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Shared polygenic risk and causal inferences in amyotrophic lateral sclerosis
OBJECTIVE: To identify shared polygenic risk and causal associations in amyotrophic lateral sclerosis (ALS). METHODS: Linkage disequilibrium score regression and Mendelian randomization were applied in a large‐scale, data‐driven manner to explore genetic correlations and causal relationships between...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley & Sons, Inc.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6450729/ https://www.ncbi.nlm.nih.gov/pubmed/30723964 http://dx.doi.org/10.1002/ana.25431 |
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author | Bandres‐Ciga, Sara Noyce, Alastair J. Hemani, Gibran Nicolas, Aude Calvo, Andrea Mora, Gabriele Tienari, Pentti J. Stone, David J. Nalls, Mike A. Singleton, Andrew B. Chiò, Adriano Traynor, Bryan J. |
author_facet | Bandres‐Ciga, Sara Noyce, Alastair J. Hemani, Gibran Nicolas, Aude Calvo, Andrea Mora, Gabriele Tienari, Pentti J. Stone, David J. Nalls, Mike A. Singleton, Andrew B. Chiò, Adriano Traynor, Bryan J. |
author_sort | Bandres‐Ciga, Sara |
collection | PubMed |
description | OBJECTIVE: To identify shared polygenic risk and causal associations in amyotrophic lateral sclerosis (ALS). METHODS: Linkage disequilibrium score regression and Mendelian randomization were applied in a large‐scale, data‐driven manner to explore genetic correlations and causal relationships between >700 phenotypic traits and ALS. Exposures consisted of publicly available genome‐wide association studies (GWASes) summary statistics from MR Base and LD‐hub. The outcome data came from the recently published ALS GWAS involving 20,806 cases and 59,804 controls. Multivariate analyses, genetic risk profiling, and Bayesian colocalization analyses were also performed. RESULTS: We have shown, by linkage disequilibrium score regression, that ALS shares polygenic risk genetic factors with a number of traits and conditions, including positive correlations with smoking status and moderate levels of physical activity, and negative correlations with higher cognitive performance, higher educational attainment, and light levels of physical activity. Using Mendelian randomization, we found evidence that hyperlipidemia is a causal risk factor for ALS and localized putative functional signals within loci of interest. INTERPRETATION: Here, we have developed a public resource (https://lng-nia.shinyapps.io/mrshiny) which we hope will become a valuable tool for the ALS community, and that will be expanded and updated as new data become available. Shared polygenic risk exists between ALS and educational attainment, physical activity, smoking, and tenseness/restlessness. We also found evidence that elevated low‐desnity lipoprotein cholesterol is a causal risk factor for ALS. Future randomized controlled trials should be considered as a proof of causality. Ann Neurol 2019;85:470–481 |
format | Online Article Text |
id | pubmed-6450729 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | John Wiley & Sons, Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-64507292020-02-11 Shared polygenic risk and causal inferences in amyotrophic lateral sclerosis Bandres‐Ciga, Sara Noyce, Alastair J. Hemani, Gibran Nicolas, Aude Calvo, Andrea Mora, Gabriele Tienari, Pentti J. Stone, David J. Nalls, Mike A. Singleton, Andrew B. Chiò, Adriano Traynor, Bryan J. Ann Neurol Research Article OBJECTIVE: To identify shared polygenic risk and causal associations in amyotrophic lateral sclerosis (ALS). METHODS: Linkage disequilibrium score regression and Mendelian randomization were applied in a large‐scale, data‐driven manner to explore genetic correlations and causal relationships between >700 phenotypic traits and ALS. Exposures consisted of publicly available genome‐wide association studies (GWASes) summary statistics from MR Base and LD‐hub. The outcome data came from the recently published ALS GWAS involving 20,806 cases and 59,804 controls. Multivariate analyses, genetic risk profiling, and Bayesian colocalization analyses were also performed. RESULTS: We have shown, by linkage disequilibrium score regression, that ALS shares polygenic risk genetic factors with a number of traits and conditions, including positive correlations with smoking status and moderate levels of physical activity, and negative correlations with higher cognitive performance, higher educational attainment, and light levels of physical activity. Using Mendelian randomization, we found evidence that hyperlipidemia is a causal risk factor for ALS and localized putative functional signals within loci of interest. INTERPRETATION: Here, we have developed a public resource (https://lng-nia.shinyapps.io/mrshiny) which we hope will become a valuable tool for the ALS community, and that will be expanded and updated as new data become available. Shared polygenic risk exists between ALS and educational attainment, physical activity, smoking, and tenseness/restlessness. We also found evidence that elevated low‐desnity lipoprotein cholesterol is a causal risk factor for ALS. Future randomized controlled trials should be considered as a proof of causality. Ann Neurol 2019;85:470–481 John Wiley & Sons, Inc. 2019-03-13 2019-04 /pmc/articles/PMC6450729/ /pubmed/30723964 http://dx.doi.org/10.1002/ana.25431 Text en © 2019 The Authors. Annals of Neurology published by Wiley Periodicals, Inc. on behalf of American Neurological Association. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Bandres‐Ciga, Sara Noyce, Alastair J. Hemani, Gibran Nicolas, Aude Calvo, Andrea Mora, Gabriele Tienari, Pentti J. Stone, David J. Nalls, Mike A. Singleton, Andrew B. Chiò, Adriano Traynor, Bryan J. Shared polygenic risk and causal inferences in amyotrophic lateral sclerosis |
title | Shared polygenic risk and causal inferences in amyotrophic lateral sclerosis |
title_full | Shared polygenic risk and causal inferences in amyotrophic lateral sclerosis |
title_fullStr | Shared polygenic risk and causal inferences in amyotrophic lateral sclerosis |
title_full_unstemmed | Shared polygenic risk and causal inferences in amyotrophic lateral sclerosis |
title_short | Shared polygenic risk and causal inferences in amyotrophic lateral sclerosis |
title_sort | shared polygenic risk and causal inferences in amyotrophic lateral sclerosis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6450729/ https://www.ncbi.nlm.nih.gov/pubmed/30723964 http://dx.doi.org/10.1002/ana.25431 |
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