Annals of Clinical and Translational Neurology · 2023 · 20 citations · 29 references
Life SciencesBiostatisticsNeurologyEpidemiologic MethodsNeurobiology Of DiseaseNeurogeneticsCerebellar SystemsSpinocerebellar AtaxiasAtaxia Severity ScalesHereditary AtaxiasLinear Mixed ModelsMotor Symptom ProgressionSpinocerebellar Ataxia Type 1Spinocerebellar Ataxia Type 2Spinocerebellar Ataxia Type 3Spinocerebellar Ataxia Type 6
OBJECTIVE: Our aim was to study the evolution of ataxia and neurological symptoms before and after ataxia onset in the most common spinocerebellar ataxias (SCAs), SCA1, SCA2, SCA3 and SCA6. We therefore jointly analysed the data of the EUROSCA and RISCA studies, which recruited ataxic and non-ataxic mutation carriers. METHODS: We used mixed effect models to analyse the evolution of Scale for the Rating and Assessment of Ataxia (SARA) scores, SCA Functional Index (SCAFI) and Inventory of Non-Ataxia Signs (INAS) counts. We applied multivariable modelling to identify factors associated with SARA progression. In the time interval 5 years prior to and after ataxia onset, we calculated sensitivity to change ratios (SCS) of SARA, SCAFI and INAS. RESULTS: values indicating quality of the fit ranged from 0.70 to 0.97. CAG repeat was associated with faster progression in SCA1, SCA2 and SCA3, but not SCA6. 5 years prior to and after ataxia onset, SARA had the highest SCS of all measures with a mean of 1.21 (95% CI: 1.20, 1.21) in SCA1, 0.94 (0.93, 0.94) in SCA2 and 1.23 (1.22, 1.23) in SCA3. INTERPRETATION: Our data have important implications for the understanding of disease progression in SCA1, SCA2, SCA3 and SCA6 across the lifespan. Furthermore, our study provides information for the design of interventional trials, especially in pre-ataxic mutation carriers close to ataxia onset and patients in early disease stages.
29
R: A Language and Environment for Statistical Computing
R Core Team · 2000 · 353K citations · Full text
Natural Sciences, Computer Science, Statistical Computing +10
Fitting Linear Mixed-Effects Models Using <b>lme4</b>
Douglas M. Bates, Martin Mächler, Benjamin M. Bolker et al. · Journal of Statistical Software · 2015 · 85.6K citations · Full text
Scale for the assessment and rating of ataxia
T. Schmitz-Hübsch, Sophie Tézenas du Montcel, L. Baliko et al. · Neurology · 2006 · 2K citations · Full text
The natural history of degenerative ataxia: a retrospective study in 466 patients
Thomas Klockgether · Brain · 1998 · 386 citations · Full text