KYN) pathway...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9694761/ https://www.ncbi.nlm.nih.gov/pubmed/36422266 http://dx.doi.org/10.3390/metabo12111127 |
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author | Pisanu, Claudia Squassina, Alessio Paribello, Pasquale Dall’Acqua, Stefano Sut, Stefania Nasini, Sofia Bertazzo, Antonella Congiu, Donatella Meloni, Anna Garzilli, Mario Guiso, Beatrice Suprani, Federico Pulcinelli, Vittoria Iaselli, Maria Novella Pinna, Ilaria Somaini, Giulia Arru, Laura Corrias, Carolina Pinna, Federica Carpiniello, Bernardo Comai, Stefano Manchia, Mirko |
author_facet | Pisanu, Claudia Squassina, Alessio Paribello, Pasquale Dall’Acqua, Stefano Sut, Stefania Nasini, Sofia Bertazzo, Antonella Congiu, Donatella Meloni, Anna Garzilli, Mario Guiso, Beatrice Suprani, Federico Pulcinelli, Vittoria Iaselli, Maria Novella Pinna, Ilaria Somaini, Giulia Arru, Laura Corrias, Carolina Pinna, Federica Carpiniello, Bernardo Comai, Stefano Manchia, Mirko |
author_sort | Pisanu, Claudia |
collection | PubMed |
description | The kynurenine pathway (KP) may play a role in the pathophysiology of bipolar disorder (BD). We conducted a genome-wide association study (GWAS) to identify genetic variants associated with the plasma levels of the metabolites of tryptophan (TRP) via the serotonin (5-HT) and kynurenine (KYN) pathways in 44 patients with BD and 45 healthy controls. We assessed whether variants that were differentially associated with metabolite levels based on the diagnostic status improved the prediction accuracy of BD using penalized regression approaches. We identified several genetic variants that were significantly associated with metabolites (5-HT, 5-hydroxytryptophan (5-HTP), TRP, and quinolinic acid (QA) or metabolite ratios (5-HTP/TRP and KYN/TRP) and for which the diagnostic status exerted a significant effect. The inclusion of genetic variants led to increased accuracy in the prediction of the BD diagnostic status. Specifically, we obtained an accuracy of 0.77 using Least Absolute Shrinkage and Selection Operator (LASSO) regression. The predictors retained as informative in this model included body mass index (BMI), the levels of TRP, QA, and 5-HT, the 5-HTP/TRP ratio, and genetic variants associated with the levels of QA (rs6827515, rs715692, rs425094, rs4645874, and rs77048355) and TRP (rs292212) or the 5-HTP/TRP ratio (rs7902231). In conclusion, our study identified statistically significant associations between metabolites of TRP via the 5-HT and KYN pathways and genetic variants at the genome-wide level. The discriminative performance of penalized regression models incorporating clinical, genetic, and metabolic predictors warrants a follow-up analysis of this panel of determinants. |
format | Online Article Text |
id | pubmed-9694761 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-96947612022-11-26 Investigation of Genetic Variants Associated with Tryptophan Metabolite Levels via Serotonin and Kynurenine Pathways in Patients with Bipolar Disorder Pisanu, Claudia Squassina, Alessio Paribello, Pasquale Dall’Acqua, Stefano Sut, Stefania Nasini, Sofia Bertazzo, Antonella Congiu, Donatella Meloni, Anna Garzilli, Mario Guiso, Beatrice Suprani, Federico Pulcinelli, Vittoria Iaselli, Maria Novella Pinna, Ilaria Somaini, Giulia Arru, Laura Corrias, Carolina Pinna, Federica Carpiniello, Bernardo Comai, Stefano Manchia, Mirko Metabolites Article The kynurenine pathway (KP) may play a role in the pathophysiology of bipolar disorder (BD). We conducted a genome-wide association study (GWAS) to identify genetic variants associated with the plasma levels of the metabolites of tryptophan (TRP) via the serotonin (5-HT) and kynurenine (KYN) pathways in 44 patients with BD and 45 healthy controls. We assessed whether variants that were differentially associated with metabolite levels based on the diagnostic status improved the prediction accuracy of BD using penalized regression approaches. We identified several genetic variants that were significantly associated with metabolites (5-HT, 5-hydroxytryptophan (5-HTP), TRP, and quinolinic acid (QA) or metabolite ratios (5-HTP/TRP and KYN/TRP) and for which the diagnostic status exerted a significant effect. The inclusion of genetic variants led to increased accuracy in the prediction of the BD diagnostic status. Specifically, we obtained an accuracy of 0.77 using Least Absolute Shrinkage and Selection Operator (LASSO) regression. The predictors retained as informative in this model included body mass index (BMI), the levels of TRP, QA, and 5-HT, the 5-HTP/TRP ratio, and genetic variants associated with the levels of QA (rs6827515, rs715692, rs425094, rs4645874, and rs77048355) and TRP (rs292212) or the 5-HTP/TRP ratio (rs7902231). In conclusion, our study identified statistically significant associations between metabolites of TRP via the 5-HT and KYN pathways and genetic variants at the genome-wide level. The discriminative performance of penalized regression models incorporating clinical, genetic, and metabolic predictors warrants a follow-up analysis of this panel of determinants. MDPI 2022-11-17 /pmc/articles/PMC9694761/ /pubmed/36422266 http://dx.doi.org/10.3390/metabo12111127 Text en © 2022 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 Pisanu, Claudia Squassina, Alessio Paribello, Pasquale Dall’Acqua, Stefano Sut, Stefania Nasini, Sofia Bertazzo, Antonella Congiu, Donatella Meloni, Anna Garzilli, Mario Guiso, Beatrice Suprani, Federico Pulcinelli, Vittoria Iaselli, Maria Novella Pinna, Ilaria Somaini, Giulia Arru, Laura Corrias, Carolina Pinna, Federica Carpiniello, Bernardo Comai, Stefano Manchia, Mirko Investigation of Genetic Variants Associated with Tryptophan Metabolite Levels via Serotonin and Kynurenine Pathways in Patients with Bipolar Disorder |
title | Investigation of Genetic Variants Associated with Tryptophan Metabolite Levels via Serotonin and Kynurenine Pathways in Patients with Bipolar Disorder |
title_full | Investigation of Genetic Variants Associated with Tryptophan Metabolite Levels via Serotonin and Kynurenine Pathways in Patients with Bipolar Disorder |
title_fullStr | Investigation of Genetic Variants Associated with Tryptophan Metabolite Levels via Serotonin and Kynurenine Pathways in Patients with Bipolar Disorder |
title_full_unstemmed | Investigation of Genetic Variants Associated with Tryptophan Metabolite Levels via Serotonin and Kynurenine Pathways in Patients with Bipolar Disorder |
title_short | Investigation of Genetic Variants Associated with Tryptophan Metabolite Levels via Serotonin and Kynurenine Pathways in Patients with Bipolar Disorder |
title_sort | investigation of genetic variants associated with tryptophan metabolite levels via serotonin and kynurenine pathways in patients with bipolar disorder |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9694761/ https://www.ncbi.nlm.nih.gov/pubmed/36422266 http://dx.doi.org/10.3390/metabo12111127 |
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