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Tree-based data mining for safety assessment of first COVID-19 booster doses in the Vaccine Safety Datalink
BACKGROUND: The 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-speci...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Author(s). Published by Elsevier Ltd.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9684100/ https://www.ncbi.nlm.nih.gov/pubmed/36481108 http://dx.doi.org/10.1016/j.vaccine.2022.11.053 |
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author | Katherine Yih, W. Daley, Matthew F. Duffy, Jonathan Fireman, Bruce McClure, David Nelson, Jennifer Qian, Lei Smith, Ning Vazquez-Benitez, Gabriela Weintraub, Eric Williams, Joshua T.B. Xu, Stanley Maro, Judith C. |
author_facet | Katherine Yih, W. Daley, Matthew F. Duffy, Jonathan Fireman, Bruce McClure, David Nelson, Jennifer Qian, Lei Smith, Ning Vazquez-Benitez, Gabriela Weintraub, Eric Williams, Joshua T.B. Xu, Stanley Maro, Judith C. |
author_sort | Katherine Yih, W. |
collection | PubMed |
description | BACKGROUND: The 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. METHODS: VSD 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. RESULTS: More 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. CONCLUSIONS: In 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. |
format | Online Article Text |
id | pubmed-9684100 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | The Author(s). Published by Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-96841002022-11-25 Tree-based data mining for safety assessment of first COVID-19 booster doses in the Vaccine Safety Datalink Katherine Yih, W. Daley, Matthew F. Duffy, Jonathan Fireman, Bruce McClure, David Nelson, Jennifer Qian, Lei Smith, Ning Vazquez-Benitez, Gabriela Weintraub, Eric Williams, Joshua T.B. Xu, Stanley Maro, Judith C. Vaccine Article BACKGROUND: The 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. METHODS: VSD 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. RESULTS: More 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. CONCLUSIONS: In 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. The Author(s). Published by Elsevier Ltd. 2023-01-09 2022-11-24 /pmc/articles/PMC9684100/ /pubmed/36481108 http://dx.doi.org/10.1016/j.vaccine.2022.11.053 Text en © 2022 The Author(s) Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Katherine Yih, W. Daley, Matthew F. Duffy, Jonathan Fireman, Bruce McClure, David Nelson, Jennifer Qian, Lei Smith, Ning Vazquez-Benitez, Gabriela Weintraub, Eric Williams, Joshua T.B. Xu, Stanley Maro, Judith C. Tree-based data mining for safety assessment of first COVID-19 booster doses in the Vaccine Safety Datalink |
title | Tree-based data mining for safety assessment of first COVID-19 booster doses in the Vaccine Safety Datalink |
title_full | Tree-based data mining for safety assessment of first COVID-19 booster doses in the Vaccine Safety Datalink |
title_fullStr | Tree-based data mining for safety assessment of first COVID-19 booster doses in the Vaccine Safety Datalink |
title_full_unstemmed | Tree-based data mining for safety assessment of first COVID-19 booster doses in the Vaccine Safety Datalink |
title_short | Tree-based data mining for safety assessment of first COVID-19 booster doses in the Vaccine Safety Datalink |
title_sort | tree-based data mining for safety assessment of first covid-19 booster doses in the vaccine safety datalink |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9684100/ https://www.ncbi.nlm.nih.gov/pubmed/36481108 http://dx.doi.org/10.1016/j.vaccine.2022.11.053 |
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