Exploring the feasibility of modeling next-day fatigue and sleepiness using digital sleep tracker data in neurodegenerative and immune-mediated inflammatory diseases - Scorecard - MDSpire

Exploring the feasibility of modeling next-day fatigue and sleepiness using digital sleep tracker data in neurodegenerative and immune-mediated inflammatory diseases

  • By

  • Bing Zhai

  • Luan Chen

  • Xujun Ma

  • Clémence Pinaud

  • Meenakshi Chatterjee

  • Juha M. Kortelainen

  • Rana Zia Ur Rehman

  • Teemu Ahmaniemi

  • Stefan Avey

  • Yu Guan

  • Victoria Macrae

  • Chloe Hinchliffe

  • Silvia Del Din

  • Nikolay V. Manyakov

  • Robert Göder

  • Robbin Romijnders

  • Walter Maetzler

  • Ralf Reilmann

  • Svenja Aufenberg

  • Robin Schubert

  • C. Janneke van der Woude

  • Daqing Zhang

  • Wan-Fai Ng

  • June 17, 2026

  • 0 min

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Clinical Scorecard: Assessing the Viability of Utilizing Digital Sleep Tracker Data to Predict Next-Day Fatigue and Sleepiness in Neurodegenerative and Immune-Mediated Inflammatory Disorders

At a Glance

CategoryDetail
Condition
Key Mechanisms
Target PopulationIndividuals with NDDs and IMIDs, including healthy adults, with a clearer distinction.
Care Setting

Key Highlights

  • Findings are exploratory and highlight the need for larger studies.

Guideline-Based Recommendations

Diagnosis

  • Utilize standardized questionnaire-based patient-reported outcomes (PROs) such as the Fatigue Severity Scale for evaluating fatigue and sleep disturbance.

Management

    Monitoring & Follow-up

      Risks

        Patient & Prescribing Data

        Predictive performance of sleep trackers for fatigue in chronic disease cohorts remains limited, indicating a need for caution in application.

        Clinical Best Practices

        • Integrate digital sleep tracking into routine clinical assessments for fatigue, considering the exploratory nature of current findings.

        Related Resources & Content

        Original Source(s)

        Exploring the feasibility of modeling next-day fatigue and sleepiness using digital sleep tracker data in neurodegenerative and immune-mediated inflammatory diseases

        • by Bing Zhai, Luan Chen, Xujun Ma, Clémence Pinaud, Meenakshi Chatterjee, Juha M. Kortelainen, Rana Zia Ur Rehman, Teemu Ahmaniemi, Stefan Avey, Yu Guan, Victoria Macrae, Chloe Hinchliffe, Silvia Del Din, Nikolay V. Manyakov, Robert Göder, Robbin Romijnders, Walter Maetzler, Ralf Reilmann, Svenja Aufenberg, Robin Schubert, C. Janneke van der Woude, Daqing Zhang, Wan-Fai Ng

        • June 17, 2026

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