Assessing heterogeneity of treatment effect in multiple sclerosis trials
MP Sormani, J Chataway, DM Kent… - Multiple Sclerosis …, 2023 - journals.sagepub.com
Multiple sclerosis (MS) is heterogeneous with respect to outcomes, and evaluating possible
heterogeneity of treatment effect (HTE) is of high interest. HTE is non-random variation in the …
heterogeneity of treatment effect (HTE) is of high interest. HTE is non-random variation in the …
Observational studies of treatment effectiveness in neurology
T Kalincik, I Roos, S Sharmin - Brain, 2023 - academic.oup.com
The capacity and power of data from cohorts, registries and randomized trials to provide
answers to contemporary clinical questions in neurology has increased considerably over …
answers to contemporary clinical questions in neurology has increased considerably over …
The impact of smoking cessation on multiple sclerosis disease progression
J Rodgers, T Friede, FW Vonberg, CS Constantinescu… - Brain, 2022 - academic.oup.com
The negative impact of smoking in multiple sclerosis is well established; however, there is
much less evidence as to whether smoking cessation is beneficial to progression in multiple …
much less evidence as to whether smoking cessation is beneficial to progression in multiple …
A two‐stage prediction model for heterogeneous effects of treatments
Treatment effects vary across different patients, and estimation of this variability is essential
for clinical decision‐making. We aimed to develop a model estimating the benefit of …
for clinical decision‐making. We aimed to develop a model estimating the benefit of …
Precision medicine analysis of heterogeneity in individual‐level treatment response to amyloid beta removal in early Alzheimer's disease
M Pang, A Gabelle, P Saha‐Chaudhuri… - Alzheimer's & …, 2024 - Wiley Online Library
INTRODUCTION Alzheimer's disease (AD) is a neurological disorder with variability in
pathology and clinical progression. AD patients may differ in individual‐level benefit from …
pathology and clinical progression. AD patients may differ in individual‐level benefit from …
Patient-reported outcomes in multiple sclerosis: a prospective registry cohort study
A Lerede, J Rodgers, RM Middleton… - Brain …, 2023 - academic.oup.com
Registries have the potential to tackle some of the current limitations in determining the long-
term impact of multiple sclerosis. Online assessments using patient-reported outcomes can …
term impact of multiple sclerosis. Online assessments using patient-reported outcomes can …
Synthesizing cross‐design evidence and cross‐format data using network meta‐regression
In network meta‐analysis (NMA), we synthesize all relevant evidence about health
outcomes with competing treatments. The evidence may come from randomized clinical …
outcomes with competing treatments. The evidence may come from randomized clinical …
Bootstrapping the Cross-Validation Estimate
B Cai, F Pellegrini, M Pang, C de Moor, C Shen… - arXiv preprint arXiv …, 2023 - arxiv.org
Cross-validation is a widely used technique for evaluating the performance of prediction
models. It helps avoid the optimism bias in error estimates, which can be significant for …
models. It helps avoid the optimism bias in error estimates, which can be significant for …
Combining randomized and non‐randomized data to predict heterogeneous effects of competing treatments
Some patients benefit from a treatment while others may do so less or do not benefit at all.
We have previously developed a two‐stage network meta‐regression prediction model that …
We have previously developed a two‐stage network meta‐regression prediction model that …
Overall and patient-level comparative effectiveness of dimethyl fumarate and fingolimod: A precision medicine application to the Observatoire Français de la Sclérose …
Background Comparing real-world effectiveness and tolerability of therapies for relapsing-
remitting multiple sclerosis is increasingly important, though average treatment effects fail to …
remitting multiple sclerosis is increasingly important, though average treatment effects fail to …