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...

Full description

Bibliographic Details
Main Authors: Ireland CJ, Gordon AL, Thompson SK, Watson DI, Whiteman DC, Reed RL, Esterman A
Format: Article
Language:English
Published: Dove Medical Press 2018-03-01
Series:Clinical and Experimental Gastroenterology
Subjects:
Online Access:https://www.dovepress.com/validation-of-a-risk-prediction-model-for-barretts-esophagus-in-an-aus-peer-reviewed-article-CEG
id doaj-46569211bae5412ebb3e98232140c19b
record_format Article
spelling 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
work_keys_str_mv AT irelandcj validationofariskpredictionmodelforbarrettrsquosesophagusinanaustralianpopulation
AT gordonal validationofariskpredictionmodelforbarrettrsquosesophagusinanaustralianpopulation
AT thompsonsk validationofariskpredictionmodelforbarrettrsquosesophagusinanaustralianpopulation
AT watsondi validationofariskpredictionmodelforbarrettrsquosesophagusinanaustralianpopulation
AT whitemandc validationofariskpredictionmodelforbarrettrsquosesophagusinanaustralianpopulation
AT reedrl validationofariskpredictionmodelforbarrettrsquosesophagusinanaustralianpopulation
AT estermana validationofariskpredictionmodelforbarrettrsquosesophagusinanaustralianpopulation
_version_ 1725423308600508416