Associations between smartphone keystroke dynamics and cognition in MS

Author:

Chen Michelle H12ORCID,Leow Alex3,Ross Mindy K3,DeLuca John45,Chiaravalloti Nancy45ORCID,Costa Silvana L45,Genova Helen M45,Weber Erica45,Hussain Faraz3,Demos Alexander P3

Affiliation:

1. Institute for Health, Health Care Policy and Aging Research, Rutgers University, New Brunswick, NJ, USA

2. Department of Neurology, Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ, USA

3. Department of Psychiatry, University of Illinois at Chicago, Chicago, IL, USA

4. Kessler Foundation, East Hanover, NJ, USA

5. Department of Physical Medicine and Rehabilitation, New Jersey Medical School, Rutgers University, Newark, NJ, USA

Abstract

Objective Examine the associations between smartphone keystroke dynamics and cognitive functioning among persons with multiple sclerosis (MS). Methods Sixteen persons with MS with no self-reported upper extremity or typing difficulties and 10 healthy controls (HCs) completed six weeks of remote monitoring of their keystroke dynamics (i.e., how they typed on their smartphone keyboards). They also completed a comprehensive neuropsychological assessment and symptom ratings about fatigue, depression, and anxiety at baseline. Results A total of 1,335,787 keystrokes were collected, which were part of 30,968 typing sessions. The MS group typed slower ( P < .001) and more variably ( P = .032) than the HC group. Faster typing speed was associated with better performance on measures of processing speed ( P = .016), attention ( P = .022), and executive functioning (cognitive flexibility: P = .029; behavioral inhibition: P = .002; verbal fluency: P = .039), as well as less severe impact from fatigue ( P < .001) and less severe anxiety symptoms ( P = .007). Those with better cognitive functioning and less severe symptoms showed a stronger correlation between the use of backspace and autocorrection events ( P < .001). Conclusion Typing speed may be sensitive to cognitive functions subserved by the frontal–subcortical brain circuits. Individuals with better cognitive functioning and less severe symptoms may be better at monitoring their typing errors. Keystroke dynamics have the potential to be used as an unobtrusive remote monitoring method for real-life cognitive functioning among persons with MS, which may improve the detection of relapses, evaluate treatment efficacy, and track disability progression.

Funder

National Multiple Sclerosis Society

New Jersey Commission on Spinal Cord Research

National Academy of Neuropsychology

Robert Wood Johnson Foundation

National Center for Medical Rehabilitation Research

Publisher

SAGE Publications

Subject

Health Information Management,Computer Science Applications,Health Informatics,Health Policy

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3