Validation of a risk prediction model for Barrett’s esophagus in an Australian population
Colin J Ireland,1 Andrea L Gordon,2 Sarah K Thompson,3 David I Watson,4 David C Whiteman,5 Richard L Reed,6 Adrian Esterman1,7 1School of Nursing and Midwifery, Division of Health Sciences, University of South Australia, Adelaide, SA, Australia; 2School of Pharmacy and Medical Science, Division of H...
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doaj-46569211bae5412ebb3e98232140c19b2020-11-25T00:06:14ZengDove Medical PressClinical and Experimental Gastroenterology1178-70232018-03-01Volume 1113514237462Validation of a risk prediction model for Barrett’s esophagus in an Australian populationIreland CJGordon ALThompson SKWatson DIWhiteman DCReed RLEsterman AColin J Ireland,1 Andrea L Gordon,2 Sarah K Thompson,3 David I Watson,4 David C Whiteman,5 Richard L Reed,6 Adrian Esterman1,7 1School of Nursing and Midwifery, Division of Health Sciences, University of South Australia, Adelaide, SA, Australia; 2School of Pharmacy and Medical Science, Division of Health Sciences, University of South Australia, Adelaide, SA, Australia; 3Discipline of Surgery, University of Adelaide, Adelaide, SA, Australia; 4Department of Surgery, Flinders University, Bedford Park, SA, Australia; 5Population Health Department, QIMR Berghofer Medical Research Institute, Herston, QLD, Australia; 6Discipline of General Practice, Flinders University, Bedford Park, SA, Australia; 7Australian Institute of Tropical Health and Medicine, James Cook University, Cairns, QLD, Australia Background: Esophageal adenocarcinoma is a disease that has a high mortality rate, the only known precursor being Barrett’s esophagus (BE). While screening for BE is not cost-effective at the population level, targeted screening might be beneficial. We have developed a risk prediction model to identify people with BE, and here we present the external validation of this model. Materials and methods: A cohort study was undertaken to validate a risk prediction model for BE. Individuals with endoscopy and histopathology proven BE completed a questionnaire containing variables previously identified as risk factors for this condition. Their responses were combined with data from a population sample for analysis. Risk scores were derived for each participant. Overall performance of the risk prediction model in terms of calibration and discrimination was assessed. Results: Scores from 95 individuals with BE and 636 individuals from the general population were analyzed. The Brier score was 0.118, suggesting reasonable overall performance. The area under the receiver operating characteristic was 0.83 (95% CI 0.78–0.87). The Hosmer–Lemeshow statistic was p=0.14. Minimizing false positives and false negatives, the model achieved a sensitivity of 74% and a specificity of 73%. Conclusion: This study has validated a risk prediction model for BE that has a higher sensitivity than previous models. Keywords: Barrett’s esophagus, risk prediction model, screening, validationhttps://www.dovepress.com/validation-of-a-risk-prediction-model-for-barretts-esophagus-in-an-aus-peer-reviewed-article-CEGBarrett’s esophagusrisk prediction modelscreeningvalidation |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Ireland CJ Gordon AL Thompson SK Watson DI Whiteman DC Reed RL Esterman A |
spellingShingle |
Ireland CJ Gordon AL Thompson SK Watson DI Whiteman DC Reed RL Esterman A Validation of a risk prediction model for Barrett’s esophagus in an Australian population Clinical and Experimental Gastroenterology Barrett’s esophagus risk prediction model screening validation |
author_facet |
Ireland CJ Gordon AL Thompson SK Watson DI Whiteman DC Reed RL Esterman A |
author_sort |
Ireland CJ |
title |
Validation of a risk prediction model for Barrett’s esophagus in an Australian population |
title_short |
Validation of a risk prediction model for Barrett’s esophagus in an Australian population |
title_full |
Validation of a risk prediction model for Barrett’s esophagus in an Australian population |
title_fullStr |
Validation of a risk prediction model for Barrett’s esophagus in an Australian population |
title_full_unstemmed |
Validation of a risk prediction model for Barrett’s esophagus in an Australian population |
title_sort |
validation of a risk prediction model for barrett’s esophagus in an australian population |
publisher |
Dove Medical Press |
series |
Clinical and Experimental Gastroenterology |
issn |
1178-7023 |
publishDate |
2018-03-01 |
description |
Colin J Ireland,1 Andrea L Gordon,2 Sarah K Thompson,3 David I Watson,4 David C Whiteman,5 Richard L Reed,6 Adrian Esterman1,7 1School of Nursing and Midwifery, Division of Health Sciences, University of South Australia, Adelaide, SA, Australia; 2School of Pharmacy and Medical Science, Division of Health Sciences, University of South Australia, Adelaide, SA, Australia; 3Discipline of Surgery, University of Adelaide, Adelaide, SA, Australia; 4Department of Surgery, Flinders University, Bedford Park, SA, Australia; 5Population Health Department, QIMR Berghofer Medical Research Institute, Herston, QLD, Australia; 6Discipline of General Practice, Flinders University, Bedford Park, SA, Australia; 7Australian Institute of Tropical Health and Medicine, James Cook University, Cairns, QLD, Australia Background: Esophageal adenocarcinoma is a disease that has a high mortality rate, the only known precursor being Barrett’s esophagus (BE). While screening for BE is not cost-effective at the population level, targeted screening might be beneficial. We have developed a risk prediction model to identify people with BE, and here we present the external validation of this model. Materials and methods: A cohort study was undertaken to validate a risk prediction model for BE. Individuals with endoscopy and histopathology proven BE completed a questionnaire containing variables previously identified as risk factors for this condition. Their responses were combined with data from a population sample for analysis. Risk scores were derived for each participant. Overall performance of the risk prediction model in terms of calibration and discrimination was assessed. Results: Scores from 95 individuals with BE and 636 individuals from the general population were analyzed. The Brier score was 0.118, suggesting reasonable overall performance. The area under the receiver operating characteristic was 0.83 (95% CI 0.78–0.87). The Hosmer–Lemeshow statistic was p=0.14. Minimizing false positives and false negatives, the model achieved a sensitivity of 74% and a specificity of 73%. Conclusion: This study has validated a risk prediction model for BE that has a higher sensitivity than previous models. Keywords: Barrett’s esophagus, risk prediction model, screening, validation |
topic |
Barrett’s esophagus risk prediction model screening validation |
url |
https://www.dovepress.com/validation-of-a-risk-prediction-model-for-barretts-esophagus-in-an-aus-peer-reviewed-article-CEG |
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