Associations between smartphone keystroke dynamics and cognition in MS

被引:13
作者
Chen, Michelle H. [1 ,2 ]
Leow, Alex [3 ]
Ross, Mindy K. [3 ]
DeLuca, John [4 ,5 ]
Chiaravalloti, Nancy [4 ,5 ]
Costa, Silvana L. [4 ,5 ]
Genova, Helen M. [4 ,5 ]
Weber, Erica [4 ,5 ]
Hussain, Faraz [3 ]
Demos, Alexander P. [3 ]
机构
[1] Rutgers State Univ, Inst Hlth Hlth Care Policy & Aging Res, 112 Paterson S, New Brunswick, NJ 08901 USA
[2] Rutgers State Univ, Robert Wood Johnson Med Sch, Dept Neurol, New Brunswick, NJ 08901 USA
[3] Univ Illinois, Dept Psychiat, 1601 W Taylor St,SPHPI MC 912, Chicago, IL 60612 USA
[4] Kessler Fdn, E Hanover, NJ USA
[5] Rutgers State Univ, New Jersey Med Sch, Dept Phys Med & Rehabil, Newark, NJ USA
来源
DIGITAL HEALTH | 2022年 / 8卷
基金
美国国家卫生研究院;
关键词
Multiple sclerosis; typing; digital phenotyping; mHealth; passive monitoring; NORMATIVE DATA; METADATA; SCIENCE; AGE;
D O I
10.1177/20552076221143234
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
ObjectiveExamine the associations between smartphone keystroke dynamics and cognitive functioning among persons with multiple sclerosis (MS). MethodsSixteen 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. ResultsA 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). ConclusionTyping 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.
引用
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页数:12
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