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Disentangling Independent and Mediated Causal Relationships Between Blood Metabolites, Cognitive Factors, and Alzheimer’s Disease

BACKGROUND: Education and cognition demonstrate consistent inverse associations with Alzheimer’s disease (AD). The biological underpinnings, however, remain unclear. Blood metabolites reflect the end point of biological processes and are accessible and malleable. Identifying metabolites with etiolog...

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Autores principales: Lord, Jodie, Green, Rebecca, Choi, Shing Wan, Hübel, Christopher, Aarsland, Dag, Velayudhan, Latha, Sham, Pak, Legido-Quigley, Cristina, Richards, Marcus, Dobson, Richard, Proitsi, Petroula
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9616368/
https://www.ncbi.nlm.nih.gov/pubmed/36325159
http://dx.doi.org/10.1016/j.bpsgos.2021.07.010
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author Lord, Jodie
Green, Rebecca
Choi, Shing Wan
Hübel, Christopher
Aarsland, Dag
Velayudhan, Latha
Sham, Pak
Legido-Quigley, Cristina
Richards, Marcus
Dobson, Richard
Proitsi, Petroula
author_facet Lord, Jodie
Green, Rebecca
Choi, Shing Wan
Hübel, Christopher
Aarsland, Dag
Velayudhan, Latha
Sham, Pak
Legido-Quigley, Cristina
Richards, Marcus
Dobson, Richard
Proitsi, Petroula
author_sort Lord, Jodie
collection PubMed
description BACKGROUND: Education and cognition demonstrate consistent inverse associations with Alzheimer’s disease (AD). The biological underpinnings, however, remain unclear. Blood metabolites reflect the end point of biological processes and are accessible and malleable. Identifying metabolites with etiological relevance to AD and disentangling how these relate to cognitive factors along the AD causal pathway could, therefore, offer unique insights into underlying causal mechanisms. METHODS: Using data from the largest metabolomics genome-wide association study (N ≈ 24,925) and three independent AD cohorts (N = 4725), cross-trait polygenic scores were generated and meta-analyzed. Metabolites genetically associated with AD were taken forward for causal analyses. Bidirectional two-sample Mendelian randomization interrogated univariable causal relationships between 1) metabolites and AD; 2) education and cognition; 3) metabolites, education, and cognition; and 4) education, cognition, and AD. Mediating relationships were computed using multivariable Mendelian randomization. RESULTS: Thirty-four metabolites were genetically associated with AD at p < .05. Of these, glutamine and free cholesterol in extra-large high-density lipoproteins demonstrated a protective causal effect (glutamine: 95% confidence interval [CI], 0.70 to 0.92; free cholesterol in extra-large high-density lipoproteins: 95% CI, 0.75 to 0.92). An AD-protective effect was also observed for education (95% CI, 0.61 to 0.85) and cognition (95% CI, 0.60 to 0.89), with bidirectional mediation evident. Cognition as a mediator of the education-AD relationship was stronger than vice versa, however. No evidence of mediation via any metabolite was found. CONCLUSIONS: Glutamine and free cholesterol in extra-large high-density lipoproteins show protective causal effects on AD. Education and cognition also demonstrate protection, though education’s effect is almost entirely mediated by cognition. These insights provide key pieces of the AD causal puzzle, important for informing future multimodal work and progressing toward effective intervention strategies.
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spelling pubmed-96163682022-11-01 Disentangling Independent and Mediated Causal Relationships Between Blood Metabolites, Cognitive Factors, and Alzheimer’s Disease Lord, Jodie Green, Rebecca Choi, Shing Wan Hübel, Christopher Aarsland, Dag Velayudhan, Latha Sham, Pak Legido-Quigley, Cristina Richards, Marcus Dobson, Richard Proitsi, Petroula Biol Psychiatry Glob Open Sci Archival Report BACKGROUND: Education and cognition demonstrate consistent inverse associations with Alzheimer’s disease (AD). The biological underpinnings, however, remain unclear. Blood metabolites reflect the end point of biological processes and are accessible and malleable. Identifying metabolites with etiological relevance to AD and disentangling how these relate to cognitive factors along the AD causal pathway could, therefore, offer unique insights into underlying causal mechanisms. METHODS: Using data from the largest metabolomics genome-wide association study (N ≈ 24,925) and three independent AD cohorts (N = 4725), cross-trait polygenic scores were generated and meta-analyzed. Metabolites genetically associated with AD were taken forward for causal analyses. Bidirectional two-sample Mendelian randomization interrogated univariable causal relationships between 1) metabolites and AD; 2) education and cognition; 3) metabolites, education, and cognition; and 4) education, cognition, and AD. Mediating relationships were computed using multivariable Mendelian randomization. RESULTS: Thirty-four metabolites were genetically associated with AD at p < .05. Of these, glutamine and free cholesterol in extra-large high-density lipoproteins demonstrated a protective causal effect (glutamine: 95% confidence interval [CI], 0.70 to 0.92; free cholesterol in extra-large high-density lipoproteins: 95% CI, 0.75 to 0.92). An AD-protective effect was also observed for education (95% CI, 0.61 to 0.85) and cognition (95% CI, 0.60 to 0.89), with bidirectional mediation evident. Cognition as a mediator of the education-AD relationship was stronger than vice versa, however. No evidence of mediation via any metabolite was found. CONCLUSIONS: Glutamine and free cholesterol in extra-large high-density lipoproteins show protective causal effects on AD. Education and cognition also demonstrate protection, though education’s effect is almost entirely mediated by cognition. These insights provide key pieces of the AD causal puzzle, important for informing future multimodal work and progressing toward effective intervention strategies. Elsevier 2021-08-04 /pmc/articles/PMC9616368/ /pubmed/36325159 http://dx.doi.org/10.1016/j.bpsgos.2021.07.010 Text en © 2021 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Archival Report
Lord, Jodie
Green, Rebecca
Choi, Shing Wan
Hübel, Christopher
Aarsland, Dag
Velayudhan, Latha
Sham, Pak
Legido-Quigley, Cristina
Richards, Marcus
Dobson, Richard
Proitsi, Petroula
Disentangling Independent and Mediated Causal Relationships Between Blood Metabolites, Cognitive Factors, and Alzheimer’s Disease
title Disentangling Independent and Mediated Causal Relationships Between Blood Metabolites, Cognitive Factors, and Alzheimer’s Disease
title_full Disentangling Independent and Mediated Causal Relationships Between Blood Metabolites, Cognitive Factors, and Alzheimer’s Disease
title_fullStr Disentangling Independent and Mediated Causal Relationships Between Blood Metabolites, Cognitive Factors, and Alzheimer’s Disease
title_full_unstemmed Disentangling Independent and Mediated Causal Relationships Between Blood Metabolites, Cognitive Factors, and Alzheimer’s Disease
title_short Disentangling Independent and Mediated Causal Relationships Between Blood Metabolites, Cognitive Factors, and Alzheimer’s Disease
title_sort disentangling independent and mediated causal relationships between blood metabolites, cognitive factors, and alzheimer’s disease
topic Archival Report
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9616368/
https://www.ncbi.nlm.nih.gov/pubmed/36325159
http://dx.doi.org/10.1016/j.bpsgos.2021.07.010
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