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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...
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/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. |
format | Online Article Text |
id | pubmed-8615383 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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