Evidence map›Paper›PMID 36201476›Full record

ArticlePloS one2022

Connecting real-world digital mobility assessment to clinical outcomes for regulatory and clinical endorsement-the Mobilise-D study protocol.

A Stefanie Mikolaizak, Lynn Rochester, Walter Maetzler, Basil Sharrack, Heleen Demeyer, Claudia Mazzà, Brian Caulfield, Judith Garcia-Aymerich, Beatrix Vereijken, Valdo Arnera and 44 more

Registry-linked trialAbstract readClinical Trial Protocol
In one paragraph

Article in PloS one, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06666816 (Observational Study for the Identification of Fatigue and Gait Biomarkers in Populations With Neuromuscular Pathologies in the Clinical Context and Daily Life), which is not on this map. Cited by 61 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
61citing papers in PubMed, 3 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT06666816 recruitingnot on this map

Observational Study for the Identification of Fatigue and Gait Biomarkers in Populations With Neuromuscular Pathologies in the Clinical Context and Daily Life

TypeobservationalSponsorIRCCS Eugenio MedeaRan2017 to 2026Enrolled120ConditionsMuscular Dystrophies, Myopathies, Spinal Muscular Atrophy (SMA), Charcot Marie Tooth DiseaseArmsinapplicable
3 · Its place in the literature

Who cites it

61 citing papers in PubMed, 3 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Pooled it
  4. Trial
  5. Review
  6. Review
  7. Article
  8. Article
  9. Walking as a Window to the Brain: Redefining Gait in Neurology.Medical sciences (Basel, Switzerland) · 2026
    Review
  10. Article
  11. Observational
  12. Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Review
  18. Article
  19. Digital assessment of real-world walking in people with impaired mobility: How many hours and days are needed?The international journal of behavioral nutrition and physical activity · 2025
    Article
  20. Sensors in Multiple Sclerosis.Current neurology and neuroscience reports · 2025
    Review

1 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

54 authors.

A Stefanie MikolaizakDepartment of Clinical Gerontology, Robert-Bosch-Hospital, Stuttgart, Germany.
Lynn RochesterTranslational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom.
Walter MaetzlerDepartment of Neurology, University Medical Center Schleswig-Holstein, Kiel, Germany.
Basil SharrackDepartment of Neuroscience and Sheffield NIHR Translational Neuroscience BRC, Sheffield Teaching Hospitals NHS Foundation Trust & University of Sheffield, Sheffield, England, United Kingdom.
Heleen DemeyerDepartment of Rehabilitation Sciences, KU Leuven, Leuven, Belgium.
Claudia MazzàInsigneo Institute, Department of Mechanical Engineering, University of Sheffield, Sheffield, United Kingdom.
Brian CaulfieldInsight Centre for Data Analytics, O'Brien Science Centre, University College Dublin, Dublin, Ireland.
Judith Garcia-AymerichBarcelona Institute for Global Health (ISGlobal), Barcelona, Catalonia, Spain.
Beatrix VereijkenDepartment of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway.
Valdo ArneraClario, Geneva, Switzerland.
Ram MillerNovartis Institutes for Biomedical Research, Cambridge, MA, United States of America.
Paolo PirainoResearch and Development, Pharmaceuticals, Bayer AG, Berlin, Germany.
Nadir AmmourClinical Science & Operations, Global Development, Sanofi R&D, Chilly-Mazarin, France.
Mark Forrest GordonSpecialty Clinical Development, Teva Pharmaceuticals, West Chester, PA, United States of America.ORCID 0000-0002-0271-3050
Thierry TroostersDepartment of Rehabilitation Sciences, KU Leuven, Leuven, Belgium.
Alison J YarnallTranslational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom.
Lisa AlcockTranslational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom.ORCID 0000-0002-8364-9803
Heiko GaßnerDepartment of Molecular Neurology, University Hospital Erlangen, Erlangen, Germany.
Jürgen WinklerDepartment of Molecular Neurology, University Hospital Erlangen, Erlangen, Germany.
Jochen KluckenDigital Medicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg.
Christian SchlenstedtDepartment of Neurology, University Medical Center Schleswig-Holstein, Kiel, Germany.
Henrik WatzPulmonary Research Institute at LungClinic Grosshansdorf GmbH, Airway Research Center North (ARCN), German Center for Lung Research (DZL), Grosshansdorf, Germany.
Anne-Marie KirstenPulmonary Research Institute at LungClinic Grosshansdorf GmbH, Airway Research Center North (ARCN), German Center for Lung Research (DZL), Grosshansdorf, Germany.
Ioannis VogiatzisDepartment of Sport, Exercise and Rehabilitation, Faculty of Health and Life Sciences, Northumbria University, Newcastle, England.
Nikolaos ChynkiamisThorax Research Foundation & First Dept. of Respiratory Medicine, National & Kapodistrian University of Athens, Sotiria General Chest Hospital, Athens, Greece.ORCID 0000-0002-9595-6974
Emily HumeDepartment of Sport, Exercise and Rehabilitation, Faculty of Health and Life Sciences, Northumbria University, Newcastle, England.ORCID 0000-0003-0462-2395
Dimitrios MegaritisDepartment of Sport, Exercise and Rehabilitation, Faculty of Health and Life Sciences, Northumbria University, Newcastle, England.ORCID 0000-0001-6786-4346
Alice NieuwboerKU Leuven, Department of Rehabilitation Sciences, Neurorehabilitation Research Group (eNRGy), Leuven, Belgium.
Pieter GinisKU Leuven, Department of Rehabilitation Sciences, Neurorehabilitation Research Group (eNRGy), Leuven, Belgium.
Ellen BuckleyDepartment of Neuroscience and Sheffield NIHR Translational Neuroscience BRC, Sheffield Teaching Hospitals NHS Foundation Trust & University of Sheffield, Sheffield, England, United Kingdom.
Gavin BrittainDepartment of Neuroscience and Sheffield NIHR Translational Neuroscience BRC, Sheffield Teaching Hospitals NHS Foundation Trust & University of Sheffield, Sheffield, England, United Kingdom.
Giancarlo ComiDepartment of Neurology, San Raffaele University, Milan, Italy.
Letizia LeocaniDepartment of Neurology, San Raffaele University, Milan, Italy.
Jorunn L HelbostadDepartment of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway.
Lars Gunnar JohnsenDepartment of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway.
Kristin TaraldsenDepartment of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway.
Hubert BlainDepartment of Geriatrics, Montpellier University Hospital and MUSE, Montpellier, France.
Valérie DrissDepartment of Geriatrics, Montpellier University Hospital and MUSE, Montpellier, France.
Anja FreiEpidemiology, Biostatistics and Prevention Institute, University of Zurich, Zurich, Switzerland.
Milo A PuhanEpidemiology, Biostatistics and Prevention Institute, University of Zurich, Zurich, Switzerland.
Ashley PolhemusEpidemiology, Biostatistics and Prevention Institute, University of Zurich, Zurich, Switzerland.
Magda Bosch de BaseaBarcelona Institute for Global Health (ISGlobal), Barcelona, Catalonia, Spain.
Elena GimenoBarcelona Institute for Global Health (ISGlobal), Barcelona, Catalonia, Spain.
Nicholas S HopkinsonNational Heart and Lung Institute, Imperial College London, London, England.ORCID 0000-0003-3235-0454
Sara C ButteryNational Heart and Lung Institute, Imperial College London, London, England.
Jeffrey M HausdorffCenter for the Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel.
Anat MirelmanCenter for the Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel.ORCID 0000-0002-1520-2292
Jordi EversMcRoberts BV, The Hague, Netherlands.
Isabel NeatrourTranslational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom.
David SingletonInsight Centre for Data Analytics, O'Brien Science Centre, University College Dublin, Dublin, Ireland.
Lars SchwickertDepartment of Clinical Gerontology, Robert-Bosch-Hospital, Stuttgart, Germany.
Clemens BeckerDepartment of Clinical Gerontology, Robert-Bosch-Hospital, Stuttgart, Germany.
Carl-Philipp JansenDepartment of Clinical Gerontology, Robert-Bosch-Hospital, Stuttgart, Germany.ORCID 0000-0002-2779-7019
clinical validation study (WP4) on behalf of Mobilise-D consortium

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe development of optimal strategies to treat impaired mobility related to ageing and chronic disease requires better ways to detect and measure it. Digital health technology, including body worn sensors, has the potential to directly and accurately capture real-world mobility. Mobilise-D consists of 34 partners from 13 countries who are working together to jointly develop and implement a digital mobility assessment solution to demonstrate that real-world digital mobility outcomes have the potential to provide a better, safer, and quicker way to assess, monitor, and predict the efficacy of new interventions on impaired mobility. The overarching objective of the study is to establish the clinical validity of digital outcomes in patient populations impacted by mobility challenges, and to support engagement with regulatory and health technology agencies towards acceptance of digital mobility assessment in regulatory and health technology assessment decisions. METHODS/

designThe Mobilise-D clinical validation study is a longitudinal observational cohort study that will recruit 2400 participants from four clinical cohorts. The populations of the Innovative Medicine Initiative-Joint Undertaking represent neurodegenerative conditions (Parkinson's Disease), respiratory disease (Chronic Obstructive Pulmonary Disease), neuro-inflammatory disorder (Multiple Sclerosis), fall-related injuries, osteoporosis, sarcopenia, and frailty (Proximal Femoral Fracture). In total, 17 clinical sites in ten countries will recruit participants who will be evaluated every six months over a period of two years. A wide range of core and cohort specific outcome measures will be collected, spanning patient-reported, observer-reported, and clinician-reported outcomes as well as performance-based outcomes (physical measures and cognitive/mental measures). Daily-living mobility and physical capacity will be assessed directly using a wearable device. These four clinical cohorts were chosen to obtain generalizable clinical findings, including diverse clinical, cultural, geographical, and age representation. The disease cohorts include a broad and heterogeneous range of subject characteristics with varying chronic care needs, and represent different trajectories of mobility disability. DISCUSSION: The results of Mobilise-D will provide longitudinal data on the use of digital mobility outcomes to identify, stratify, and monitor disability. This will support the development of widespread, cost-effective access to optimal clinical mobility management through personalised healthcare. Further, Mobilise-D will provide evidence-based, direct measures which can be endorsed by regulatory agencies and health technology assessment bodies to quantify the impact of disease-modifying interventions on mobility.

trial registrationISRCTN12051706.

Indexed as

FrailtyParkinson DiseasePulmonary Disease, Chronic ObstructiveHumansMonitoring, PhysiologicObservational Studies as TopicPhysical Therapy Modalities

Identifiers

PMID36201476
PMCPMC9536536

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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.