Vaccine-adverse event association analysis on the VAERS database

The Vaccine Adverse Event Reporting System (VAERS) received thousands of reports of adverse events that occurred after vaccine administrations from the post-marketing vaccine safety surveillance. However, the causality between vaccines and reported adverse events cannot be taken for granted. In this...

Full description

Bibliographic Details
Main Author: Ye, Na, 1983-
Format: Others
Language:English
Published: 2011
Subjects:
Online Access:http://hdl.handle.net/2152/ETD-UT-2011-05-3293
id ndltd-UTEXAS-oai-repositories.lib.utexas.edu-2152-ETD-UT-2011-05-3293
record_format oai_dc
spelling ndltd-UTEXAS-oai-repositories.lib.utexas.edu-2152-ETD-UT-2011-05-32932015-09-20T17:02:37ZVaccine-adverse event association analysis on the VAERS databaseYe, Na, 1983-VaccineAdverse eventData miningRelative riskProportional relative riskScreened proportional reporting ratioThe Vaccine Adverse Event Reporting System (VAERS) received thousands of reports of adverse events that occurred after vaccine administrations from the post-marketing vaccine safety surveillance. However, the causality between vaccines and reported adverse events cannot be taken for granted. In this report several data mining methods were applied to VAERS database that is coded in MedDRA terms to discover possible associations between vaccines and adverse events. Efforts were devoted to identify events that are reported more frequently after administering one vaccine than other vaccines using the following data mining techniques: relative ratio (RR), statistical significance (LogP), proportional reporting ratio (PRR), and screened PRR (SPRR). The vaccine-event combinations that ranked top in each method varied substantially among the methods. RR and PRR gave excessive weight to small counts of vaccine-event pairs, but SPRR was able to correct this weakness. There are only 33 vaccine-event pairs that were shared among the top 1,000 ranked in each method. Evaluating the properties of these data mining methods and exploring other methods will help improve vaccine safety surveillance.text2011-08-05T18:47:36Z2011-08-05T18:47:36Z2011-052011-08-05May 20112011-08-05T18:47:40Zthesisapplication/pdfhttp://hdl.handle.net/2152/ETD-UT-2011-05-32932152/ETD-UT-2011-05-3293eng
collection NDLTD
language English
format Others
sources NDLTD
topic Vaccine
Adverse event
Data mining
Relative risk
Proportional relative risk
Screened proportional reporting ratio
spellingShingle Vaccine
Adverse event
Data mining
Relative risk
Proportional relative risk
Screened proportional reporting ratio
Ye, Na, 1983-
Vaccine-adverse event association analysis on the VAERS database
description The Vaccine Adverse Event Reporting System (VAERS) received thousands of reports of adverse events that occurred after vaccine administrations from the post-marketing vaccine safety surveillance. However, the causality between vaccines and reported adverse events cannot be taken for granted. In this report several data mining methods were applied to VAERS database that is coded in MedDRA terms to discover possible associations between vaccines and adverse events. Efforts were devoted to identify events that are reported more frequently after administering one vaccine than other vaccines using the following data mining techniques: relative ratio (RR), statistical significance (LogP), proportional reporting ratio (PRR), and screened PRR (SPRR). The vaccine-event combinations that ranked top in each method varied substantially among the methods. RR and PRR gave excessive weight to small counts of vaccine-event pairs, but SPRR was able to correct this weakness. There are only 33 vaccine-event pairs that were shared among the top 1,000 ranked in each method. Evaluating the properties of these data mining methods and exploring other methods will help improve vaccine safety surveillance. === text
author Ye, Na, 1983-
author_facet Ye, Na, 1983-
author_sort Ye, Na, 1983-
title Vaccine-adverse event association analysis on the VAERS database
title_short Vaccine-adverse event association analysis on the VAERS database
title_full Vaccine-adverse event association analysis on the VAERS database
title_fullStr Vaccine-adverse event association analysis on the VAERS database
title_full_unstemmed Vaccine-adverse event association analysis on the VAERS database
title_sort vaccine-adverse event association analysis on the vaers database
publishDate 2011
url http://hdl.handle.net/2152/ETD-UT-2011-05-3293
work_keys_str_mv AT yena1983 vaccineadverseeventassociationanalysisonthevaersdatabase
_version_ 1716821991216906240