Application of mechanistic methods to clinical trials in multiple sclerosis: the simvastatin case
Arman EshaghiiD, Rogier KievitiD, Ferrán PradosiD, Carole H. SudreiD, Jennifer M. NicholasiD, M. Jorge CardosoiD, Dennis ChaniD, Richard S. NicholasiD, Sebastien Ourselin AiD, John GreenwoodiD, Alan J. ThompsoniD, Daniel C. AlexanderiD, Frederik BarkhofiD, Jeremy ChatawayiD, Olga CiccarelliiD
Abstract
The analysis of clinical trials is limited to pre-specified outcomes, thereby precluding a mechanistic understanding of the treatment response. Multivariate mechanistic models can elucidate the causal chain of events by simultaneous analysis of multimodal data that link intermediate variables to outcomes of interest. A double-blind, randomised, controlled, phase 2 clinical trial in secondary progressive multiple sclerosis (MS-STAT, NCT00647348) demonstrated that simvastatin (80mg/day) over two years reduced the brain atrophy rate and was associated with beneficial effects on cognitive and disability outcomes. Therefore, this trial offers an opportunity to apply mechanistic models to investigate the hypothesised pathways that link simvastatin to clinical outcome measures, either directly or indirectly via changes in serum total cholesterol levels and to determine which is the more likely.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 40
- FWCI
- 3.86
- Field percentile
- top 6%
- Organism
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Exploring the Role of Plasma Lipids and Statins Interventions on Multiple Sclerosis Risk and Severity: A Mendelian Randomization Study
Mona Mohammad Almramhi, Chris Finan, … Nicholas W. Wood·NeurologyPeer-reviewed·Sep 1, 2023
- Exploring repositioning opportunities and side-effects of statins: a Mendelian randomization study of HMG-CoA reductase inhibition with 55 complex traits
Hon‐Cheong So, Carlos Kwan‐Long Chau, Kai Zhao·bioRxiv·Dec 23, 2017
- In Vivo Simvastatin and Brain Radiation in a Model of HER2+ Inflammatory Breast Cancer Brain Metastasis
Swaminathan Kumar, Richard A. Larson, … Wendy A. Woodward·bioRxiv·May 25, 2024
- Simvastatin Therapy Attenuates Memory Deficits that Associate with Brain Monocyte Infiltration in Chronic Hypercholesterolemia
N. Don-Doncow, L. Vanherle, … A. Meissner·bioRxiv·May 15, 2020
- Lovastatin, not simvastatin, corrects core phenotypes in the fragile X mouse model
Melania Muscas, Susana R. Louros, Emily K. Osterweil·eNeuroPeer-reviewed·May 1, 2019
- Increased Cholesterol Synthesis Drives Neurotoxicity in Patient Stem Cell-Derived Model of Multiple Sclerosis
Rosana-Bristena Ionescu, Alexandra M. Nicaise, … Stefano Pluchino·Cell stem cellPeer-reviewed·Oct 21, 2024