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Development and validation of a model to predict the 10-year risk of general practitioner-recorded COPD

BACKGROUND: There is increasing interest in the earlier detection of, and intervention in, patients at highest risk of developing chronic obstructive pulmonary disease (COPD). AIMS: The objective of this research was to develop and validate a risk prediction model for general practitioner (GP)-recor...

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Autores principales: Kotz, Daniel, Simpson, Colin R, Viechtbauer, Wolfgang, van Schayck, Onno CP, Sheikh, Aziz
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4373306/
https://www.ncbi.nlm.nih.gov/pubmed/24841327
http://dx.doi.org/10.1038/npjpcrm.2014.11
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author Kotz, Daniel
Simpson, Colin R
Viechtbauer, Wolfgang
van Schayck, Onno CP
Sheikh, Aziz
author_facet Kotz, Daniel
Simpson, Colin R
Viechtbauer, Wolfgang
van Schayck, Onno CP
Sheikh, Aziz
author_sort Kotz, Daniel
collection PubMed
description BACKGROUND: There is increasing interest in the earlier detection of, and intervention in, patients at highest risk of developing chronic obstructive pulmonary disease (COPD). AIMS: The objective of this research was to develop and validate a risk prediction model for general practitioner (GP)-recorded diagnosis of COPD. METHODS: We used data from 239 Scottish GP practices; two-thirds were randomly allocated to a derivation cohort and the other third to a validation cohort. We included patients aged 35–74 years at the cohort entry date, and excluded patients with a recorded diagnosis of COPD prior to the entry date and with missing data on smoking status. RESULTS: There were 480,903 patients in the derivation cohort and 247,755 in the validation cohort. The incidence of COPD in the total cohort was 5.53/1,000 patient-years of follow-up (95% confidence interval (CI), 5.46–5.60). In the derivation cohort, the COPD risk for ever- versus never-smokers was substantially higher in women (hazard ratio (HR)=9.61, 95% CI, 8.92–10.34) than in men (HR=6.72, 95% CI, 6.19–7.30). Other risk factors for both sexes were level of deprivation and a previously recorded asthma diagnosis. In the validation cohort, the model discriminated well between patients who did and those who did not develop COPD: area under the receiver operating characteristics curve=0.845 (95% CI, 0.840–0.850) for females and 0.832 (95% CI, 0.827–0.837) for males. CONCLUSIONS: We have developed and validated the first risk prediction model for COPD, which has the major advantage of being populated entirely by routinely collected data and consequently may be used for clinical practice.
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spelling pubmed-43733062015-09-15 Development and validation of a model to predict the 10-year risk of general practitioner-recorded COPD Kotz, Daniel Simpson, Colin R Viechtbauer, Wolfgang van Schayck, Onno CP Sheikh, Aziz NPJ Prim Care Respir Med Article BACKGROUND: There is increasing interest in the earlier detection of, and intervention in, patients at highest risk of developing chronic obstructive pulmonary disease (COPD). AIMS: The objective of this research was to develop and validate a risk prediction model for general practitioner (GP)-recorded diagnosis of COPD. METHODS: We used data from 239 Scottish GP practices; two-thirds were randomly allocated to a derivation cohort and the other third to a validation cohort. We included patients aged 35–74 years at the cohort entry date, and excluded patients with a recorded diagnosis of COPD prior to the entry date and with missing data on smoking status. RESULTS: There were 480,903 patients in the derivation cohort and 247,755 in the validation cohort. The incidence of COPD in the total cohort was 5.53/1,000 patient-years of follow-up (95% confidence interval (CI), 5.46–5.60). In the derivation cohort, the COPD risk for ever- versus never-smokers was substantially higher in women (hazard ratio (HR)=9.61, 95% CI, 8.92–10.34) than in men (HR=6.72, 95% CI, 6.19–7.30). Other risk factors for both sexes were level of deprivation and a previously recorded asthma diagnosis. In the validation cohort, the model discriminated well between patients who did and those who did not develop COPD: area under the receiver operating characteristics curve=0.845 (95% CI, 0.840–0.850) for females and 0.832 (95% CI, 0.827–0.837) for males. CONCLUSIONS: We have developed and validated the first risk prediction model for COPD, which has the major advantage of being populated entirely by routinely collected data and consequently may be used for clinical practice. Nature Publishing Group 2014-05-20 /pmc/articles/PMC4373306/ /pubmed/24841327 http://dx.doi.org/10.1038/npjpcrm.2014.11 Text en Copyright © 2014 Primary Care Respiratory Society UK/Macmillan Publishers Limited http://creativecommons.org/licenses/by-nc-nd/4.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-nd/4.0/
spellingShingle Article
Kotz, Daniel
Simpson, Colin R
Viechtbauer, Wolfgang
van Schayck, Onno CP
Sheikh, Aziz
Development and validation of a model to predict the 10-year risk of general practitioner-recorded COPD
title Development and validation of a model to predict the 10-year risk of general practitioner-recorded COPD
title_full Development and validation of a model to predict the 10-year risk of general practitioner-recorded COPD
title_fullStr Development and validation of a model to predict the 10-year risk of general practitioner-recorded COPD
title_full_unstemmed Development and validation of a model to predict the 10-year risk of general practitioner-recorded COPD
title_short Development and validation of a model to predict the 10-year risk of general practitioner-recorded COPD
title_sort development and validation of a model to predict the 10-year risk of general practitioner-recorded copd
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4373306/
https://www.ncbi.nlm.nih.gov/pubmed/24841327
http://dx.doi.org/10.1038/npjpcrm.2014.11
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