Cardiovascular and Pre-Frailty Risk Assessment during Shelter-In-Place Measures Based on Multimodal Biomarkers Collected from Smart Telemedical Wearables
Wearable devices play a growing role in healthcare applications and disease prevention. We conducted a retrospective study to assess cardiovascular and pre-frailty risk during the Covid-19 shelter-in-place measures on human activity patterns based on multimodal biomarkers collected from smartwatch s...
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doaj-698fa046b36c4b62b015427e6776b0bc2021-05-31T23:20:22ZengMDPI AGJournal of Clinical Medicine2077-03832021-05-01101997199710.3390/jcm10091997Cardiovascular and Pre-Frailty Risk Assessment during Shelter-In-Place Measures Based on Multimodal Biomarkers Collected from Smart Telemedical WearablesEliasz Kańtoch0Anna Kańtoch1AGH University of Science and Technology, 30-059 Krakow, PolandJagiellonian University Medical College, Faculty of Medicine, Department of Internal Medicine and Gerontology, 30-688 Krakow, PolandWearable devices play a growing role in healthcare applications and disease prevention. We conducted a retrospective study to assess cardiovascular and pre-frailty risk during the Covid-19 shelter-in-place measures on human activity patterns based on multimodal biomarkers collected from smartwatch sensors. For methodology validation we enrolled five adult participants (age range: 32 to 84 years; mean 57 ± 22.38; BMI: 27.80 ± 2.95 kg/m<sup>2</sup>) categorized by age who were smartwatch users and self-isolating at home during the Covid-19 pandemic. Resting heart rate, daily steps, and minutes asleep were recorded using smartwatch sensors. Overall, we created a dataset of 464 days of continuous measurement that included 50 days of self-isolation at home during the Covid-19 pandemic. Student’s t-test was used to determine significant differences between the pre-Covid-19 and Covid-19 periods. Our findings suggest that there was a significant decrease in the number of daily steps (−57.21%; −4321; 95% CI, 3722 to 4920) and resting heart rate (−4.81%; −3.04; 95% CI, 2.59 to 3.51) during the period of self−isolation compared to the time before lockdown. We found that there was a significant decrease in the number of minutes asleep (−13.48%; −57.91; 95% CI, 16.33 to 99.49) among older adults. Finally, cardiovascular and pre-frailty risk scores were calculated based on biomarkers and evaluated from the clinical perspective.https://www.mdpi.com/2077-0383/10/9/1997frailtytelemedicinegerontechnologywearable sensorsshelter-in-place measuresCovid-19 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Eliasz Kańtoch Anna Kańtoch |
spellingShingle |
Eliasz Kańtoch Anna Kańtoch Cardiovascular and Pre-Frailty Risk Assessment during Shelter-In-Place Measures Based on Multimodal Biomarkers Collected from Smart Telemedical Wearables Journal of Clinical Medicine frailty telemedicine gerontechnology wearable sensors shelter-in-place measures Covid-19 |
author_facet |
Eliasz Kańtoch Anna Kańtoch |
author_sort |
Eliasz Kańtoch |
title |
Cardiovascular and Pre-Frailty Risk Assessment during Shelter-In-Place Measures Based on Multimodal Biomarkers Collected from Smart Telemedical Wearables |
title_short |
Cardiovascular and Pre-Frailty Risk Assessment during Shelter-In-Place Measures Based on Multimodal Biomarkers Collected from Smart Telemedical Wearables |
title_full |
Cardiovascular and Pre-Frailty Risk Assessment during Shelter-In-Place Measures Based on Multimodal Biomarkers Collected from Smart Telemedical Wearables |
title_fullStr |
Cardiovascular and Pre-Frailty Risk Assessment during Shelter-In-Place Measures Based on Multimodal Biomarkers Collected from Smart Telemedical Wearables |
title_full_unstemmed |
Cardiovascular and Pre-Frailty Risk Assessment during Shelter-In-Place Measures Based on Multimodal Biomarkers Collected from Smart Telemedical Wearables |
title_sort |
cardiovascular and pre-frailty risk assessment during shelter-in-place measures based on multimodal biomarkers collected from smart telemedical wearables |
publisher |
MDPI AG |
series |
Journal of Clinical Medicine |
issn |
2077-0383 |
publishDate |
2021-05-01 |
description |
Wearable devices play a growing role in healthcare applications and disease prevention. We conducted a retrospective study to assess cardiovascular and pre-frailty risk during the Covid-19 shelter-in-place measures on human activity patterns based on multimodal biomarkers collected from smartwatch sensors. For methodology validation we enrolled five adult participants (age range: 32 to 84 years; mean 57 ± 22.38; BMI: 27.80 ± 2.95 kg/m<sup>2</sup>) categorized by age who were smartwatch users and self-isolating at home during the Covid-19 pandemic. Resting heart rate, daily steps, and minutes asleep were recorded using smartwatch sensors. Overall, we created a dataset of 464 days of continuous measurement that included 50 days of self-isolation at home during the Covid-19 pandemic. Student’s t-test was used to determine significant differences between the pre-Covid-19 and Covid-19 periods. Our findings suggest that there was a significant decrease in the number of daily steps (−57.21%; −4321; 95% CI, 3722 to 4920) and resting heart rate (−4.81%; −3.04; 95% CI, 2.59 to 3.51) during the period of self−isolation compared to the time before lockdown. We found that there was a significant decrease in the number of minutes asleep (−13.48%; −57.91; 95% CI, 16.33 to 99.49) among older adults. Finally, cardiovascular and pre-frailty risk scores were calculated based on biomarkers and evaluated from the clinical perspective. |
topic |
frailty telemedicine gerontechnology wearable sensors shelter-in-place measures Covid-19 |
url |
https://www.mdpi.com/2077-0383/10/9/1997 |
work_keys_str_mv |
AT eliaszkantoch cardiovascularandprefrailtyriskassessmentduringshelterinplacemeasuresbasedonmultimodalbiomarkerscollectedfromsmarttelemedicalwearables AT annakantoch cardiovascularandprefrailtyriskassessmentduringshelterinplacemeasuresbasedonmultimodalbiomarkerscollectedfromsmarttelemedicalwearables |
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