Cargando…

The upper bound to the Relative Reporting Ratio—a measure of the impact of the violation of hidden assumptions underlying some disproportionality methods used in signal detection

PURPOSE: For disproportionality measures based on the Relative Reporting Ratio (RRR) such as the Information Component (IC) and the Empirical Bayesian Geometrical Mean (EBGM), each product and event is assumed to represent a negligible fraction of the spontaneous report database (SRD). Here, we prov...

Descripción completa

Detalles Bibliográficos
Autores principales: Van Holle, Lionel, Bauchau, Vincent
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Blackwell Publishing Ltd 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4265853/
https://www.ncbi.nlm.nih.gov/pubmed/24395594
http://dx.doi.org/10.1002/pds.3556
_version_ 1782348950711304192
author Van Holle, Lionel
Bauchau, Vincent
author_facet Van Holle, Lionel
Bauchau, Vincent
author_sort Van Holle, Lionel
collection PubMed
description PURPOSE: For disproportionality measures based on the Relative Reporting Ratio (RRR) such as the Information Component (IC) and the Empirical Bayesian Geometrical Mean (EBGM), each product and event is assumed to represent a negligible fraction of the spontaneous report database (SRD). Here, we provide the tools for allowing signal detection experts to assess the consequence of the violation of this assumption on their specific SRD. METHODS: For each product–event pair (P–E), a worst-case scenario associated all the reported events-of-interest with the product of interest. The values of the RRR under this scenario were measured for different sets of stratification factors using the GlaxoSmithKline vaccines SRD. These values represent the RRR upper bound that RRR cannot exceed whatever the true strength of association. RESULTS: Depending on the choice of stratification factors, the RRR could not exceed an upper bound of 2 for up to 2.4% of the P–Es. For Engerix™, 23.4% of all reports in the SDR, the RRR could not exceed an upper bound of 2 for up to 13.8% of pairs. For the P–E Rotarix™-Intussusception, the choice of stratification factors impacted the upper bound to RRR: from 52.5 for an unstratified RRR to 2.0 for a fully stratified RRR. CONCLUSIONS: The quantification of the upper bound can indicate whether measures such as EBGM, IC, or RRR can be used for SRD for which products or events represent a non-negligible fraction of the entire SRD. In addition, at the level of the product or P–E, it can also highlight detrimental impact of overstratification. © 2014 The Authors. Pharmacoepidemiology and Drug Safety published by John Wiley & Sons, Ltd.
format Online
Article
Text
id pubmed-4265853
institution National Center for Biotechnology Information
language English
publishDate 2014
publisher Blackwell Publishing Ltd
record_format MEDLINE/PubMed
spelling pubmed-42658532014-12-30 The upper bound to the Relative Reporting Ratio—a measure of the impact of the violation of hidden assumptions underlying some disproportionality methods used in signal detection Van Holle, Lionel Bauchau, Vincent Pharmacoepidemiol Drug Saf Original Reports PURPOSE: For disproportionality measures based on the Relative Reporting Ratio (RRR) such as the Information Component (IC) and the Empirical Bayesian Geometrical Mean (EBGM), each product and event is assumed to represent a negligible fraction of the spontaneous report database (SRD). Here, we provide the tools for allowing signal detection experts to assess the consequence of the violation of this assumption on their specific SRD. METHODS: For each product–event pair (P–E), a worst-case scenario associated all the reported events-of-interest with the product of interest. The values of the RRR under this scenario were measured for different sets of stratification factors using the GlaxoSmithKline vaccines SRD. These values represent the RRR upper bound that RRR cannot exceed whatever the true strength of association. RESULTS: Depending on the choice of stratification factors, the RRR could not exceed an upper bound of 2 for up to 2.4% of the P–Es. For Engerix™, 23.4% of all reports in the SDR, the RRR could not exceed an upper bound of 2 for up to 13.8% of pairs. For the P–E Rotarix™-Intussusception, the choice of stratification factors impacted the upper bound to RRR: from 52.5 for an unstratified RRR to 2.0 for a fully stratified RRR. CONCLUSIONS: The quantification of the upper bound can indicate whether measures such as EBGM, IC, or RRR can be used for SRD for which products or events represent a non-negligible fraction of the entire SRD. In addition, at the level of the product or P–E, it can also highlight detrimental impact of overstratification. © 2014 The Authors. Pharmacoepidemiology and Drug Safety published by John Wiley & Sons, Ltd. Blackwell Publishing Ltd 2014-08 2014-01-03 /pmc/articles/PMC4265853/ /pubmed/24395594 http://dx.doi.org/10.1002/pds.3556 Text en © 2014 The Authors. Pharmacoepidemiology and Drug Safety published by John Wiley & Sons, Ltd. http://creativecommons.org/licenses/by-nc-nd/3.0/ This is an open access article under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non-commercial and no modifications or adaptations are made.
spellingShingle Original Reports
Van Holle, Lionel
Bauchau, Vincent
The upper bound to the Relative Reporting Ratio—a measure of the impact of the violation of hidden assumptions underlying some disproportionality methods used in signal detection
title The upper bound to the Relative Reporting Ratio—a measure of the impact of the violation of hidden assumptions underlying some disproportionality methods used in signal detection
title_full The upper bound to the Relative Reporting Ratio—a measure of the impact of the violation of hidden assumptions underlying some disproportionality methods used in signal detection
title_fullStr The upper bound to the Relative Reporting Ratio—a measure of the impact of the violation of hidden assumptions underlying some disproportionality methods used in signal detection
title_full_unstemmed The upper bound to the Relative Reporting Ratio—a measure of the impact of the violation of hidden assumptions underlying some disproportionality methods used in signal detection
title_short The upper bound to the Relative Reporting Ratio—a measure of the impact of the violation of hidden assumptions underlying some disproportionality methods used in signal detection
title_sort upper bound to the relative reporting ratio—a measure of the impact of the violation of hidden assumptions underlying some disproportionality methods used in signal detection
topic Original Reports
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4265853/
https://www.ncbi.nlm.nih.gov/pubmed/24395594
http://dx.doi.org/10.1002/pds.3556
work_keys_str_mv AT vanhollelionel theupperboundtotherelativereportingratioameasureoftheimpactoftheviolationofhiddenassumptionsunderlyingsomedisproportionalitymethodsusedinsignaldetection
AT bauchauvincent theupperboundtotherelativereportingratioameasureoftheimpactoftheviolationofhiddenassumptionsunderlyingsomedisproportionalitymethodsusedinsignaldetection
AT vanhollelionel upperboundtotherelativereportingratioameasureoftheimpactoftheviolationofhiddenassumptionsunderlyingsomedisproportionalitymethodsusedinsignaldetection
AT bauchauvincent upperboundtotherelativereportingratioameasureoftheimpactoftheviolationofhiddenassumptionsunderlyingsomedisproportionalitymethodsusedinsignaldetection