Disease and pharmacologic risk factors for first and subsequent episodes of equine laminitis: a cohort study of free-text electronic medical records

Electronic medical records from first opinion equine veterinary practice may represent a unique resource for epidemiologic research. The appropriateness of this resource for risk factor analyses was explored as part of an investigation into clinical and pharmacologic risk factors for laminitis. Amal...

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Main Authors: Welsh, Claire E., Duz, Marco, Parkin, Timothy D.H., Marshall, John F.
Format: Article
Published: Elsevier 2017
Subjects:
Online Access:https://eprints.nottingham.ac.uk/40315/
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author Welsh, Claire E.
Duz, Marco
Parkin, Timothy D.H.
Marshall, John F.
author_facet Welsh, Claire E.
Duz, Marco
Parkin, Timothy D.H.
Marshall, John F.
author_sort Welsh, Claire E.
building Nottingham Research Data Repository
collection Online Access
description Electronic medical records from first opinion equine veterinary practice may represent a unique resource for epidemiologic research. The appropriateness of this resource for risk factor analyses was explored as part of an investigation into clinical and pharmacologic risk factors for laminitis. Amalgamated medical records from seven UK practices were subjected to text mining to identify laminitis episodes, systemic or intra-synovial corticosteroid prescription, diseases known to affect laminitis risk and clinical signs or syndromes likely to lead to corticosteroid use. Cox proportional hazard models and Prentice, Williams, Peterson models for repeated events were used to estimate associations with time to first, or subsequent laminitis episodes, respectively. Over seventy percent of horses that were diagnosed with laminitis suf- fered at least one recurrence. Risk factors for first and subsequent laminitis episodes were found to vary. Corticosteroid use (prednisolone only) was only significantly associated with subsequent, and not ini- tial laminitis episodes. Electronic medical record use for such analyses is plausible and offers important advantages over more traditional data sources. It does, however, pose challenges and limitations that must be taken into account, and requires a conceptual change to disease diagnosis which should be considered carefully.
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spelling nottingham-403152020-05-04T18:23:15Z https://eprints.nottingham.ac.uk/40315/ Disease and pharmacologic risk factors for first and subsequent episodes of equine laminitis: a cohort study of free-text electronic medical records Welsh, Claire E. Duz, Marco Parkin, Timothy D.H. Marshall, John F. Electronic medical records from first opinion equine veterinary practice may represent a unique resource for epidemiologic research. The appropriateness of this resource for risk factor analyses was explored as part of an investigation into clinical and pharmacologic risk factors for laminitis. Amalgamated medical records from seven UK practices were subjected to text mining to identify laminitis episodes, systemic or intra-synovial corticosteroid prescription, diseases known to affect laminitis risk and clinical signs or syndromes likely to lead to corticosteroid use. Cox proportional hazard models and Prentice, Williams, Peterson models for repeated events were used to estimate associations with time to first, or subsequent laminitis episodes, respectively. Over seventy percent of horses that were diagnosed with laminitis suf- fered at least one recurrence. Risk factors for first and subsequent laminitis episodes were found to vary. Corticosteroid use (prednisolone only) was only significantly associated with subsequent, and not ini- tial laminitis episodes. Electronic medical record use for such analyses is plausible and offers important advantages over more traditional data sources. It does, however, pose challenges and limitations that must be taken into account, and requires a conceptual change to disease diagnosis which should be considered carefully. Elsevier 2017-01-01 Article PeerReviewed Welsh, Claire E., Duz, Marco, Parkin, Timothy D.H. and Marshall, John F. (2017) Disease and pharmacologic risk factors for first and subsequent episodes of equine laminitis: a cohort study of free-text electronic medical records. Preventive Veterinary Medicine, 136 . pp. 11-18. ISSN 0167-5877 laminitis horse electronic medical records text mining http://www.sciencedirect.com/science/article/pii/S0167587716305815 doi:10.1016/j.prevetmed.2016.11.012 doi:10.1016/j.prevetmed.2016.11.012
spellingShingle laminitis
horse
electronic medical records
text mining
Welsh, Claire E.
Duz, Marco
Parkin, Timothy D.H.
Marshall, John F.
Disease and pharmacologic risk factors for first and subsequent episodes of equine laminitis: a cohort study of free-text electronic medical records
title Disease and pharmacologic risk factors for first and subsequent episodes of equine laminitis: a cohort study of free-text electronic medical records
title_full Disease and pharmacologic risk factors for first and subsequent episodes of equine laminitis: a cohort study of free-text electronic medical records
title_fullStr Disease and pharmacologic risk factors for first and subsequent episodes of equine laminitis: a cohort study of free-text electronic medical records
title_full_unstemmed Disease and pharmacologic risk factors for first and subsequent episodes of equine laminitis: a cohort study of free-text electronic medical records
title_short Disease and pharmacologic risk factors for first and subsequent episodes of equine laminitis: a cohort study of free-text electronic medical records
title_sort disease and pharmacologic risk factors for first and subsequent episodes of equine laminitis: a cohort study of free-text electronic medical records
topic laminitis
horse
electronic medical records
text mining
url https://eprints.nottingham.ac.uk/40315/
https://eprints.nottingham.ac.uk/40315/
https://eprints.nottingham.ac.uk/40315/