Cargando…
Mendelian randomization identifies blood metabolites previously linked to midlife cognition as causal candidates in Alzheimer’s disease
There are currently no disease-modifying treatments for Alzheimer’s disease (AD), and an understanding of preclinical causal biomarkers to help target disease pathogenesis in the earliest phases remains elusive. Here, we investigated whether 19 metabolites previously associated with midlife cognitio...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Academy of Sciences
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8072203/ https://www.ncbi.nlm.nih.gov/pubmed/33879569 http://dx.doi.org/10.1073/pnas.2009808118 |
_version_ | 1783683875185098752 |
---|---|
author | Lord, Jodie Jermy, Bradley Green, Rebecca Wong, Andrew Xu, Jin Legido-Quigley, Cristina Dobson, Richard Richards, Marcus Proitsi, Petroula |
author_facet | Lord, Jodie Jermy, Bradley Green, Rebecca Wong, Andrew Xu, Jin Legido-Quigley, Cristina Dobson, Richard Richards, Marcus Proitsi, Petroula |
author_sort | Lord, Jodie |
collection | PubMed |
description | There are currently no disease-modifying treatments for Alzheimer’s disease (AD), and an understanding of preclinical causal biomarkers to help target disease pathogenesis in the earliest phases remains elusive. Here, we investigated whether 19 metabolites previously associated with midlife cognition—a preclinical predictor of AD—translate to later clinical risk, using Mendelian randomization (MR) to tease out AD-specific causal relationships. Summary statistics from the largest genome-wide association studies (GWASs) for AD and metabolites were used to perform bidirectional univariable MR. Bayesian model averaging (BMA) was additionally performed to address high correlation between metabolites and identify metabolite combinations that may be on the AD causal pathway. Univariable MR indicated four extra-large high-density lipoproteins (XL.HDL) on the causal pathway to AD: free cholesterol (XL.HDL.FC: 95% CI = 0.78 to 0.94), total lipids (XL.HDL.L: 95% CI = 0.80 to 0.97), phospholipids (XL.HDL.PL: 95% CI = 0.81 to 0.97), and concentration of XL.HDL particles (95% CI = 0.79 to 0.96), significant at an adjusted P < 0.009. MR–BMA corroborated XL.HDL.FC to be among the top three causal metabolites, in addition to total cholesterol in XL.HDL (XL.HDL.C) and glycoprotein acetyls (GP). Both XL.HDL.C and GP demonstrated suggestive univariable evidence of causality (P < 0.05), and GP successfully replicated within an independent dataset. This study offers insight into the causal relationship between metabolites demonstrating association with midlife cognition and AD. It highlights GP in addition to several XL.HDLs—particularly XL.HDL.FC—as causal candidates warranting further investigation. As AD pathology is thought to develop decades prior to symptom onset, expanding on these findings could inform risk reduction strategies. |
format | Online Article Text |
id | pubmed-8072203 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-80722032021-05-10 Mendelian randomization identifies blood metabolites previously linked to midlife cognition as causal candidates in Alzheimer’s disease Lord, Jodie Jermy, Bradley Green, Rebecca Wong, Andrew Xu, Jin Legido-Quigley, Cristina Dobson, Richard Richards, Marcus Proitsi, Petroula Proc Natl Acad Sci U S A Biological Sciences There are currently no disease-modifying treatments for Alzheimer’s disease (AD), and an understanding of preclinical causal biomarkers to help target disease pathogenesis in the earliest phases remains elusive. Here, we investigated whether 19 metabolites previously associated with midlife cognition—a preclinical predictor of AD—translate to later clinical risk, using Mendelian randomization (MR) to tease out AD-specific causal relationships. Summary statistics from the largest genome-wide association studies (GWASs) for AD and metabolites were used to perform bidirectional univariable MR. Bayesian model averaging (BMA) was additionally performed to address high correlation between metabolites and identify metabolite combinations that may be on the AD causal pathway. Univariable MR indicated four extra-large high-density lipoproteins (XL.HDL) on the causal pathway to AD: free cholesterol (XL.HDL.FC: 95% CI = 0.78 to 0.94), total lipids (XL.HDL.L: 95% CI = 0.80 to 0.97), phospholipids (XL.HDL.PL: 95% CI = 0.81 to 0.97), and concentration of XL.HDL particles (95% CI = 0.79 to 0.96), significant at an adjusted P < 0.009. MR–BMA corroborated XL.HDL.FC to be among the top three causal metabolites, in addition to total cholesterol in XL.HDL (XL.HDL.C) and glycoprotein acetyls (GP). Both XL.HDL.C and GP demonstrated suggestive univariable evidence of causality (P < 0.05), and GP successfully replicated within an independent dataset. This study offers insight into the causal relationship between metabolites demonstrating association with midlife cognition and AD. It highlights GP in addition to several XL.HDLs—particularly XL.HDL.FC—as causal candidates warranting further investigation. As AD pathology is thought to develop decades prior to symptom onset, expanding on these findings could inform risk reduction strategies. National Academy of Sciences 2021-04-20 2021-04-16 /pmc/articles/PMC8072203/ /pubmed/33879569 http://dx.doi.org/10.1073/pnas.2009808118 Text en Copyright © 2021 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by/4.0/This open access article is distributed under Creative Commons Attribution License 4.0 (CC BY) (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Biological Sciences Lord, Jodie Jermy, Bradley Green, Rebecca Wong, Andrew Xu, Jin Legido-Quigley, Cristina Dobson, Richard Richards, Marcus Proitsi, Petroula Mendelian randomization identifies blood metabolites previously linked to midlife cognition as causal candidates in Alzheimer’s disease |
title | Mendelian randomization identifies blood metabolites previously linked to midlife cognition as causal candidates in Alzheimer’s disease |
title_full | Mendelian randomization identifies blood metabolites previously linked to midlife cognition as causal candidates in Alzheimer’s disease |
title_fullStr | Mendelian randomization identifies blood metabolites previously linked to midlife cognition as causal candidates in Alzheimer’s disease |
title_full_unstemmed | Mendelian randomization identifies blood metabolites previously linked to midlife cognition as causal candidates in Alzheimer’s disease |
title_short | Mendelian randomization identifies blood metabolites previously linked to midlife cognition as causal candidates in Alzheimer’s disease |
title_sort | mendelian randomization identifies blood metabolites previously linked to midlife cognition as causal candidates in alzheimer’s disease |
topic | Biological Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8072203/ https://www.ncbi.nlm.nih.gov/pubmed/33879569 http://dx.doi.org/10.1073/pnas.2009808118 |
work_keys_str_mv | AT lordjodie mendelianrandomizationidentifiesbloodmetabolitespreviouslylinkedtomidlifecognitionascausalcandidatesinalzheimersdisease AT jermybradley mendelianrandomizationidentifiesbloodmetabolitespreviouslylinkedtomidlifecognitionascausalcandidatesinalzheimersdisease AT greenrebecca mendelianrandomizationidentifiesbloodmetabolitespreviouslylinkedtomidlifecognitionascausalcandidatesinalzheimersdisease AT wongandrew mendelianrandomizationidentifiesbloodmetabolitespreviouslylinkedtomidlifecognitionascausalcandidatesinalzheimersdisease AT xujin mendelianrandomizationidentifiesbloodmetabolitespreviouslylinkedtomidlifecognitionascausalcandidatesinalzheimersdisease AT legidoquigleycristina mendelianrandomizationidentifiesbloodmetabolitespreviouslylinkedtomidlifecognitionascausalcandidatesinalzheimersdisease AT dobsonrichard mendelianrandomizationidentifiesbloodmetabolitespreviouslylinkedtomidlifecognitionascausalcandidatesinalzheimersdisease AT richardsmarcus mendelianrandomizationidentifiesbloodmetabolitespreviouslylinkedtomidlifecognitionascausalcandidatesinalzheimersdisease AT proitsipetroula mendelianrandomizationidentifiesbloodmetabolitespreviouslylinkedtomidlifecognitionascausalcandidatesinalzheimersdisease |