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Associations between smartphone keystroke dynamics and cognition in MS
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 mo...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9730018/ https://www.ncbi.nlm.nih.gov/pubmed/36506490 http://dx.doi.org/10.1177/20552076221143234 |
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author | Chen, Michelle H Leow, Alex Ross, Mindy K DeLuca, John Chiaravalloti, Nancy Costa, Silvana L Genova, Helen M Weber, Erica Hussain, Faraz Demos, Alexander P |
author_facet | Chen, Michelle H Leow, Alex Ross, Mindy K DeLuca, John Chiaravalloti, Nancy Costa, Silvana L Genova, Helen M Weber, Erica Hussain, Faraz Demos, Alexander P |
author_sort | Chen, Michelle H |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-9730018 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-97300182022-12-09 Associations between smartphone keystroke dynamics and cognition in MS Chen, Michelle H Leow, Alex Ross, Mindy K DeLuca, John Chiaravalloti, Nancy Costa, Silvana L Genova, Helen M Weber, Erica Hussain, Faraz Demos, Alexander P Digit Health Original Research 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. SAGE Publications 2022-12-05 /pmc/articles/PMC9730018/ /pubmed/36506490 http://dx.doi.org/10.1177/20552076221143234 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by-nc/4.0/This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access page (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Original Research Chen, Michelle H Leow, Alex Ross, Mindy K DeLuca, John Chiaravalloti, Nancy Costa, Silvana L Genova, Helen M Weber, Erica Hussain, Faraz Demos, Alexander P Associations between smartphone keystroke dynamics and cognition in MS |
title | Associations between smartphone keystroke dynamics and cognition in MS |
title_full | Associations between smartphone keystroke dynamics and cognition in MS |
title_fullStr | Associations between smartphone keystroke dynamics and cognition in MS |
title_full_unstemmed | Associations between smartphone keystroke dynamics and cognition in MS |
title_short | Associations between smartphone keystroke dynamics and cognition in MS |
title_sort | associations between smartphone keystroke dynamics and cognition in ms |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9730018/ https://www.ncbi.nlm.nih.gov/pubmed/36506490 http://dx.doi.org/10.1177/20552076221143234 |
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