• Assessing real-world gait with digital technology? Validation, insights and recommendations from the Mobilise-D consortium 

      Micó-Amigo, M. Encarna; Bonci, Tecla; Paraschiv-Ionescu, Anisoara; Ullrich, Martin; Kirk, Cameron; Soltani, Abolfazl; Küderle, Arne; Gazit, Eran; Salis, Francesca; Alcock, Lisa; Aminian, Kamiar; Becker, Clemens; Bertuletti, Stefano; Brown, Philip; Buckley, Ellen; Cantu, Alma; Carsin, Anne-Elie; Caruso, Marco; Caulfield, Brian; Cereatti, Andrea; Chiari, Lorenzo; D’Ascanio, Ilaria; Eskofier, Bjoern; Fernstad, Sara; Froehlich, Marcel; Garcia-Aymerich, Judith; Hansen, Clint; Hausdorff, Jeffrey M.; Hiden, Hugo; Hume, Emily; Keogh, Alison; Kluge, Felix; Koch, Sarah; Maetzler, Walter; Megaritis, Dimitrios; Mueller, Arne; Niessen, Martijn; Palmerini, Luca; Schwickert, Lars; Scott, Kirsty; Sharrack, Basil; Sillén, Henrik; Singleton, David; Vereijken, Beatrix; Vogiatzis, Ioannis; Yarnall, Alison J.; Rochester, Lynn; Mazzà, Claudia; Del Din, Silvia (Peer reviewed; Journal article, 2023)
      Background Although digital mobility outcomes (DMOs) can be readily calculated from real-world data collected with wearable devices and ad-hoc algorithms, technical validation is still required. The aim of this paper ...
    • Connecting real-world digital mobility assessment to clinical outcomes for regulatory and clinical endorsement–the Mobilise-D study protocol 

      Mikolaizak, A. Stefanie; Rochester, Lynn; Maetzler, Walter; Sharrack, Basil; Demeyer, Heleen; Mazzà, Claudia; Caulfield, Brian; Garcia-Aymerich, Judith; Vereijken, Beatrix; Arnera, Valdo; Miller, Ram; Piraino, Paolo; Ammour, Nadir; Gordon, Mark Forrest; Troosters, Thierry; Yarnall, Alison J.; Alcock, Lisa; Gaßner, Heiko; Winkler, Jürgen; Klucken, Jochen; Schlenstedt, Christian; Watz, Henrik; Kirsten, Anne-Marie; Vogiatzis, Ioannis; Chynkiamis, Nikolaos; Hume, Emily; Megaritis, Dimitrios; Nieuwboer, Alice; Ginis, Pieter; Buckley, Ellen; Brittain, Gavin; Comi, Giancarlo; Leocani, Letizia; Helbostad, Jorunn L.; Johnsen, Lars Gunnar; Taraldsen, Kristin; Blain, Hubert; Driss, Valérie; Frei, Anja; Puhan, Milo A.; Polhemus, Ashley; de Basea, Magda Bosch; Gimeno, Elena; Hopkinson, Nicholas S.; Buttery, Sara C.; Hausdorff, Jeffrey M.; Mirelman, Anat; Evers, Jordi; Neatrour, Isabel; Singleton, David; Schwickert, Lars; Becker, Clemens; Jansen, Carl-Philipp (Peer reviewed; Journal article, 2022)
      Background The 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, ...
    • Design and validation of a multi-task, multi-context protocol for real-world gait simulation 

      Scott, Kirsty; Bonci, Tecla; Salis, Francesca; Alcock, Lisa; Buckley, Ellen; Gazit, Eran; Hansen, Clint; Schwickert, Lars; Aminian, Kamiar; Bertuletti, Stefano; Caruso, Marco; Chiari, Lorenzo; Sharrack, Basil; Maetzler, Walter; Becker, Clemens; Hausdorff, Jeffrey M.; Vogiatzis, Ioannis; Brown, Philip; Del Din, Silvia; Eskofier, Björn; Paraschiv-Ionescu, Anisoara; Keogh, Alison; Kirk, Cameron; Kluge, Felix; Micó-Amigo, Encarna M.; Mueller, Arne; Neatrour, Isabel; Niessen, Martijn; Palmerini, Luca; Sillen, Henrik; Singleton, David; Ullrich, Martin; Vereijken, Beatrix; Froehlich, Marcel; Brittain, Gavin; Caulfield, Brian; Koch, Sarah; Carsin, Anne-Elie; Garcia-Aymerich, Judith; Kuederle, Arne; Yarnall, Alison; Rochester, Lynn; Cereatti, Andrea; Mazzà, Claudia (Peer reviewed; Journal article, 2022)
      Background Measuring mobility in daily life entails dealing with confounding factors arising from multiple sources, including pathological characteristics, patient specific walking strategies, environment/context, and ...
    • Ecological validity of a deep learning algorithm to detect gait events from real-life walking bouts in mobility-limiting diseases 

      Romijnders, Robbin; Salis, Francesca; Hansen, Clint; Küderle, Arne; Paraschiv-Ionescu, Anisoara; Cereatti, Andrea; Alcock, Lisa; Aminian, Kamiar; Becker, Clemens; Bertuletti, Stefano; Bonci, Tecla; Brown, Philip; Buckley, Ellen; Cantu, Alma; Carsin, Anne-Elie; Caruso, Marco; Caulfield, Brian; Chiari, Lorenzo; D'Ascanio, Ilaria; Del Din, Silvia; Eskofier, Björn; Fernstad, Sara Johansson; Fröhlich, Marceli Stanislaw; Garcia Aymerich, Judith; Gazit, Eran; Hausdorff, Jeffrey M.; Hiden, Hugo; Hume, Emily; Keogh, Alison; Kirk, Cameron; Kluge, Felix; Koch, Sarah; Mazzà, Claudia; Megaritis, Dimitrios; Micó-Amigo, Encarna; Müller, Arne; Palmerini, Luca; Rochester, Lynn; Schwickert, Lars; Scott, Kirsty; Sharrack, Basil; Singleton, David; Soltani, Abolfazl; Ullrich, Martin; Vereijken, Beatrix; Vogiatzis, Ioannis; Yarnall, Alison; Schmidt, Gerhard; Maetzler, Walter (Peer reviewed; Journal article, 2023)
      Introduction: The clinical assessment of mobility, and walking specifically, is still mainly based on functional tests that lack ecological validity. Thanks to inertial measurement units (IMUs), gait analysis is shifting ...
    • A multi-sensor wearable system for the assessment of diseased gait in real-world conditions 

      Salis, Francesca; Bertuletti, Stefano; Bonci, Tecla; Caruso, Marco; Scott, Kirsty; Alcock, Lisa; Buckley, Ellen; Gazit, Eran; Hansen, Clint; Schwickert, Lars; Aminian, Kamiar; Becker, Clemens; Brown, Philip; Carsin, Anne-Elie; Caulfield, Brian; Chiari, Lorenzo; D’Ascanio, Ilaria; Del Din, Silvia; Eskofier, Bjoern M.; Garcia-Aymerich, Judith; Hausdorff, Jeffrey M.; Hume, Emily C.; Kirk, Cameron; Kluge, Felix; Koch, Sarah; Kuederle, Arne; Maetzler, Walter; Micó-Amigo, Encarna M.; Mueller, Arne; Neatrour, Isabel; Paraschiv-Ionescu, Anisoara; Palmerini, Luca; Yarnall, Alison J.; Rochester, Lynn; Sharrack, Basil; Singleton, David; Vereijken, Beatrix; Vogiatzis, Ioannis; Della Croce, Ugo; Mazzà, Claudia; Cereatti, Andrea (Peer reviewed; Journal article, 2023)
      Introduction: Accurately assessing people’s gait, especially in real-world conditions and in case of impaired mobility, is still a challenge due to intrinsic and extrinsic factors resulting in gait complexity. To improve ...
    • On the use of wearable sensors as mobility biomarkers in the marketing authorization of new drugs: A regulatory perspective 

      Viceconti, Marco; Tome, M.; Dartee, Wim P; Knezevic, I.; Hernandez Penna, S.; Mazzà, Claudia; Caulfield, Brian; Garcia-Aymerich, Judith; Becker, Clemens; Maetzler, Walter; Troosters, Thierry; Sharrack, Basil; Davico, Giorgio; Corriol-Rohou, Solange; Rochester, Lynn; Mobilise-D, Consortium; Vereijken, Beatrix (Peer reviewed; Journal article, 2022)
      The loss of mobility is a common trait in multiple health conditions (e.g., Parkinson's disease) and is associated with reduced quality of life. In this context, being able to monitor mobility in the real world, is important. ...
    • Technical validation of real-world monitoring of gait: A multicentric observational study 

      Mazzà, Claudia; Alcock, Lisa; Aminian, Kamiar; Becker, Clemens; Bertuletti, Stefano; Bonci, Tecla; Brown, Philip; Brozgol, Marina; Buckley, Ellen; Carsin, Anne-Elie; Caruso, Marco; Caulfield, Brian; Cereatti, Andrea; Chiari, Lorenzo; Chynkiamis, Nikolaos; Ciravegna, Fabio; Del Din, Silvia; Eskofier, Bjoern M.; Evers, Jordi; Garcia-Aymerich, Judith; Gazit, Eran; Hansen, Clint; Hausdorff, Jeffrey M.; Helbostad, Jorunn L.; Hiden, Hugo; Hume, Emily; Paraschiv-Ionescu, Anisoara; Ireson, Neil; Keogh, Alison; Kirk, Cameron; Kluge, Felix; Koch, Sarah; Küderle, Arne; Lanfranchi, Vitaveska; Maetzler, Walter; Micó-Amigo, M Encarna; Mueller, Arne; Neatrour, Isabel; Niessen, Martijn; Palmerini, Luca; Pluimgraaff, Lucas; Reggi, Luca; Salis, Francesca; Schwickert, Lars; Scott, Kirsty; Sharrack, Basil; Sillen, Henrik; Singleton, David; Soltani, Abolfazi; Taraldsen, Kristin; Ullrich, Martin; Van Gelder, Linda; Vereijken, Beatrix; Vogiatzis, Ioannis; Warmerdam, Elke; Yarnall, Alison; Rochester, Lynn (Journal article; Peer reviewed, 2021)
    • Walking on common ground: a cross-disciplinary scoping review on the clinical utility of digital mobility outcomes 

      Polhemus, Ashley; Ortiz, Laura Delgado; Brittain, Gavin; Chynkiamis, Nikolaos; Salis, Francesca; Gassner, Heiko; Gross, Michaela; Kirk, Cameron; Rossanigo, Rachele; Taraldsen, Kristin; Balta, Diletta; Breuls, Sofie; Buttery, Sara; Cardenas, Gabriela; Endress, Christoph; Gugenhan, Julia; Keogh, Alison; Kluge, Felix; Koch, Sarah; Micó-Amigo, M. Encarna; Nerz, Corinna; Sieber, Chloé; Williams, Parris; Bergquist, Ronny; de Basea, Magda Bosch; Buckley, Ellen; Hansen, Clint; Mikolaizak, A. Stefanie; Schwickert, Lars; Scott, Kirsty; Stallforth, Sabine; van Uem, Janet; Vereijken, Beatrix; Cereatti, Andrea; Demeyer, Heleen; Hopkinson, Nicholas S.; Maetzler, Walter; Troosters, Thierry; Vogiatzis, Ioannis; Yarnall, Alison; Becker, Clemens; Garcia-Aymerich, Judith; Leocani, Letizia; Mazzà, Claudia; Rochester, Lynn; Sharrack, Basil; Frei, Anja; Puhan, Milo A. (Journal article; Peer reviewed, 2021)
      Physical mobility is essential to health, and patients often rate it as a high-priority clinical outcome. Digital mobility outcomes (DMOs), such as real-world gait speed or step count, show promise as clinical measures in ...
    • Walking-related digital mobility outcomes as clinical trial endpoint measures: protocol for a scoping review 

      Polhemus, Ashley; Bergquist, Ronny; Bosh de Basea, Magda; Brittain, Gavin; Sara Catherine, Buttery; Nikolaos, Chynkiamis; dalla Costa, Gloria; Laura, Delgado Ortiz; Demeyer, Heleen; Emmert, Kirsten; Garcia Aymerich, Judith; Gassner, Heiko; Hansen, Clint; Hopkinson, Nicholas S.; Klucken, Jochen; Koch, Sarah; Leocani, Letizia; Maetzler, Walter; Micó-Amigo, M Encarna; Mikolaizak, A. Stefanie; Piraino, Paolo; Salis, Francesca; Schlenstedt, Christian; Schwickert, Lars; Scott, Kirsty; Sharrack, Basil; Taraldsen, Kristin; Troosters, Thierry; Vereijken, Beatrix; Vogiatzis, Ioannis; Yarnall, Alison; Mazza, Claudia; Becker, Clemens; Rochester, Lynn; Puhan, Milo Alan; Frei, Anja (Peer reviewed; Journal article, 2020)
      Introduction Advances in wearable sensor technology now enable frequent, objective monitoring of real-world walking. Walking-related digital mobility outcomes (DMOs), such as real-world walking speed, have the potential ...