ArticleNPJ digital medicine2022
Inter-individual variation in objective measure of reactogenicity following COVID-19 vaccination via smartwatches and fitness bands.
Article in NPJ digital medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
20 citing papers in PubMed, 36 citations in OpenAlex.
- Physiological Response to the COVID-19 Vaccine: Insights From a Prospective, Randomized, Single-Blinded, Crossover Trial.Journal of medical Internet research · 2024Trial
- Post-vaccine inflammation tracking: validation of a novel individualized digital inflammatory biomarker relative to serum biomarkers.NPJ digital medicine · 2026Article
- Innovative micro physiological systems for vaccine development.Human vaccines & immunotherapeutics · 2025Review
- Development of a personalized digital biomarker of vaccine-associated reactogenicity using wearable sensors and digital twin technology.Communications medicine · 2025Article
- Digital Health Platform for Maternal Health: Design, Recruitment Strategies, and Lessons Learned From the PowerMom Observational Cohort Study.JMIR formative research · 2025Observational
- Comparison of physiological and clinical reactions to COVID-19 and influenza vaccination.Communications medicine · 2024Article
- Use of artificial intelligence to develop predictive algorithms of cough and PCR-confirmed COVID-19 infections based on inputs from clinical-grade wearable sensors.Scientific reports · 2024Article
- Objectively measured peri-vaccination sleep does not predict COVID-19 breakthrough infection.Scientific reports · 2024Article
- Smartwatches in healthcare medicine: assistance and monitoring; a scoping review.BMC medical informatics and decision making · 2023Article
- Heart Rate Variability Code: Does It Exist and Can We Hack It?Bioengineering (Basel, Switzerland) · 2023Review
- Safety of the fourth COVID-19 BNT162b2 mRNA (second booster) vaccine: a prospective and retrospective cohort study.The Lancet. Respiratory medicine · 2023Article
- Integrated antibody and cellular immunity monitoring are required for assessment of the long term protection that will be essential for effective next generation vaccine development.Frontiers in immunology · 2023Review
- No evidence of an increased risk for cardiac complications following mRNA COVID-19 vaccines.Enfermedades infecciosas y microbiologia clinica (English ed.) · 2023Article
- No evidence of an increased risk for cardiac complications following mRNA COVID-19 vaccines.Enfermedades infecciosas y microbiologia clinica · 2023Article
- Sensor-based surveillance for digitising real-time COVID-19 tracking in the USA (DETECT): a multivariable, population-based, modelling study.The Lancet. Digital health · 2022Article
- A racing heart post-Pfizer/BioNTech BNT162b2.Journal of arrhythmia · 2022Article
- Higher sensitivity monitoring of reactions to COVID-19 vaccination using smartwatches.NPJ digital medicine · 2022Article
- Deploying wearable sensors for pandemic mitigation: A counterfactual modelling study of Canada's second COVID-19 wave.PLOS digital health · 2022Article
- Heart Rate as a Non-Invasive Biomarker of Inflammation: Implications for Digital Health.Frontiers in immunology · 2022Article
- Individual Factors Associated With COVID-19 Infection: A Machine Learning Study.Frontiers in public health · 2022Article
Corrections and comments
- Update of
Authors and funding
8 authors at 2 institutions in 1 country.
Funding
Abstract
The ability to identify who does or does not experience the intended immune response following vaccination could be of great value in not only managing the global trajectory of COVID-19 but also helping guide future vaccine development. Vaccine reactogenicity can potentially lead to detectable physiologic changes, thus we postulated that we could detect an individual's initial physiologic response to a vaccine by tracking changes relative to their pre-vaccine baseline using consumer wearable devices. We explored this possibility using a smartphone app-based research platform that enabled volunteers (39,701 individuals) to share their smartwatch data, as well as self-report, when appropriate, any symptoms, COVID-19 test results, and vaccination information. Of 7728 individuals who reported at least one vaccination dose, 7298 received an mRNA vaccine, and 5674 provided adequate data from the peri-vaccine period for analysis. We found that in most individuals, resting heart rate (RHR) increased with respect to their individual baseline after vaccination, peaked on day 2, and returned to normal by day 6. This increase in RHR was greater than one standard deviation above individuals' normal daily pattern in 47% of participants after their second vaccine dose. Consistent with other reports of subjective reactogenicity following vaccination, we measured a significantly stronger effect after the second dose relative to the first, except those who previously tested positive to COVID-19, and a more pronounced increase for individuals who received the Moderna vaccine. Females, after the first dose only, and those aged <40 years, also experienced a greater objective response after adjusting for possible confounding factors. These early findings show that it is possible to detect subtle, but important changes from an individual's normal as objective evidence of reactogenicity, which, with further work, could prove useful as a surrogate for vaccine-induced immune response.
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.