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Identification of antithrombotic drugs related to total joint replacement using anonymised free-text notes: a search strategy in the Clinical Practice Research Datalink
OBJECTIVES: We aimed to design and test a method to extract information on antithrombotic therapy from anonymised free-text notes in the Clinical Practice Research Datalink (CPRD). SETTING: General practice database representative of the UK. PARTICIPANTS: All patients undergoing total hip replacemen...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4679841/ https://www.ncbi.nlm.nih.gov/pubmed/26621515 http://dx.doi.org/10.1136/bmjopen-2015-009017 |
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author | Nielen, Johannes TH van den Bemt, Bart J F Boonen, Annelies Dagnelie, Pieter C Emans, Pieter J Veldhorst, Nicole Lalmohamed, Arief van Staa, Tjeerd-Pieter de Vries, Frank |
author_facet | Nielen, Johannes TH van den Bemt, Bart J F Boonen, Annelies Dagnelie, Pieter C Emans, Pieter J Veldhorst, Nicole Lalmohamed, Arief van Staa, Tjeerd-Pieter de Vries, Frank |
author_sort | Nielen, Johannes TH |
collection | PubMed |
description | OBJECTIVES: We aimed to design and test a method to extract information on antithrombotic therapy from anonymised free-text notes in the Clinical Practice Research Datalink (CPRD). SETTING: General practice database representative of the UK. PARTICIPANTS: All patients undergoing total hip replacement (THR, n=25 898) or total knee replacement (TKR, n=22 231) between January 2008 and October 2012 were included. Antithrombotic drug use related to THR or TKR was identified using anonymised free text and prescription data. PRIMARY AND SECONDARY OUTCOME MEASURES: Internal validity of our newly designed method was determined by calculating positive predictive values (PPVs) of hits for predefined keywords in a random sample of anonymised free-text notes. In order to determine potential detection bias, total joint replacement (TJR) patient characteristics were compared as per their status of exposure to antithrombotics. RESULTS: PPVs ranging between 97% and 99% for new oral anticoagulants (NOAC) or low-molecular weight heparins (LMWH) exposure related to TJR were obtained with our method. Our search strategy increased detection rates by 57%, yielding a total proportion of 18.5% of all THR and 18.6% of all TKR surgeries. Identified users of NOACs and LMWHs were largely similar with regards to age, sex, lifestyle, disease and drug history compared to patients without identified drug use. CONCLUSIONS: We have developed a useful method to identify additional exposure to NOACs or LMWHs with TJR surgery. |
format | Online Article Text |
id | pubmed-4679841 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-46798412015-12-18 Identification of antithrombotic drugs related to total joint replacement using anonymised free-text notes: a search strategy in the Clinical Practice Research Datalink Nielen, Johannes TH van den Bemt, Bart J F Boonen, Annelies Dagnelie, Pieter C Emans, Pieter J Veldhorst, Nicole Lalmohamed, Arief van Staa, Tjeerd-Pieter de Vries, Frank BMJ Open Epidemiology OBJECTIVES: We aimed to design and test a method to extract information on antithrombotic therapy from anonymised free-text notes in the Clinical Practice Research Datalink (CPRD). SETTING: General practice database representative of the UK. PARTICIPANTS: All patients undergoing total hip replacement (THR, n=25 898) or total knee replacement (TKR, n=22 231) between January 2008 and October 2012 were included. Antithrombotic drug use related to THR or TKR was identified using anonymised free text and prescription data. PRIMARY AND SECONDARY OUTCOME MEASURES: Internal validity of our newly designed method was determined by calculating positive predictive values (PPVs) of hits for predefined keywords in a random sample of anonymised free-text notes. In order to determine potential detection bias, total joint replacement (TJR) patient characteristics were compared as per their status of exposure to antithrombotics. RESULTS: PPVs ranging between 97% and 99% for new oral anticoagulants (NOAC) or low-molecular weight heparins (LMWH) exposure related to TJR were obtained with our method. Our search strategy increased detection rates by 57%, yielding a total proportion of 18.5% of all THR and 18.6% of all TKR surgeries. Identified users of NOACs and LMWHs were largely similar with regards to age, sex, lifestyle, disease and drug history compared to patients without identified drug use. CONCLUSIONS: We have developed a useful method to identify additional exposure to NOACs or LMWHs with TJR surgery. BMJ Publishing Group 2015-11-30 /pmc/articles/PMC4679841/ /pubmed/26621515 http://dx.doi.org/10.1136/bmjopen-2015-009017 Text en Published by the BMJ Publishing Group Limited. For permission to use (where not already granted under a licence) please go to http://www.bmj.com/company/products-services/rights-and-licensing/ This is an Open Access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/ |
spellingShingle | Epidemiology Nielen, Johannes TH van den Bemt, Bart J F Boonen, Annelies Dagnelie, Pieter C Emans, Pieter J Veldhorst, Nicole Lalmohamed, Arief van Staa, Tjeerd-Pieter de Vries, Frank Identification of antithrombotic drugs related to total joint replacement using anonymised free-text notes: a search strategy in the Clinical Practice Research Datalink |
title | Identification of antithrombotic drugs related to total joint replacement using anonymised free-text notes: a search strategy in the Clinical Practice Research Datalink |
title_full | Identification of antithrombotic drugs related to total joint replacement using anonymised free-text notes: a search strategy in the Clinical Practice Research Datalink |
title_fullStr | Identification of antithrombotic drugs related to total joint replacement using anonymised free-text notes: a search strategy in the Clinical Practice Research Datalink |
title_full_unstemmed | Identification of antithrombotic drugs related to total joint replacement using anonymised free-text notes: a search strategy in the Clinical Practice Research Datalink |
title_short | Identification of antithrombotic drugs related to total joint replacement using anonymised free-text notes: a search strategy in the Clinical Practice Research Datalink |
title_sort | identification of antithrombotic drugs related to total joint replacement using anonymised free-text notes: a search strategy in the clinical practice research datalink |
topic | Epidemiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4679841/ https://www.ncbi.nlm.nih.gov/pubmed/26621515 http://dx.doi.org/10.1136/bmjopen-2015-009017 |
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