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Choice of oral anticoagulant prescribed by general practices in Wales: Application of Dirichlet regression and linked data

AIMS: There has been sustained growth in the prescribing of direct oral anticoagulants (OACs) in primary care in the UK. Given the different indications, properties and prices of OACs, variation between prescribers is expected; however, a high level of variation may be evidence of inappropriate or s...

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Autores principales: Hill‐McManus, Daniel, Hughes, Dyfrig A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9305862/
https://www.ncbi.nlm.nih.gov/pubmed/34913178
http://dx.doi.org/10.1111/bcp.15183
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author Hill‐McManus, Daniel
Hughes, Dyfrig A.
author_facet Hill‐McManus, Daniel
Hughes, Dyfrig A.
author_sort Hill‐McManus, Daniel
collection PubMed
description AIMS: There has been sustained growth in the prescribing of direct oral anticoagulants (OACs) in primary care in the UK. Given the different indications, properties and prices of OACs, variation between prescribers is expected; however, a high level of variation may be evidence of inappropriate or suboptimal prescribing. This study examined the variation in the relative use of OACs in primary care in Wales. METHODS: Data on total defined daily doses of all community‐dispensed OACs in 2019 were linked at the GP practice level with disease registers, patient demographic data and GP and patient numbers. The relative use of each OAC, as a fraction of all OACs prescribed, was analysed using Dirichlet regression to quantify the association between prescribing patterns and practice and area‐level characteristics. RESULTS: Across 417 GP practices, the mean (range) in the relative prescribing of warfarin was 37% (6%–64%), apixaban was 32% (2%–65%), rivaroxaban 23% (0%–66%), dabigatran 3% (0%–23%) and edoxaban 6% (0%–59%). Statistical modelling provided strong evidence that prescribing patterns are associated with a GP practice's health board and also their nearest major hospital. Compared to the null model, a model including health board resulted in a 15% fall in Akaike information criterion, increasing to 20% with the addition of nearest major hospital and 27% including further covariates. CONCLUSION: Systematic variation in OAC prescribing, by health board and based on nearest hospital, indicates that factors other than patient clinical characteristics and preferences may be influencing prescribing decisions.
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spelling pubmed-93058622022-07-28 Choice of oral anticoagulant prescribed by general practices in Wales: Application of Dirichlet regression and linked data Hill‐McManus, Daniel Hughes, Dyfrig A. Br J Clin Pharmacol Original Articles AIMS: There has been sustained growth in the prescribing of direct oral anticoagulants (OACs) in primary care in the UK. Given the different indications, properties and prices of OACs, variation between prescribers is expected; however, a high level of variation may be evidence of inappropriate or suboptimal prescribing. This study examined the variation in the relative use of OACs in primary care in Wales. METHODS: Data on total defined daily doses of all community‐dispensed OACs in 2019 were linked at the GP practice level with disease registers, patient demographic data and GP and patient numbers. The relative use of each OAC, as a fraction of all OACs prescribed, was analysed using Dirichlet regression to quantify the association between prescribing patterns and practice and area‐level characteristics. RESULTS: Across 417 GP practices, the mean (range) in the relative prescribing of warfarin was 37% (6%–64%), apixaban was 32% (2%–65%), rivaroxaban 23% (0%–66%), dabigatran 3% (0%–23%) and edoxaban 6% (0%–59%). Statistical modelling provided strong evidence that prescribing patterns are associated with a GP practice's health board and also their nearest major hospital. Compared to the null model, a model including health board resulted in a 15% fall in Akaike information criterion, increasing to 20% with the addition of nearest major hospital and 27% including further covariates. CONCLUSION: Systematic variation in OAC prescribing, by health board and based on nearest hospital, indicates that factors other than patient clinical characteristics and preferences may be influencing prescribing decisions. John Wiley and Sons Inc. 2022-01-25 2022-06 /pmc/articles/PMC9305862/ /pubmed/34913178 http://dx.doi.org/10.1111/bcp.15183 Text en © 2021 The Authors. British Journal of Clinical Pharmacology published by John Wiley & Sons Ltd on behalf of British Pharmacological Society. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) 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 Articles
Hill‐McManus, Daniel
Hughes, Dyfrig A.
Choice of oral anticoagulant prescribed by general practices in Wales: Application of Dirichlet regression and linked data
title Choice of oral anticoagulant prescribed by general practices in Wales: Application of Dirichlet regression and linked data
title_full Choice of oral anticoagulant prescribed by general practices in Wales: Application of Dirichlet regression and linked data
title_fullStr Choice of oral anticoagulant prescribed by general practices in Wales: Application of Dirichlet regression and linked data
title_full_unstemmed Choice of oral anticoagulant prescribed by general practices in Wales: Application of Dirichlet regression and linked data
title_short Choice of oral anticoagulant prescribed by general practices in Wales: Application of Dirichlet regression and linked data
title_sort choice of oral anticoagulant prescribed by general practices in wales: application of dirichlet regression and linked data
topic Original Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9305862/
https://www.ncbi.nlm.nih.gov/pubmed/34913178
http://dx.doi.org/10.1111/bcp.15183
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