Back

Capturing longitudinal change in cerebellar ataxia: Context-sensitive analysis of real-life walking increases patient relevance and effect size

Seemann, J.; Beyme, T.; John, N.; Harmuth, F.; Giese, M. A.; Schoels, L.; Timmann, D.; Synofzik, M.; Ilg, W.

2024-10-30 neurology
10.1101/2024.10.25.24315906 medRxiv
Show abstract

OBJECTIVESWith disease-modifying drugs for degenerative ataxias on the horizon, ecologically valid measures of motor performance that can detect patient-relevant changes in short, trial-like time frames are highly warranted. In this 2-year longitudinal study, we aimed to unravel and evaluate measures of ataxic gait which are sensitive to longitudinal changes in patients real life by using wearable sensors. METHODSWe assessed longitudinal gait changes of 26 participants with degenerative cerebellar disease (SARA:9.4{+/-}4.1) at baseline, 1-year and 2-year follow-up assessment using 3 body-worn inertial sensors in two conditions: (1) laboratory-based walking (LBW); (2) real-life walking (RLW) during everyday living. In the RLW condition, a context-sensitive analysis was performed by selecting comparable walking bouts according to macroscopic gait characteristics, namely bout length and number of turns within a two-minute time interval. Movement analysis focussed on measures of spatio-temporal variability, in particular stride length variability, lateral step deviation, and a compound measure of spatial variability (SPCmp). RESULTSGait variability measures showed high test-retest reliability in both walking conditions (ICC > 0.82). Cross-sectional analyses revealed high correlations of gait measures with ataxia severity (SARA, effect size {rho}[≥]0.75); and in particular with patients subjective balance confidence (ABC score, {rho}[≥]0.71), here achieving higher effect sizes for real-life than lab-based gait measures (e.g. SPCmp: RLW {rho}=0.81 vs LBW {rho}=0.71). While the clinician-reported outcome SARA showed longitudinal changes only after two years, the gait measure SPCmp revealed changes already after one year with high effect size (rprb=0.80). In the subgroup with spinocerebellar ataxia type 1, 2 or 3 (SCA1/2/3), the effect size was even higher (rprb=0.86). Based on these effect sizes, sample size estimation for the gait measure SPCmp showed a required cohort size of n=42 participants (n=38 for SCA1/2/3 subgroup) for detecting a 50% reduction of natural progression after one year by a hypothetical intervention, compared to n=254 for the SARA. CONCLUSIONSGait variability measures revealed high reliability and sensitivity to longitudinal change in both laboratory-based constrained walking as well as in real-life walking. Due to their ecological validity and larger effect sizes, characteristics of real-life gait recordings are promising motor performance measures as outcomes for future treatment trials.

Matching journals

The top 5 journals account for 50% of the predicted probability mass.

1
Journal of NeuroEngineering and Rehabilitation
28 papers in training set
Top 0.1%
18.1%
2
Gait & Posture
22 papers in training set
Top 0.1%
12.1%
3
Neurorehabilitation and Neural Repair
17 papers in training set
Top 0.1%
9.8%
4
Movement Disorders
62 papers in training set
Top 0.3%
6.2%
5
Scientific Reports
3102 papers in training set
Top 20%
6.1%
50% of probability mass above
6
The Cerebellum
15 papers in training set
Top 0.1%
6.1%
7
Frontiers in Neurology
91 papers in training set
Top 1%
4.7%
8
Journal of Neurology
26 papers in training set
Top 0.3%
3.5%
9
BMC Neurology
12 papers in training set
Top 0.1%
3.5%
10
Annals of Neurology
57 papers in training set
Top 0.9%
2.0%
11
European Journal of Neurology
20 papers in training set
Top 0.2%
2.0%
12
Annals of Clinical and Translational Neurology
29 papers in training set
Top 0.5%
1.7%
13
PLOS ONE
4510 papers in training set
Top 55%
1.6%
14
Parkinsonism & Related Disorders
21 papers in training set
Top 0.3%
1.4%
15
Brain Communications
147 papers in training set
Top 2%
1.3%
16
Neurology
44 papers in training set
Top 1%
1.2%
17
Sensors
39 papers in training set
Top 1%
1.2%
18
Journal of Clinical Medicine
91 papers in training set
Top 5%
1.2%
19
Frontiers in Aging Neuroscience
67 papers in training set
Top 3%
0.9%
20
Journal of Neurology, Neurosurgery & Psychiatry
29 papers in training set
Top 1%
0.9%
21
Experimental Brain Research
46 papers in training set
Top 0.7%
0.7%
22
NeuroImage: Clinical
132 papers in training set
Top 4%
0.6%