Pre-symptomatic detection of COVID-19 from smartwatch data.


Journal

Nature biomedical engineering
ISSN: 2157-846X
Titre abrégé: Nat Biomed Eng
Pays: England
ID NLM: 101696896

Informations de publication

Date de publication:
12 2020
Historique:
received: 01 07 2020
accepted: 01 10 2020
pubmed: 20 11 2020
medline: 19 12 2020
entrez: 19 11 2020
Statut: ppublish

Résumé

Consumer wearable devices that continuously measure vital signs have been used to monitor the onset of infectious disease. Here, we show that data from consumer smartwatches can be used for the pre-symptomatic detection of coronavirus disease 2019 (COVID-19). We analysed physiological and activity data from 32 individuals infected with COVID-19, identified from a cohort of nearly 5,300 participants, and found that 26 of them (81%) had alterations in their heart rate, number of daily steps or time asleep. Of the 25 cases of COVID-19 with detected physiological alterations for which we had symptom information, 22 were detected before (or at) symptom onset, with four cases detected at least nine days earlier. Using retrospective smartwatch data, we show that 63% of the COVID-19 cases could have been detected before symptom onset in real time via a two-tiered warning system based on the occurrence of extreme elevations in resting heart rate relative to the individual baseline. Our findings suggest that activity tracking and health monitoring via consumer wearable devices may be used for the large-scale, real-time detection of respiratory infections, often pre-symptomatically.

Identifiants

pubmed: 33208926
doi: 10.1038/s41551-020-00640-6
pii: 10.1038/s41551-020-00640-6
pmc: PMC9020268
mid: NIHMS1786877
doi:

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

1208-1220

Subventions

Organisme : NIDDK NIH HHS
ID : F32 DK126287
Pays : United States
Organisme : NIH HHS
ID : S10 OD023452
Pays : United States
Organisme : NIH HHS
ID : S10 OD025082
Pays : United States

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Auteurs

Tejaswini Mishra (T)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Meng Wang (M)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Ahmed A Metwally (AA)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Gireesh K Bogu (GK)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Andrew W Brooks (AW)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Amir Bahmani (A)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Arash Alavi (A)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Alessandra Celli (A)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Emily Higgs (E)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Orit Dagan-Rosenfeld (O)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Bethany Fay (B)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Susan Kirkpatrick (S)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Ryan Kellogg (R)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Michelle Gibson (M)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Tao Wang (T)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Erika M Hunting (EM)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Petra Mamic (P)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Ariel B Ganz (AB)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Benjamin Rolnik (B)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.

Xiao Li (X)

The Center for RNA Science and Therapeutics, Case Western University, Cleveland, OH, USA. xiao.li9@case.edu.

Michael P Snyder (MP)

Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA. mpsnyder@stanford.edu.

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Classifications MeSH