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Tree-based data mining for safety assessment of first COVID-19 booster doses in the Vaccine Safety Datalink
Institution:1. Harvard Pilgrim Health Care Institute and Department of Population Medicine, Harvard Medical School, Boston, MA, United States;2. Kaiser Permanente Colorado, Aurora, CO, United States;3. Immunization Safety Office, Centers for Disease Control and Prevention, Atlanta, GA, United States;4. Kaiser Permanente Northern California, Oakland, CA, United States;5. Marshfield Clinic Research Institute, Marshfield, WI, United States;6. Kaiser Permanente Washington, Seattle, WA, United States;7. Kaiser Permanente Southern California, Pasadena, CA, United States;8. Kaiser Permanente Northwest, Portland, OR, United States;9. HealthPartners Institute, Bloomington, MN, United States;10. Denver Health, Denver, CO, United States
Abstract:BackgroundThe Centers for Disease Control and Prevention’s Vaccine Safety Datalink (VSD) has been performing safety surveillance for COVID-19 vaccines since their earliest authorization in the United States. Complementing its real-time surveillance for pre-specified health outcomes using pre-specified risk intervals, the VSD conducts tree-based data-mining to look for clustering of a broad range of health outcomes after COVID-19 vaccination. This study’s objective was to use this untargeted, hypothesis-generating approach to assess the safety of first booster doses of Pfizer-BioNTech (BNT162b2), Moderna (mRNA-1273), and Janssen (Ad26.COV2.S) COVID-19 vaccines.MethodsVSD enrollees receiving a first booster of COVID-19 vaccine through April 2, 2022 were followed for 56 days. Incident diagnoses in inpatient or emergency department settings were analyzed for clustering within both the hierarchical ICD-10-CM code structure and the follow-up period. The self-controlled tree-temporal scan statistic was used, conditioning on the total number of cases for each diagnosis. P-values were estimated by Monte Carlo simulation; p = 0.01 was pre-specified as the cut-off for statistical significance of clusters.ResultsMore than 2.4 and 1.8 million subjects received Pfizer-BioNTech and Moderna boosters after an mRNA primary series, respectively. Clusters of urticaria/allergy/rash were found during Days 10–15 after the Moderna booster (p = 0.0001). Other outcomes that clustered after mRNA boosters, mostly with p = 0.0001, included unspecified adverse effects, common vaccine-associated reactions like fever and myalgia, and COVID-19. COVID-19 clusters were in Days 1–10 after booster receipt, before boosters would have become effective. There were no noteworthy clusters after boosters following primary Janssen vaccination.ConclusionsIn this untargeted data-mining study of COVID-19 booster vaccination, a cluster of delayed-onset urticaria/allergy/rash was detected after the Moderna booster, as has been reported after Moderna vaccination previously. Other clusters after mRNA boosters were of unspecified or common adverse effects and COVID-19, the latter evidently reflecting immunity to COVID-19 after 10 days.
Keywords:COVID-19  Data-mining  Epidemiologic research design  Vaccination  Vaccines  ACIP"}  {"#name":"keyword"  "$":{"id":"k0035"}  "$$":[{"#name":"text"  "_":"Advisory Committee on Immunization Practices  CDC"}  {"#name":"keyword"  "$":{"id":"k0045"}  "$$":[{"#name":"text"  "_":"Centers for Disease Control and Prevention  FDA"}  {"#name":"keyword"  "$":{"id":"k0055"}  "$$":[{"#name":"text"  "_":"Food and Drug Administration  ICD-10-CM"}  {"#name":"keyword"  "$":{"id":"k0065"}  "$$":[{"#name":"text"  "_":"International Classification of Diseases  Tenth Revision  Clinical Modification  VSD"}  {"#name":"keyword"  "$":{"id":"k0075"}  "$$":[{"#name":"text"  "_":"Vaccine Safety Datalink
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