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-   -   Can you predict disability progression in MS? Researchers investigated (http://forums.activemsers.org/showthread.php?t=3227)

ActiveMSers 11-15-2019 07:08 PM

Can you predict disability progression in MS? Researchers investigated
 
Predicting disability progression in multiple sclerosis: Insights from advanced statistical modeling

Fabio Pellegrini, Massimiliano Copetti, Maria Pia Sormani, et al

First Published November 5, 2019

https://doi.org/10.1177/1352458519887343

Abstract

Background:
There is an unmet need for precise methods estimating disease prognosis in multiple sclerosis (MS).

Objective:
Using advanced statistical modeling, we assessed the prognostic value of various clinical measures for disability progression.

Methods:
Advanced models to assess baseline prognostic factors for disability progression over 2 years were applied to a pooled sample of patients from placebo arms in four different phase III clinical trials. least absolute shrinkage and selection operator (LASSO) and ridge regression, elastic nets, support vector machines, and unconditional and conditional random forests were applied to model time to clinical disability progression confirmed at 24 weeks. Sensitivity analyses for different definitions of a combined endpoint were carried out, and bootstrap was used to assess prediction model performance.

Results:
A total of 1582 patients were included, of which 434 (27.4%) had disability progression in a combined endpoint over 2 years. Overall model discrimination performance was relatively poor (all C-indices ⩽ 0.65) across all models and across different definitions of progression.

Conclusion:
Inconsistency of prognostic factor importance ranking confirmed the relatively poor prediction ability of baseline factors in modeling disease progression in MS. Our findings underline the importance to explore alternative predictors as well as alternative definitions of commonly used endpoints.

Suebee 11-18-2019 05:20 PM

This is not a surprising finding. MS is so variable in severity, frequency of flares, and disability level progression or even regression of disability during remissions. Broad predictors might be uncovered if metadata includes long term dmd, pt duration and focus, and supplement interventions. What about tracking the number of pharmaceutical meds prescribed to manage symptoms and progression? Or there a correlation to type of progression and one of the genes id with ms? Why is there inverse relationship to asthma and ms? Are there other ailments that have inverse relationship to MS? I wish researchers would tackle metadata analysis with a hypothesis instead of throwing darts at a wall. I can do that without funding. (Sorry, I'm a little snarky today :eek: )

Ramirez 11-25-2019 09:14 AM

I'm a tiny bit surprised. I would have thought it was at least a bit more predictable.


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