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Secondary prevention of acute coronary syndrome with antiplatelet agents in real life: A high-dimensional propensity score matched cohort study in the French National claims database

Users of newly marketed drugs often differ from the patients included in randomized clinical trials, and from patients prescribed similar drugs. Cohorts of such users may be compared using propensity score adjustment, or similar user cohorts may be built using high-dimensional propensity score match...

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Autores principales: Blin, Patrick, Dureau-Pournin, Caroline, Jové, Jérémy, Lassalle, Regis, Droz, Cécile, Moore, Nicholas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7168760/
https://www.ncbi.nlm.nih.gov/pubmed/32322541
http://dx.doi.org/10.1016/j.mex.2020.100796
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author Blin, Patrick
Dureau-Pournin, Caroline
Jové, Jérémy
Lassalle, Regis
Droz, Cécile
Moore, Nicholas
author_facet Blin, Patrick
Dureau-Pournin, Caroline
Jové, Jérémy
Lassalle, Regis
Droz, Cécile
Moore, Nicholas
author_sort Blin, Patrick
collection PubMed
description Users of newly marketed drugs often differ from the patients included in randomized clinical trials, and from patients prescribed similar drugs. Cohorts of such users may be compared using propensity score adjustment, or similar user cohorts may be built using high-dimensional propensity score matching in large population databases. One such database is SNDS, the French nationwide claims and hospitalization database, which covers 99 % of the French population. It has yet been rarely used. To study the comparative effectiveness and safety in secondary coronary prevention of ticagrelor, compared to clopidogrel or prasugrel, we identified in SNDS patients who were dispensed any of the three antiplatelet agents of interest (± aspirin) within a month after discharge from hospital for acute coronary syndrome (ACS) and followed them one year for recurrence of ACS, stroke, acute bleeding, or death. High-dimensional propensity scores were developed to identify matched cohorts. Drug performances were also compared in the whole population using adjustment on the same parameters. Here we describe the database that was used, and the methods developed for the high-dimensional propensity score matching, resulting in standardized mean differences between the matched populations of less than 2 % for all of the 500+ variables included in the model. • This study was done in a newly available large-scale claims database, which may differ from other population databases, by it size and exhaustiveness; • The methods elaborate on standard high-dimensional propensity scores as adapted to this claims database.
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spelling pubmed-71687602020-04-22 Secondary prevention of acute coronary syndrome with antiplatelet agents in real life: A high-dimensional propensity score matched cohort study in the French National claims database Blin, Patrick Dureau-Pournin, Caroline Jové, Jérémy Lassalle, Regis Droz, Cécile Moore, Nicholas MethodsX Pharmacology, Toxicology and Pharmaceutical Science Users of newly marketed drugs often differ from the patients included in randomized clinical trials, and from patients prescribed similar drugs. Cohorts of such users may be compared using propensity score adjustment, or similar user cohorts may be built using high-dimensional propensity score matching in large population databases. One such database is SNDS, the French nationwide claims and hospitalization database, which covers 99 % of the French population. It has yet been rarely used. To study the comparative effectiveness and safety in secondary coronary prevention of ticagrelor, compared to clopidogrel or prasugrel, we identified in SNDS patients who were dispensed any of the three antiplatelet agents of interest (± aspirin) within a month after discharge from hospital for acute coronary syndrome (ACS) and followed them one year for recurrence of ACS, stroke, acute bleeding, or death. High-dimensional propensity scores were developed to identify matched cohorts. Drug performances were also compared in the whole population using adjustment on the same parameters. Here we describe the database that was used, and the methods developed for the high-dimensional propensity score matching, resulting in standardized mean differences between the matched populations of less than 2 % for all of the 500+ variables included in the model. • This study was done in a newly available large-scale claims database, which may differ from other population databases, by it size and exhaustiveness; • The methods elaborate on standard high-dimensional propensity scores as adapted to this claims database. Elsevier 2020-01-23 /pmc/articles/PMC7168760/ /pubmed/32322541 http://dx.doi.org/10.1016/j.mex.2020.100796 Text en © 2020 The Author(s) http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Pharmacology, Toxicology and Pharmaceutical Science
Blin, Patrick
Dureau-Pournin, Caroline
Jové, Jérémy
Lassalle, Regis
Droz, Cécile
Moore, Nicholas
Secondary prevention of acute coronary syndrome with antiplatelet agents in real life: A high-dimensional propensity score matched cohort study in the French National claims database
title Secondary prevention of acute coronary syndrome with antiplatelet agents in real life: A high-dimensional propensity score matched cohort study in the French National claims database
title_full Secondary prevention of acute coronary syndrome with antiplatelet agents in real life: A high-dimensional propensity score matched cohort study in the French National claims database
title_fullStr Secondary prevention of acute coronary syndrome with antiplatelet agents in real life: A high-dimensional propensity score matched cohort study in the French National claims database
title_full_unstemmed Secondary prevention of acute coronary syndrome with antiplatelet agents in real life: A high-dimensional propensity score matched cohort study in the French National claims database
title_short Secondary prevention of acute coronary syndrome with antiplatelet agents in real life: A high-dimensional propensity score matched cohort study in the French National claims database
title_sort secondary prevention of acute coronary syndrome with antiplatelet agents in real life: a high-dimensional propensity score matched cohort study in the french national claims database
topic Pharmacology, Toxicology and Pharmaceutical Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7168760/
https://www.ncbi.nlm.nih.gov/pubmed/32322541
http://dx.doi.org/10.1016/j.mex.2020.100796
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