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2024 · Journal of neuroengineering and rehabilitation · open access

Improving physical movement during stroke rehabilitation: investigating associations between sleep measured by wearable actigraphy technology, fatigue, and key biomarkers

Smith et al.

The finding, in our words

Stroke rehabilitation patients showed poor sleep quality that correlated with fatigue severity. Grip strength associated with salivary biomarkers of neuroplasticity (BDNF) and inflammation (CRP), suggesting wearable sleep monitoring and saliva testing could guide personalised remote rehabilitation strategies.

A paraphrase to the Library’s standard, never the abstract. The source is one link away and is always the authority.

Labels

  1. 2025

    Longitudinal Remote Sleep and Cognitive Research in Older Adults With Mild Cognitive Impairment and Dementia: Prospective Feasibility Cohort Study

    The study demonstrated that longitudinal remote monitoring using wearable sleep electroencephalography, actigraphy, and self-collected saliva samples is feasible in older adults with mild cognitive impairment or dementia, with high retention and data completeness rates over eight weeks.

    Gabb et al., JMIR aging · source ↗

    • dct
    • actigraphy
    • wearable
    • multimodal
    • blood
    • cortisol
    • self-collection
    • digital-biomarker
    • saliva
    • biomarkers
  2. 2026

    Association Between Neurofilament Light Chain and Real-World Ambulatory Function in Progressive MS

    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 ↗

    • blood
    • biomarkers
    • wearable
    • digital-biomarker
    • actigraphy
    • multimodal
  3. 2026

    AI-Ready Multimodal Wearable Biosensors Beyond Glucose: Biofluid Sampling, Sensor Fusion, and Clinical Translation

    Wearable biochemical monitoring requires a complete measurement chain that integrates quality-controlled biofluid sampling, sensor fusion and metadata capture to convert raw sensor outputs into clinically valid digital biomarkers.

    Kızılkurtlu & Akpek, Biosensors (paywalled) · source ↗

    • wearable
    • multimodal
    • sweat
    • cortisol
    • digital-biomarker
    • interstitial-fluid
    • hormones
    • validation
    • saliva
    • biomarkers
  4. 2026

    Longitudinal Clinical, Physiological, and Molecular Profiling of Female Patients With Metastatic Cancer: Protocol and Feasibility of a Multicenter High-Definition Oncology Study

    The High-Definition Oncology feasibility study in 30 women with metastatic cancer demonstrated high adherence to biospecimen collection (97.4% plasma, 80.7% stool) and wearable monitoring (70–95% of days captured for activity, heart rate, sleep, and oxygen saturation). This establishes a viable framework for decentralised, multimodal data collection in oncology to support individualised treatment models.

    Garma et al., JCO precision oncology (paywalled) · source ↗

    • actigraphy
    • wearable
    • multimodal
    • blood
    • rpm
    • metabolome
    • oncology
    • microbiome
    • stool
    • digital-biomarker
    • biomarkers
    • multi-omics
  5. 2025

    Heat-Treated <i>Limosilactobacillus fermentum</i> PS150 Improves Sleep Quality with Severity-Dependent Benefits: A Randomized, Placebo-Controlled Trial

    The study found that a heat-treated probiotic formulation did not significantly improve sleep scores in the full cohort but did modulate endocrine markers, showing up-regulated nocturnal melatonin and improved daytime orexin levels, with a tendency toward reduced nocturnal salivary cortisol. Benefits were more pronounced in participants with higher baseline insomnia severity, suggesting the intervention may be most useful for symptomatic populations.

    Lee et al., Nutrients · source ↗

    • actigraphy
    • wearable
    • multimodal
    • blood
    • cortisol
    • hormones
    • urine
    • saliva
    • biomarkers