Progression independent of relapse activity can be predicted by passively acquired tapping speed through a smartphone for 1 month: A prospective study

被引:1
作者
Chico-Garcia, Juan Luis [1 ,2 ,3 ]
Amo, Raquel Sainz [1 ,2 ]
Monreal, Enric [1 ,2 ]
de la Maza, Susana Sainz [1 ,2 ]
Jorge, Fernando Rodriguez [1 ,2 ]
Masjuan, Jaime [1 ,2 ]
Costa-Frossard, Lucienne [1 ,2 ]
Villar, Luisa Maria [4 ,5 ]
机构
[1] Hosp Univ Ramon & Cajal, Dept Neurol, IRYCIS, Ctra Colmenar Km 9-100, Madrid 28034, Spain
[2] Alcala Univ, Alcala De Henares, Madrid, Spain
[3] Univ Autonoma Madrid, Fac Med, Madrid, Spain
[4] Alcala Univ, Dept Immunol, Alcala De Henares, Madrid, Spain
[5] Hosp Univ Ramon & Cajal, IRYCIS, Madrid, Spain
关键词
multiple sclerosis; keystroke; tapping speed; smartphone; progression; MULTIPLE-SCLEROSIS;
D O I
10.1177/13524585241272960
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Background: Tapping speed (TS) correlates with baseline disability scales in people with multiple sclerosis (pwMS)Objective: The study aimed to address if progression independent of relapse activity (PIRA) could be predicted by first-month measurement of TS. Methods: Prospective study including pwMS in one referral MS center. Consecutive patients were included and keys/second (Keys/s) were passively measured each day using an in-house smartphone application for 1 month. Median, mean, and maximum keys/s were obtained. Multivariate logistic regression models (including keys/s, age, sex, and baseline disability scores) were obtained for prediction of a PIRA event after 1 year. Results: Overall, 59 patients were included in the final analysis (64.4% women, median age of 44.5 years). However, 10 patients presented a PIRA event, without differences regarding baseline characteristics between PIRA and no-PIRA groups. PIRA group presented lower median keys/s (2 vs 4 keys/s, p = 0.002) and mean keys/s (2.8 vs 4.6, p = 0.008), while maximum keys/s were similar (p = 0.32). A median <= 3 keys/s was independently associated with PIRA (aOR = 16.8, p = 0.03), as did a mean <= 3.7 keys/s (aOR = 17, p = 0.02). These differences were not detected regarding other variables analyzed. Conclusion: Low median or mean keys/s obtained during initial month of assessment were indicative of a PIRA event within the next year.
引用
收藏
页码:1239 / +
页数:147
相关论文
共 16 条
[1]   Association of Continuous Assessment of Step Count by Remote Monitoring With Disability Progression Among Adults With Multiple Sclerosis [J].
Block, Valerie J. ;
Bove, Riley ;
Zhao, Chao ;
Garcha, Priya ;
Graves, Jennifer ;
Romeo, Andrew R. ;
Green, Ari J. ;
Allen, Diane D. ;
Hollenbach, Jill A. ;
Olgin, Jeffrey E. ;
Marcus, Gregory M. ;
Pletcher, Mark J. ;
Cree, Bruce A. C. ;
Gelfand, Jeffrey M. .
JAMA NETWORK OPEN, 2019, 2 (03) :e190570
[2]   Passive assessment of tapping speed through smartphone is useful for monitoring multiple sclerosis [J].
Chico-Garcia, Juan Luis ;
Sainz-Amo, Raquel ;
Monreal, Enric ;
Rodriguez-Jorge, Fernando ;
de la Maza, Susana Sainz ;
Masjuan, Jaime ;
Villar, Luisa Maria ;
Franca, Lucienne Costa- Frossard .
MULTIPLE SCLEROSIS AND RELATED DISORDERS, 2024, 86
[3]   Development of a multiple sclerosis functional composite as a clinical trial outcome measure [J].
Cutter, GR ;
Baier, ML ;
Rudick, RA ;
Cookfair, DL ;
Fischer, JS ;
Petkau, J ;
Syndulko, K ;
Weinshenker, BG ;
Antel, JP ;
Confavreux, C ;
Ellison, GW ;
Lublin, F ;
Miller, AE ;
Rao, SM ;
Reingold, S ;
Thompson, A ;
Willoughby, E .
BRAIN, 1999, 122 :871-882
[4]   A wearable device perspective on the standard definitions of disability progression in multiple sclerosis [J].
Dalla Costa, Gloria ;
Nos, Carlos ;
Zabalza, Ana ;
Buron, Mathias ;
Magyari, Melinda ;
Sellebjerg, Finn ;
Guerrero, Ana Isabel ;
Roselli, Lucia ;
La Porta, Maria Libera ;
Martinis, Matteo ;
Bailon, Raquel ;
Kontaxis, Spyridon ;
Laporta, Estela ;
Garcia, Esther ;
Pokorny, Florian B. ;
Schuller, Bjoern W. ;
Folarin, Amos ;
Stewart, Callum ;
Leocani, Letizia ;
Vairavan, Srinivasan ;
Cummins, Nicholas ;
Dobson, Richard ;
Hotopf, Matthew ;
Narayan, Vaibhav ;
Montalban, Xavier ;
Sorensen, Per Soelberg ;
Comi, Giancarlo .
MULTIPLE SCLEROSIS JOURNAL, 2024, 30 (01) :103-112
[5]  
KURTZKE JF, 1983, NEUROLOGY, V33, P1444, DOI 10.1212/WNL.33.11.1444
[6]   Real-world keystroke dynamics are a potentially valid biomarker for clinical disability in multiple sclerosis [J].
Lam, K. H. ;
Meijer, K. A. ;
Loonstra, F. C. ;
Coerver, E. M. E. ;
Twose, J. ;
Redeman, E. ;
Moraal, B. ;
Barkhof, F. ;
de Groot, V ;
Uitdehaag, B. M. J. ;
Killestein, J. .
MULTIPLE SCLEROSIS JOURNAL, 2021, 27 (09) :1421-1431
[7]   e-Health and multiple sclerosis: An update [J].
Lavorgna, Luigi ;
Brigo, Francesco ;
Moccia, Marcello ;
Leocani, Letizia ;
Lanzillo, Roberta ;
Clerico, Marinella ;
Abbadessa, Gianmarco ;
Schmierer, Klaus ;
Solaro, Claudio ;
Prosperini, Luca ;
Tedeschi, Gioacchino ;
Giovannoni, Gavin ;
Bonavita, Simona .
MULTIPLE SCLEROSIS JOURNAL, 2018, 24 (13) :1657-1664
[8]   Defining secondary progressive multiple sclerosis [J].
Lorscheider, Johannes ;
Buzzard, Katherine ;
Jokubaitis, Vilija ;
Spelman, Tim ;
Havrdova, Eva ;
Horakova, Dana ;
Trojano, Maria ;
Izquierdo, Guillermo ;
Girard, Marc ;
Duquette, Pierre ;
Prat, Alexandre ;
Lugaresi, Alessandra ;
Grand'Maison, Francois ;
Grammond, Pierre ;
Hupperts, Raymond ;
Alroughani, Raed ;
Sola, Patrizia ;
Boz, Cavit ;
Pucci, Eugenio ;
Lechner-Scott, Jeanette ;
Bergamaschi, Roberto ;
Oreja-Guevara, Celia ;
Iuliano, Gerardo ;
Van Pesch, Vincent ;
Granella, Franco ;
Ramo-Tello, Cristina ;
Spitaleri, Daniele ;
Petersen, Thor ;
Slee, Mark ;
Verheul, Freek ;
Ampapa, Radek ;
Amato, Maria Pia ;
McCombe, Pamela ;
Vucic, Steve ;
Sanchez Menoyo, Jose Luis ;
Cristiano, Edgardo ;
Barnett, Michael H. ;
Hodgkinson, Suzanne ;
Olascoaga, Javier ;
Laura Saladino, Maria ;
Gray, Orla ;
Shaw, Cameron ;
Moore, Fraser ;
Butzkueven, Helmut ;
Kalincik, Tomas .
BRAIN, 2016, 139 :2395-2405
[9]   How patients with multiple sclerosis acquire disability [J].
Lublin, Fred D. ;
Haering, Dieter A. ;
Ganjgahi, Habib ;
Ocampo, Alex ;
Hatami, Farhad ;
Cuklina, Jelena ;
Aarden, Piet ;
Dahlke, Frank ;
Arnold, Douglas L. ;
Wiendl, Heinz ;
Chitnis, Tanuja ;
Nichols, Thomas E. ;
Kieseier, Bernd C. ;
Bermel, Robert A. .
BRAIN, 2022, 145 (09) :3147-3161
[10]   A smartphone sensor-based digital outcome assessment of multiple sclerosis [J].
Montalban, Xavier ;
Graves, Jennifer ;
Midaglia, Luciana ;
Mulero, Patricia ;
Julian, Laura ;
Baker, Michael ;
Schadrack, Jan ;
Gossens, Christian ;
Ganzetti, Marco ;
Scotland, Alf ;
Lipsmeier, Florian ;
van Beek, Johan ;
Bernasconi, Corrado ;
Belachew, Shibeshih ;
Lindemann, Michael ;
Hauser, Stephen L. .
MULTIPLE SCLEROSIS JOURNAL, 2022, 28 (04) :654-664