2022 · Computers in biology and medicine · paywalled
High-accuracy wearable detection of freezing of gait in Parkinson's disease based on pseudo-multimodal features
Guo et al.
The finding, in our words
A wearable inertial sensor was used to estimate EEG features from accelerations, producing pseudo‑multimodal features that detected freezing of gait with a geometric mean sensitivity of about 91% in both subject‑dependent and cross‑subject settings. This approach could enable accurate, long‑term monitoring of freezing of gait in community settings for fall prevention.
A paraphrase to the Library’s standard, never the abstract. The source is one link away and is always the authority.
A direct-to-participant, multichannel recruitment strategy enrolled 34,244 older adults into a virtual trial testing an Apple Watch based heart health programme with electrocardiogram and irregular rhythm notification features, achieving broad geographic and gender diversity but under-representing non-White ethnic groups.
Analysis of six studies revealed that decentralised clinical trial elements enhanced data completeness by enabling direct access to medical records, although this introduced a significant burden for data abstraction. The results suggest that decentralised approaches are not a universal solution but provide specific metrics that can help design fit-for-purpose trials.
In progressive multiple sclerosis, higher serum neurofilament light chain levels were associated with reduced daily step counts from wearables, while higher step counts were linked to lower sNfL. A ten percent increase in steps corresponded to a 0.015 decrease in sNfL z-score, suggesting rising sNfL may predict subsequent mobility decline.
Joseph et al., Annals of clinical and translational neurology (paywalled) · source ↗
Wearable-derived digital biomarkers have been accepted by regulatory agencies as endpoints in clinical trials for Duchenne muscular dystrophy, showing their potential to support decentralised diagnostics through patient-centric monitoring. This matters because it enables more sensitive and continuous assessment of disease progression outside clinical settings.
Ma et al., Neurology and therapy (paywalled) · source ↗
Higher plasma BDNF levels were associated with a lower prevalence of sarcopenia and better kinetic and spatiotemporal gait performance in older adults.
Zhang et al., Journal of cachexia, sarcopenia and muscle · source ↗