Literature DB >> 33506230

Characterizing COVID-19 and Influenza Illnesses in the Real World via Person-Generated Health Data.

Allison Shapiro1, Nicole Marinsek1, Ieuan Clay1, Benjamin Bradshaw1, Ernesto Ramirez1, Jae Min1, Andrew Trister2, Yuedong Wang3, Tim Althoff4, Luca Foschini1.   

Abstract

The fight against COVID-19 is hindered by similarly presenting viral infections that may confound detection and monitoring. We examined person-generated health data (PGHD), consisting of survey and commercial wearable data from individuals' everyday lives, for 230 people who reported a COVID-19 diagnosis between March 30, 2020, and April 27, 2020 (n = 41 with wearable data). Compared with self-reported diagnosed flu cases from the same time frame (n = 426, 85 with wearable data) or pre-pandemic (n = 6,270, 1,265 with wearable data), COVID-19 patients reported a distinct symptom constellation that lasted longer (median of 12 versus 9 and 7 days, respectively) and peaked later after illness onset. Wearable data showed significant changes in daily steps and prevalence of anomalous resting heart rate measurements, of similar magnitudes for both the flu and COVID-19 cohorts. Our findings highlight the need to include flu comparator arms when evaluating PGHD applications aimed to be highly specific for COVID-19.
© 2021 The Authors.

Entities:  

Keywords:  COVID-19; Fitbit; SARS-CoV-2; activity tracker; digital health; flu; influenza-like illness; person-generated health data; symptom presentation

Year:  2020        PMID: 33506230      PMCID: PMC7815963          DOI: 10.1016/j.patter.2020.100188

Source DB:  PubMed          Journal:  Patterns (N Y)        ISSN: 2666-3899


  32 in total

1.  Flu Near You: Crowdsourced Symptom Reporting Spanning 2 Influenza Seasons.

Authors:  Mark S Smolinski; Adam W Crawley; Kristin Baltrusaitis; Rumi Chunara; Jennifer M Olsen; Oktawia Wójcik; Mauricio Santillana; Andre Nguyen; John S Brownstein
Journal:  Am J Public Health       Date:  2015-08-13       Impact factor: 9.308

2.  Remote digital monitoring in clinical trials in the time of COVID-19.

Authors:  Jennifer C Goldsack; Elena S Izmailova; Joseph P Menetski; Steven C Hoffmann; Peter M A Groenen; John A Wagner
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3.  Association between Resting Heart Rate and Inflammatory Markers (White Blood Cell Count and High-Sensitivity C-Reactive Protein) in Healthy Korean People.

Authors:  Woo-Chul Park; Inho Seo; Shin-Hye Kim; Yong-Jae Lee; Song Vogue Ahn
Journal:  Korean J Fam Med       Date:  2016-01-18

Review 4.  Prevalence of Asymptomatic SARS-CoV-2 Infection : A Narrative Review.

Authors:  Daniel P Oran; Eric J Topol
Journal:  Ann Intern Med       Date:  2020-06-03       Impact factor: 25.391

5.  Characteristics Associated with Hospitalization Among Patients with COVID-19 - Metropolitan Atlanta, Georgia, March-April 2020.

Authors:  Marie E Killerby; Ruth Link-Gelles; Sarah C Haight; Caroline A Schrodt; Lucinda England; Danica J Gomes; Mays Shamout; Kristen Pettrone; Kevin O'Laughlin; Anne Kimball; Erin F Blau; Eleanor Burnett; Chandresh N Ladva; Christine M Szablewski; Melissa Tobin-D'Angelo; Nadine Oosmanally; Cherie Drenzek; David J Murphy; James M Blum; Julie Hollberg; Benjamin Lefkove; Frank W Brown; Tom Shimabukuro; Claire M Midgley; Jacqueline E Tate
Journal:  MMWR Morb Mortal Wkly Rep       Date:  2020-06-26       Impact factor: 17.586

6.  Systematic Testing for Influenza and Coronavirus Disease 2019 Among Patients With Respiratory Illness.

Authors:  Brendan Flannery; Jennifer K Meece; John V Williams; Emily T Martin; Manjusha Gaglani; Michael L Jackson; H Keipp Talbot
Journal:  Clin Infect Dis       Date:  2021-05-04       Impact factor: 9.079

7.  Assessing differential impacts of COVID-19 on black communities.

Authors:  Gregorio A Millett; Austin T Jones; David Benkeser; Stefan Baral; Laina Mercer; Chris Beyrer; Brian Honermann; Elise Lankiewicz; Leandro Mena; Jeffrey S Crowley; Jennifer Sherwood; Patrick S Sullivan
Journal:  Ann Epidemiol       Date:  2020-05-14       Impact factor: 3.797

8.  Global Preparedness Against COVID-19: We Must Leverage the Power of Digital Health.

Authors:  Sultan Mahmood; Khaled Hasan; Michelle Colder Carras; Alain Labrique
Journal:  JMIR Public Health Surveill       Date:  2020-04-16

9.  Does incubation period of COVID-19 vary with age? A study of epidemiologically linked cases in Singapore.

Authors:  W Y T Tan; L Y Wong; Y S Leo; M P H S Toh
Journal:  Epidemiol Infect       Date:  2020-09-02       Impact factor: 2.451

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  19 in total

Review 1.  Smartphone apps in the COVID-19 pandemic.

Authors:  Jay A Pandit; Jennifer M Radin; Giorgio Quer; Eric J Topol
Journal:  Nat Biotechnol       Date:  2022-06-20       Impact factor: 68.164

Review 2.  Detection and Monitoring of Viral Infections via Wearable Devices and Biometric Data.

Authors:  Craig J Goergen; MacKenzie J Tweardy; Steven R Steinhubl; Stephan W Wegerich; Karnika Singh; Rebecca J Mieloszyk; Jessilyn Dunn
Journal:  Annu Rev Biomed Eng       Date:  2021-12-21       Impact factor: 11.324

3.  Synthetic data in machine learning for medicine and healthcare.

Authors:  Richard J Chen; Ming Y Lu; Tiffany Y Chen; Drew F K Williamson; Faisal Mahmood
Journal:  Nat Biomed Eng       Date:  2021-06       Impact factor: 29.234

Review 4.  The performance of wearable sensors in the detection of SARS-CoV-2 infection: a systematic review.

Authors:  Marianna Mitratza; Brianna Mae Goodale; Aizhan Shagadatova; Vladimir Kovacevic; Janneke van de Wijgert; Timo B Brakenhoff; Richard Dobson; Billy Franks; Duco Veen; Amos A Folarin; Pieter Stolk; Diederick E Grobbee; Maureen Cronin; George S Downward
Journal:  Lancet Digit Health       Date:  2022-05

5.  Wearable Devices, Smartphones, and Interpretable Artificial Intelligence in Combating COVID-19.

Authors:  Haytham Hijazi; Manar Abu Talib; Ahmad Hasasneh; Ali Bou Nassif; Nafisa Ahmed; Qassim Nasir
Journal:  Sensors (Basel)       Date:  2021-12-17       Impact factor: 3.576

6.  Passive detection of COVID-19 with wearable sensors and explainable machine learning algorithms.

Authors:  Matteo Gadaleta; Jennifer M Radin; Katie Baca-Motes; Edward Ramos; Vik Kheterpal; Eric J Topol; Steven R Steinhubl; Giorgio Quer
Journal:  NPJ Digit Med       Date:  2021-12-08

7.  Influenza: Preparing amidst a pandemic.

Authors:  Jasmiry Bennett
Journal:  J Vasc Nurs       Date:  2021-09

8.  Real-time infection prediction with wearable physiological monitoring and AI to aid military workforce readiness during COVID-19.

Authors:  Bryan Conroy; Ikaro Silva; Golbarg Mehraei; Robert Damiano; Brian Gross; Emmanuele Salvati; Ting Feng; Jeffrey Schneider; Niels Olson; Anne G Rizzo; Catherine M Curtin; Joseph Frassica; Daniel C McFarlane
Journal:  Sci Rep       Date:  2022-03-08       Impact factor: 4.379

9.  Diagnostic Accuracy of an At-Home, Rapid Self-test for Influenza: Prospective Comparative Accuracy Study.

Authors:  Rachel E Geyer; Jack Henry Kotnik; Victoria Lyon; Elisabeth Brandstetter; Monica Zigman Suchsland; Peter D Han; Chelsey Graham; Misja Ilcisin; Ashley E Kim; Helen Y Chu; Deborah A Nickerson; Lea M Starita; Trevor Bedford; Barry Lutz; Matthew J Thompson
Journal:  JMIR Public Health Surveill       Date:  2022-02-22

10.  Fitbeat: COVID-19 estimation based on wristband heart rate using a contrastive convolutional auto-encoder.

Authors:  Shuo Liu; Jing Han; Estela Laporta Puyal; Spyridon Kontaxis; Shaoxiong Sun; Patrick Locatelli; Judith Dineley; Florian B Pokorny; Gloria Dalla Costa; Letizia Leocani; Ana Isabel Guerrero; Carlos Nos; Ana Zabalza; Per Soelberg Sørensen; Mathias Buron; Melinda Magyari; Yatharth Ranjan; Zulqarnain Rashid; Pauline Conde; Callum Stewart; Amos A Folarin; Richard Jb Dobson; Raquel Bailón; Srinivasan Vairavan; Nicholas Cummins; Vaibhav A Narayan; Matthew Hotopf; Giancarlo Comi; Björn Schuller; Radar-Cns Consortium
Journal:  Pattern Recognit       Date:  2021-10-26       Impact factor: 7.740

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