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Sex-Specific Metabolic Pathways Were Associated with Alzheimer’s Disease (AD) Endophenotypes in the European Medical Information Framework for AD Multimodal Biomarker Discovery Cohort

Background: physiological differences between males and females could contribute to the development of Alzheimer’s Disease (AD). Here, we examined metabolic pathways that may lead to precision medicine initiatives. Methods: We explored whether sex modifies the association of 540 plasma metabolites w...

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Autores principales: Xu, Jin, Green, Rebecca, Kim, Min, Lord, Jodie, Ebshiana, Amera, Westwood, Sarah, Baird, Alison L., Nevado-Holgado, Alejo J., Shi, Liu, Hye, Abdul, Snowden, Stuart G., Bos, Isabelle, Vos, Stephanie J. B., Vandenberghe, Rik, Teunissen, Charlotte E., Kate, Mara Ten, Scheltens, Philip, Gabel, Silvy, Meersmans, Karen, Blin, Olivier, Richardson, Jill, De Roeck, Ellen Elisa, Engelborghs, Sebastiaan, Sleegers, Kristel, Bordet, Régis, Rami, Lorena, Kettunen, Petronella, Tsolaki, Magda, Verhey, Frans R. J., Alcolea, Daniel, Lleó, Alberto, Peyratout, Gwendoline, Tainta, Mikel, Johannsen, Peter, Freund-Levi, Yvonne, Frölich, Lutz, Dobricic, Valerija, Frisoni, Giovanni B., Molinuevo, José Luis, Wallin, Anders, Popp, Julius, Martinez-Lage, Pablo, Bertram, Lars, Blennow, Kaj, Zetterberg, Henrik, Streffer, Johannes, Visser, Pieter Jelle, Lovestone, Simon, Proitsi, Petroula, Legido-Quigley, Cristina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8615383/
https://www.ncbi.nlm.nih.gov/pubmed/34829839
http://dx.doi.org/10.3390/biomedicines9111610
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author Xu, Jin
Green, Rebecca
Kim, Min
Lord, Jodie
Ebshiana, Amera
Westwood, Sarah
Baird, Alison L.
Nevado-Holgado, Alejo J.
Shi, Liu
Hye, Abdul
Snowden, Stuart G.
Bos, Isabelle
Vos, Stephanie J. B.
Vandenberghe, Rik
Teunissen, Charlotte E.
Kate, Mara Ten
Scheltens, Philip
Gabel, Silvy
Meersmans, Karen
Blin, Olivier
Richardson, Jill
De Roeck, Ellen Elisa
Engelborghs, Sebastiaan
Sleegers, Kristel
Bordet, Régis
Rami, Lorena
Kettunen, Petronella
Tsolaki, Magda
Verhey, Frans R. J.
Alcolea, Daniel
Lleó, Alberto
Peyratout, Gwendoline
Tainta, Mikel
Johannsen, Peter
Freund-Levi, Yvonne
Frölich, Lutz
Dobricic, Valerija
Frisoni, Giovanni B.
Molinuevo, José Luis
Wallin, Anders
Popp, Julius
Martinez-Lage, Pablo
Bertram, Lars
Blennow, Kaj
Zetterberg, Henrik
Streffer, Johannes
Visser, Pieter Jelle
Lovestone, Simon
Proitsi, Petroula
Legido-Quigley, Cristina
author_facet Xu, Jin
Green, Rebecca
Kim, Min
Lord, Jodie
Ebshiana, Amera
Westwood, Sarah
Baird, Alison L.
Nevado-Holgado, Alejo J.
Shi, Liu
Hye, Abdul
Snowden, Stuart G.
Bos, Isabelle
Vos, Stephanie J. B.
Vandenberghe, Rik
Teunissen, Charlotte E.
Kate, Mara Ten
Scheltens, Philip
Gabel, Silvy
Meersmans, Karen
Blin, Olivier
Richardson, Jill
De Roeck, Ellen Elisa
Engelborghs, Sebastiaan
Sleegers, Kristel
Bordet, Régis
Rami, Lorena
Kettunen, Petronella
Tsolaki, Magda
Verhey, Frans R. J.
Alcolea, Daniel
Lleó, Alberto
Peyratout, Gwendoline
Tainta, Mikel
Johannsen, Peter
Freund-Levi, Yvonne
Frölich, Lutz
Dobricic, Valerija
Frisoni, Giovanni B.
Molinuevo, José Luis
Wallin, Anders
Popp, Julius
Martinez-Lage, Pablo
Bertram, Lars
Blennow, Kaj
Zetterberg, Henrik
Streffer, Johannes
Visser, Pieter Jelle
Lovestone, Simon
Proitsi, Petroula
Legido-Quigley, Cristina
author_sort Xu, Jin
collection PubMed
description Background: physiological differences between males and females could contribute to the development of Alzheimer’s Disease (AD). Here, we examined metabolic pathways that may lead to precision medicine initiatives. Methods: We explored whether sex modifies the association of 540 plasma metabolites with AD endophenotypes including diagnosis, cerebrospinal fluid (CSF) biomarkers, brain imaging, and cognition using regression analyses for 695 participants (377 females), followed by sex-specific pathway overrepresentation analyses, APOE ε4 stratification and assessment of metabolites’ discriminatory performance in AD. Results: In females with AD, vanillylmandelate (tyrosine pathway) was increased and tryptophan betaine (tryptophan pathway) was decreased. The inclusion of these two metabolites (area under curve (AUC) = 0.83, standard error (SE) = 0.029) to a baseline model (covariates + CSF biomarkers, AUC = 0.92, SE = 0.019) resulted in a significantly higher AUC of 0.96 (SE = 0.012). Kynurenate was decreased in males with AD (AUC = 0.679, SE = 0.046). Conclusions: metabolic sex-specific differences were reported, covering neurotransmission and inflammation pathways with AD endophenotypes. Two metabolites, in pathways related to dopamine and serotonin, were associated to females, paving the way to personalised treatment.
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spelling pubmed-86153832021-11-26 Sex-Specific Metabolic Pathways Were Associated with Alzheimer’s Disease (AD) Endophenotypes in the European Medical Information Framework for AD Multimodal Biomarker Discovery Cohort Xu, Jin Green, Rebecca Kim, Min Lord, Jodie Ebshiana, Amera Westwood, Sarah Baird, Alison L. Nevado-Holgado, Alejo J. Shi, Liu Hye, Abdul Snowden, Stuart G. Bos, Isabelle Vos, Stephanie J. B. Vandenberghe, Rik Teunissen, Charlotte E. Kate, Mara Ten Scheltens, Philip Gabel, Silvy Meersmans, Karen Blin, Olivier Richardson, Jill De Roeck, Ellen Elisa Engelborghs, Sebastiaan Sleegers, Kristel Bordet, Régis Rami, Lorena Kettunen, Petronella Tsolaki, Magda Verhey, Frans R. J. Alcolea, Daniel Lleó, Alberto Peyratout, Gwendoline Tainta, Mikel Johannsen, Peter Freund-Levi, Yvonne Frölich, Lutz Dobricic, Valerija Frisoni, Giovanni B. Molinuevo, José Luis Wallin, Anders Popp, Julius Martinez-Lage, Pablo Bertram, Lars Blennow, Kaj Zetterberg, Henrik Streffer, Johannes Visser, Pieter Jelle Lovestone, Simon Proitsi, Petroula Legido-Quigley, Cristina Biomedicines Article Background: physiological differences between males and females could contribute to the development of Alzheimer’s Disease (AD). Here, we examined metabolic pathways that may lead to precision medicine initiatives. Methods: We explored whether sex modifies the association of 540 plasma metabolites with AD endophenotypes including diagnosis, cerebrospinal fluid (CSF) biomarkers, brain imaging, and cognition using regression analyses for 695 participants (377 females), followed by sex-specific pathway overrepresentation analyses, APOE ε4 stratification and assessment of metabolites’ discriminatory performance in AD. Results: In females with AD, vanillylmandelate (tyrosine pathway) was increased and tryptophan betaine (tryptophan pathway) was decreased. The inclusion of these two metabolites (area under curve (AUC) = 0.83, standard error (SE) = 0.029) to a baseline model (covariates + CSF biomarkers, AUC = 0.92, SE = 0.019) resulted in a significantly higher AUC of 0.96 (SE = 0.012). Kynurenate was decreased in males with AD (AUC = 0.679, SE = 0.046). Conclusions: metabolic sex-specific differences were reported, covering neurotransmission and inflammation pathways with AD endophenotypes. Two metabolites, in pathways related to dopamine and serotonin, were associated to females, paving the way to personalised treatment. MDPI 2021-11-03 /pmc/articles/PMC8615383/ /pubmed/34829839 http://dx.doi.org/10.3390/biomedicines9111610 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
Xu, Jin
Green, Rebecca
Kim, Min
Lord, Jodie
Ebshiana, Amera
Westwood, Sarah
Baird, Alison L.
Nevado-Holgado, Alejo J.
Shi, Liu
Hye, Abdul
Snowden, Stuart G.
Bos, Isabelle
Vos, Stephanie J. B.
Vandenberghe, Rik
Teunissen, Charlotte E.
Kate, Mara Ten
Scheltens, Philip
Gabel, Silvy
Meersmans, Karen
Blin, Olivier
Richardson, Jill
De Roeck, Ellen Elisa
Engelborghs, Sebastiaan
Sleegers, Kristel
Bordet, Régis
Rami, Lorena
Kettunen, Petronella
Tsolaki, Magda
Verhey, Frans R. J.
Alcolea, Daniel
Lleó, Alberto
Peyratout, Gwendoline
Tainta, Mikel
Johannsen, Peter
Freund-Levi, Yvonne
Frölich, Lutz
Dobricic, Valerija
Frisoni, Giovanni B.
Molinuevo, José Luis
Wallin, Anders
Popp, Julius
Martinez-Lage, Pablo
Bertram, Lars
Blennow, Kaj
Zetterberg, Henrik
Streffer, Johannes
Visser, Pieter Jelle
Lovestone, Simon
Proitsi, Petroula
Legido-Quigley, Cristina
Sex-Specific Metabolic Pathways Were Associated with Alzheimer’s Disease (AD) Endophenotypes in the European Medical Information Framework for AD Multimodal Biomarker Discovery Cohort
title Sex-Specific Metabolic Pathways Were Associated with Alzheimer’s Disease (AD) Endophenotypes in the European Medical Information Framework for AD Multimodal Biomarker Discovery Cohort
title_full Sex-Specific Metabolic Pathways Were Associated with Alzheimer’s Disease (AD) Endophenotypes in the European Medical Information Framework for AD Multimodal Biomarker Discovery Cohort
title_fullStr Sex-Specific Metabolic Pathways Were Associated with Alzheimer’s Disease (AD) Endophenotypes in the European Medical Information Framework for AD Multimodal Biomarker Discovery Cohort
title_full_unstemmed Sex-Specific Metabolic Pathways Were Associated with Alzheimer’s Disease (AD) Endophenotypes in the European Medical Information Framework for AD Multimodal Biomarker Discovery Cohort
title_short Sex-Specific Metabolic Pathways Were Associated with Alzheimer’s Disease (AD) Endophenotypes in the European Medical Information Framework for AD Multimodal Biomarker Discovery Cohort
title_sort sex-specific metabolic pathways were associated with alzheimer’s disease (ad) endophenotypes in the european medical information framework for ad multimodal biomarker discovery cohort
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8615383/
https://www.ncbi.nlm.nih.gov/pubmed/34829839
http://dx.doi.org/10.3390/biomedicines9111610
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