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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
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.
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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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