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Applying causal models to explore the mechanism of action of simvastatin in progressive multiple sclerosis
Understanding the mode of action of drugs is a challenge with conventional methods in clinical trials. Here, we aimed to explore whether simvastatin effects on brain atrophy and disability in secondary progressive multiple sclerosis (SPMS) are mediated by reducing cholesterol or are independent of c...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Academy of Sciences
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6561162/ https://www.ncbi.nlm.nih.gov/pubmed/31072935 http://dx.doi.org/10.1073/pnas.1818978116 |
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author | Eshaghi, Arman Kievit, Rogier A. Prados, Ferran Sudre, Carole H. Nicholas, Jennifer Cardoso, M. Jorge Chan, Dennis Nicholas, Richard Ourselin, Sebastien Greenwood, John Thompson, Alan J. Alexander, Daniel C. Barkhof, Frederik Chataway, Jeremy Ciccarelli, Olga |
author_facet | Eshaghi, Arman Kievit, Rogier A. Prados, Ferran Sudre, Carole H. Nicholas, Jennifer Cardoso, M. Jorge Chan, Dennis Nicholas, Richard Ourselin, Sebastien Greenwood, John Thompson, Alan J. Alexander, Daniel C. Barkhof, Frederik Chataway, Jeremy Ciccarelli, Olga |
author_sort | Eshaghi, Arman |
collection | PubMed |
description | Understanding the mode of action of drugs is a challenge with conventional methods in clinical trials. Here, we aimed to explore whether simvastatin effects on brain atrophy and disability in secondary progressive multiple sclerosis (SPMS) are mediated by reducing cholesterol or are independent of cholesterol. We applied structural equation models to the MS-STAT trial in which 140 patients with SPMS were randomized to receive placebo or simvastatin. At baseline, after 1 and 2 years, patients underwent brain magnetic resonance imaging; their cognitive and physical disability were assessed on the block design test and Expanded Disability Status Scale (EDSS), and serum total cholesterol levels were measured. We calculated the percentage brain volume change (brain atrophy). We compared two models to select the most likely one: a cholesterol-dependent model with a cholesterol-independent model. The cholesterol-independent model was the most likely option. When we deconstructed the total treatment effect into indirect effects, which were mediated by brain atrophy, and direct effects, simvastatin had a direct effect (independent of serum cholesterol) on both the EDSS, which explained 69% of the overall treatment effect on EDSS, and brain atrophy, which, in turn, was responsible for 31% of the total treatment effect on EDSS [β = −0.037; 95% credible interval (CI) = −0.075, −0.010]. This suggests that simvastatin’s beneficial effects in MS are independent of its effect on lowering peripheral cholesterol levels, implicating a role for upstream intermediate metabolites of the cholesterol synthesis pathway. Importantly, it demonstrates that computational models can elucidate the causal architecture underlying treatment effects in clinical trials of progressive MS. |
format | Online Article Text |
id | pubmed-6561162 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-65611622019-06-17 Applying causal models to explore the mechanism of action of simvastatin in progressive multiple sclerosis Eshaghi, Arman Kievit, Rogier A. Prados, Ferran Sudre, Carole H. Nicholas, Jennifer Cardoso, M. Jorge Chan, Dennis Nicholas, Richard Ourselin, Sebastien Greenwood, John Thompson, Alan J. Alexander, Daniel C. Barkhof, Frederik Chataway, Jeremy Ciccarelli, Olga Proc Natl Acad Sci U S A PNAS Plus Understanding the mode of action of drugs is a challenge with conventional methods in clinical trials. Here, we aimed to explore whether simvastatin effects on brain atrophy and disability in secondary progressive multiple sclerosis (SPMS) are mediated by reducing cholesterol or are independent of cholesterol. We applied structural equation models to the MS-STAT trial in which 140 patients with SPMS were randomized to receive placebo or simvastatin. At baseline, after 1 and 2 years, patients underwent brain magnetic resonance imaging; their cognitive and physical disability were assessed on the block design test and Expanded Disability Status Scale (EDSS), and serum total cholesterol levels were measured. We calculated the percentage brain volume change (brain atrophy). We compared two models to select the most likely one: a cholesterol-dependent model with a cholesterol-independent model. The cholesterol-independent model was the most likely option. When we deconstructed the total treatment effect into indirect effects, which were mediated by brain atrophy, and direct effects, simvastatin had a direct effect (independent of serum cholesterol) on both the EDSS, which explained 69% of the overall treatment effect on EDSS, and brain atrophy, which, in turn, was responsible for 31% of the total treatment effect on EDSS [β = −0.037; 95% credible interval (CI) = −0.075, −0.010]. This suggests that simvastatin’s beneficial effects in MS are independent of its effect on lowering peripheral cholesterol levels, implicating a role for upstream intermediate metabolites of the cholesterol synthesis pathway. Importantly, it demonstrates that computational models can elucidate the causal architecture underlying treatment effects in clinical trials of progressive MS. National Academy of Sciences 2019-05-28 2019-05-09 /pmc/articles/PMC6561162/ /pubmed/31072935 http://dx.doi.org/10.1073/pnas.1818978116 Text en Copyright © 2019 the Author(s). Published by PNAS. http://creativecommons.org/licenses/by/4.0/ https://creativecommons.org/licenses/by/4.0/This open access article is distributed under Creative Commons Attribution License 4.0 (CC BY) (http://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | PNAS Plus Eshaghi, Arman Kievit, Rogier A. Prados, Ferran Sudre, Carole H. Nicholas, Jennifer Cardoso, M. Jorge Chan, Dennis Nicholas, Richard Ourselin, Sebastien Greenwood, John Thompson, Alan J. Alexander, Daniel C. Barkhof, Frederik Chataway, Jeremy Ciccarelli, Olga Applying causal models to explore the mechanism of action of simvastatin in progressive multiple sclerosis |
title | Applying causal models to explore the mechanism of action of simvastatin in progressive multiple sclerosis |
title_full | Applying causal models to explore the mechanism of action of simvastatin in progressive multiple sclerosis |
title_fullStr | Applying causal models to explore the mechanism of action of simvastatin in progressive multiple sclerosis |
title_full_unstemmed | Applying causal models to explore the mechanism of action of simvastatin in progressive multiple sclerosis |
title_short | Applying causal models to explore the mechanism of action of simvastatin in progressive multiple sclerosis |
title_sort | applying causal models to explore the mechanism of action of simvastatin in progressive multiple sclerosis |
topic | PNAS Plus |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6561162/ https://www.ncbi.nlm.nih.gov/pubmed/31072935 http://dx.doi.org/10.1073/pnas.1818978116 |
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