TY - JOUR
T1 - Incidence and individual risk prediction of post-COVID-19 cardiovascular disease in the general population
T2 - a multivariable prediction model development and validation study
AU - la Roi-Teeuw, Hannah M
AU - van Smeden, Maarten
AU - Geersing, Geert-Jan
AU - Klungel, Olaf H
AU - Rutten, Frans H
AU - Souverein, Patrick C
AU - van Doorn, Sander
N1 - Publisher Copyright:
© The Author(s) 2023. Published by Oxford University Press on behalf of the European Society of Cardiology.
PY - 2023/11/1
Y1 - 2023/11/1
N2 - Aims Previous studies suggest relatively increased cardiovascular risk after COVID-19 infection. This study assessed incidence and explored individual risk and timing of cardiovascular disease occurring post-COVID-19 in a large primary care database. Methods Data were extracted from the UK’s Clinical Practice Research Datalink. Incidence rates within 180 days post-infection were esti- and results mated for arterial or venous events, inflammatory heart disease, and new-onset atrial fibrillation or heart failure. Next, multivariable logistic regression models were developed on 220 751 adults with COVID-19 infection before 1 December 2020 using age, sex and traditional cardiovascular risk factors. All models were externally validated in (i) 138 034 vaccinated and (ii) 503 404 unvaccinated adults with a first COVID-19 infection after 1 December 2020. Discriminative performance and calibration were evaluated with internal and external validation. Increased incidence rates were observed up to 60 days after COVID-19 infection for venous and arterial cardiovascular events and new-onset atrial fibrillation, but not for inflammatory heart disease or heart failure, with the highest rate for venous events (13 per 1000 person-years). The best prediction models had c-statistics of 0.90 or higher. However, <5% of adults had a predicted 180-day outcome-specific risk larger than 1%. These rare outcomes complicated calibration. Conclusion Risks of arterial and venous cardiovascular events and new-onset atrial fibrillation are increased within the first 60 days after COVID-19 infection in the general population. Models’ c-statistics suggest high discrimination, but because of the very low absolute risks, they are insufficient to inform individual risk management.
AB - Aims Previous studies suggest relatively increased cardiovascular risk after COVID-19 infection. This study assessed incidence and explored individual risk and timing of cardiovascular disease occurring post-COVID-19 in a large primary care database. Methods Data were extracted from the UK’s Clinical Practice Research Datalink. Incidence rates within 180 days post-infection were esti- and results mated for arterial or venous events, inflammatory heart disease, and new-onset atrial fibrillation or heart failure. Next, multivariable logistic regression models were developed on 220 751 adults with COVID-19 infection before 1 December 2020 using age, sex and traditional cardiovascular risk factors. All models were externally validated in (i) 138 034 vaccinated and (ii) 503 404 unvaccinated adults with a first COVID-19 infection after 1 December 2020. Discriminative performance and calibration were evaluated with internal and external validation. Increased incidence rates were observed up to 60 days after COVID-19 infection for venous and arterial cardiovascular events and new-onset atrial fibrillation, but not for inflammatory heart disease or heart failure, with the highest rate for venous events (13 per 1000 person-years). The best prediction models had c-statistics of 0.90 or higher. However, <5% of adults had a predicted 180-day outcome-specific risk larger than 1%. These rare outcomes complicated calibration. Conclusion Risks of arterial and venous cardiovascular events and new-onset atrial fibrillation are increased within the first 60 days after COVID-19 infection in the general population. Models’ c-statistics suggest high discrimination, but because of the very low absolute risks, they are insufficient to inform individual risk management.
UR - http://www.scopus.com/inward/record.url?scp=85179483003&partnerID=8YFLogxK
U2 - 10.1093/ehjopen/oead101
DO - 10.1093/ehjopen/oead101
M3 - Article
C2 - 38046622
SN - 2752-4191
VL - 3
JO - European heart journal open
JF - European heart journal open
IS - 6
M1 - oead101
ER -