PMID- 33533072 OWN - NLM STAT- MEDLINE DCOM- 20211118 LR - 20221005 IS - 1099-1557 (Electronic) IS - 1053-8569 (Print) IS - 1053-8569 (Linking) VI - 30 IP - 5 DP - 2021 May TI - Prediction of post-vaccination Guillain-Barre syndrome using data from a passive surveillance system. PG - 602-609 LID - 10.1002/pds.5196 [doi] AB - PURPOSE: Severe adverse events (AEs), such as Guillain-Barre syndrome (GBS) occur rarely after influenza vaccination. We identify highly associated AEs with GBS and develop prediction models for GBS using the US Vaccine Adverse Event Reporting System (VAERS) reports following trivalent influenza vaccination (FLU3). METHODS: This study analyzed 80 059 reports from the US VAERS between 1990 and 2017. Several AEs were identified as highly associated with GBS and were used to develop the prediction model. Some common and mild AEs that were suspected to be underreported when GBS occurred simultaneously were removed from the final model. The analyses were validated using European influenza vaccine AEs data from EudraVigilance. RESULTS: Of the 80 059 reports, 1185 (1.5%) were annotated as GBS related. Twenty-four AEs were identified as having strong association with GBS. The full prediction model, using age, sex, and all 24 AEs achieved an area under the receiver operating characteristic (ROC) curve (AUC) of 85.4% (90% CI: [83.8%, 86.9%]). After excluding the nine (e.g., pruritus, rash, injection site pain) likely underreported AEs, the final AUC became 77.5% (90% CI: [75.5%, 79.6%]). Two hundred and one (0.25%) reports were predicted as of high risk of GBS (predicted probability >25%) and 84 actually developed GBS. CONCLUSION: The prediction performance demonstrated the potential of developing risk-prediction models utilizing the VAERS cohort. Excluding the likely underreported AEs sacrificed some prediction power but made the model more interpretable and feasible. The high absolute risk of even a small number of AE combinations suggests the promise of GBS prediction within the VAERS dataset. CI - (c) 2021 John Wiley & Sons Ltd. FAU - Luo, Chongliang AU - Luo C AUID- ORCID: 0000-0003-3682-9454 AD - Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania, Philadelphia, Pennsylvania, USA. FAU - Jiang, Ying AU - Jiang Y AD - Department of Neurology and Multiple Sclerosis Research Center, The Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China. FAU - Du, Jingcheng AU - Du J AD - School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, Texas, USA. FAU - Tong, Jiayi AU - Tong J AD - Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania, Philadelphia, Pennsylvania, USA. FAU - Huang, Jing AU - Huang J AD - Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania, Philadelphia, Pennsylvania, USA. FAU - Lo Re, Vincent 3rd AU - Lo Re V 3rd AD - Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania, Philadelphia, Pennsylvania, USA. FAU - Ellenberg, Susan S AU - Ellenberg SS AD - Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania, Philadelphia, Pennsylvania, USA. FAU - Poland, Gregory A AU - Poland GA AD - Mayo Clinic Vaccine Research Group, Mayo Clinic, Rochester, Minnesota, USA. FAU - Tao, Cui AU - Tao C AD - School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, Texas, USA. FAU - Chen, Yong AU - Chen Y AD - Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania, Philadelphia, Pennsylvania, USA. LA - eng PT - Journal Article DEP - 20210223 PL - England TA - Pharmacoepidemiol Drug Saf JT - Pharmacoepidemiology and drug safety JID - 9208369 RN - 0 (Influenza Vaccines) SB - IM MH - Adverse Drug Reaction Reporting Systems/*statistics & numerical data MH - Female MH - *Guillain-Barre Syndrome/chemically induced/diagnosis/epidemiology MH - Humans MH - Influenza Vaccines/administration & dosage/*adverse effects MH - Influenza, Human/*prevention & control MH - Male MH - United States/epidemiology MH - Vaccination/adverse effects PMC - PMC8014460 OTO - NOTNLM OT - Guillain-Barre syndrome OT - VAERS OT - risk prediction model OT - trivalent influenza vaccine OT - underreporting OT - vaccine pharmacovigilance COIS- Dr. Poland is the chair of a Safety Evaluation Committee for novel investigational vaccine trials being conducted by Merck Research Laboratories. Dr. Poland offers consultative advice on vaccine development to Merck & Co., Medicago, GlaxoSmithKline, Sanofi Pasteur, Emergent Biosolutions, Dynavax, Genentech, Eli Lilly and Company, Janssen Global Services LLC, Kentucky Bioprocessing, and Genevant Sciences, Inc. Dr. Poland holds patents related to vaccinia, influenza, and measles peptide vaccines. Dr. Poland has received grant funding from ICW Ventures for preclinical studies on a peptide-based COVID-19 vaccine. These activities have been reviewed by the Mayo Clinic Conflict of Interest Review Board and are conducted in compliance with Mayo Clinic Conflict of Interest policies. EDAT- 2021/02/04 06:00 MHDA- 2021/11/19 06:00 PMCR- 2021/02/23 CRDT- 2021/02/03 06:04 PHST- 2020/10/07 00:00 [received] PHST- 2021/01/11 00:00 [accepted] PHST- 2021/02/04 06:00 [pubmed] PHST- 2021/11/19 06:00 [medline] PHST- 2021/02/03 06:04 [entrez] PHST- 2021/02/23 00:00 [pmc-release] AID - PDS5196 [pii] AID - 10.1002/pds.5196 [doi] PST - ppublish SO - Pharmacoepidemiol Drug Saf. 2021 May;30(5):602-609. doi: 10.1002/pds.5196. Epub 2021 Feb 23.