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Identifying rare diseases using electronic medical records: the example of allergic bronchopulmonary aspergillosis

PURPOSE: The purpose of the study is to evaluate whether primary care electronic medical records (EMRs) from patients with severe asthma can be used to identify allergic bronchopulmonary aspergillosis (ABPA) cases. METHODS: This cross‐sectional feasibility study was conducted in adults with active a...

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Detalles Bibliográficos
Autores principales: Maguire, Andrew, Johnson, Michelle E., Denning, David W., Ferreira, Germano L.C., Cassidy, Adrian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5573984/
https://www.ncbi.nlm.nih.gov/pubmed/28370596
http://dx.doi.org/10.1002/pds.4204
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author Maguire, Andrew
Johnson, Michelle E.
Denning, David W.
Ferreira, Germano L.C.
Cassidy, Adrian
author_facet Maguire, Andrew
Johnson, Michelle E.
Denning, David W.
Ferreira, Germano L.C.
Cassidy, Adrian
author_sort Maguire, Andrew
collection PubMed
description PURPOSE: The purpose of the study is to evaluate whether primary care electronic medical records (EMRs) from patients with severe asthma can be used to identify allergic bronchopulmonary aspergillosis (ABPA) cases. METHODS: This cross‐sectional feasibility study was conducted in adults with active and severe asthma registered with the Clinical Practice Research Datalink. A set of keywords flagged terms potentially indicative of ABPA in free‐text comments of patients' EMRs to produce a grid on the basis of keywords' hit or miss. The grid was examined for occurrence and concurrence of keywords to discern patterns of concurrence potentially indicative of an underlying diagnosis of ABPA. RESULTS: The analyses included 3 653 169 free‐text items from 21 054 patients. In total, 52 patients (0.25%) had at least one mention of ‘ABPA’ in their medical record; 67% of these patients also had a mention of ‘aspergillus/aspergillosis’, 54% of ‘bronchiectasis’, 42% of ‘itraconazole’ and 62% of ‘IgE’. The term ‘aspergillus/aspergillosis’ occurred with a proportion of 1.84% (N = 387); 9% of these patients also had a mention of ‘ABPA’, and the remaining 91% were potential additional cases of ABPA. From the observed concurrence of keywords, we were able to devise a potential algorithm to identify cases with varying degrees of specificity. CONCLUSIONS: This study suggests that analysis of free text within asthmatic patients' EMRs may be used to identify potential cases of ABPA. This could be an efficient approach to identify rare conditions and to quantify their potential burden. © 2017 The Authors. Pharmacoepidemiology & Drug Safety Published by John Wiley & Sons Ltd.
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spelling pubmed-55739842017-09-15 Identifying rare diseases using electronic medical records: the example of allergic bronchopulmonary aspergillosis Maguire, Andrew Johnson, Michelle E. Denning, David W. Ferreira, Germano L.C. Cassidy, Adrian Pharmacoepidemiol Drug Saf Original Reports PURPOSE: The purpose of the study is to evaluate whether primary care electronic medical records (EMRs) from patients with severe asthma can be used to identify allergic bronchopulmonary aspergillosis (ABPA) cases. METHODS: This cross‐sectional feasibility study was conducted in adults with active and severe asthma registered with the Clinical Practice Research Datalink. A set of keywords flagged terms potentially indicative of ABPA in free‐text comments of patients' EMRs to produce a grid on the basis of keywords' hit or miss. The grid was examined for occurrence and concurrence of keywords to discern patterns of concurrence potentially indicative of an underlying diagnosis of ABPA. RESULTS: The analyses included 3 653 169 free‐text items from 21 054 patients. In total, 52 patients (0.25%) had at least one mention of ‘ABPA’ in their medical record; 67% of these patients also had a mention of ‘aspergillus/aspergillosis’, 54% of ‘bronchiectasis’, 42% of ‘itraconazole’ and 62% of ‘IgE’. The term ‘aspergillus/aspergillosis’ occurred with a proportion of 1.84% (N = 387); 9% of these patients also had a mention of ‘ABPA’, and the remaining 91% were potential additional cases of ABPA. From the observed concurrence of keywords, we were able to devise a potential algorithm to identify cases with varying degrees of specificity. CONCLUSIONS: This study suggests that analysis of free text within asthmatic patients' EMRs may be used to identify potential cases of ABPA. This could be an efficient approach to identify rare conditions and to quantify their potential burden. © 2017 The Authors. Pharmacoepidemiology & Drug Safety Published by John Wiley & Sons Ltd. John Wiley and Sons Inc. 2017-03-31 2017-07 /pmc/articles/PMC5573984/ /pubmed/28370596 http://dx.doi.org/10.1002/pds.4204 Text en © 2017 The Authors. Pharmacoepidemiology & Drug Safety Published by John Wiley & Sons Ltd. This is an open access article under the terms of the Creative Commons Attribution (http://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Reports
Maguire, Andrew
Johnson, Michelle E.
Denning, David W.
Ferreira, Germano L.C.
Cassidy, Adrian
Identifying rare diseases using electronic medical records: the example of allergic bronchopulmonary aspergillosis
title Identifying rare diseases using electronic medical records: the example of allergic bronchopulmonary aspergillosis
title_full Identifying rare diseases using electronic medical records: the example of allergic bronchopulmonary aspergillosis
title_fullStr Identifying rare diseases using electronic medical records: the example of allergic bronchopulmonary aspergillosis
title_full_unstemmed Identifying rare diseases using electronic medical records: the example of allergic bronchopulmonary aspergillosis
title_short Identifying rare diseases using electronic medical records: the example of allergic bronchopulmonary aspergillosis
title_sort identifying rare diseases using electronic medical records: the example of allergic bronchopulmonary aspergillosis
topic Original Reports
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5573984/
https://www.ncbi.nlm.nih.gov/pubmed/28370596
http://dx.doi.org/10.1002/pds.4204
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