Visual versus automated evaluation of chest computed tomography for the presence of chronic obstructive pulmonary disease.

BACKGROUND: Incidental CT findings may provide an opportunity for early detection of chronic obstructive pulmonary disease (COPD), which may prove important in CT-based lung cancer screening setting. We aimed to determine the diagnostic performance of human observers to visually evaluate COPD presen...

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Main Authors: Onno M Mets, Ewoud J Smit, Firdaus A A Mohamed Hoesein, Hester A Gietema, Reinoud P H Bokkers, Mohamed Attrach, Saskia van Amelsvoort-van de Vorst, Ernst Th Scholten, Constantinus F M Buckens, Matthijs Oudkerk, Jan-Willem J Lammers, Mathias Prokop, Pim A de Jong
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2012-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC3407100?pdf=render
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spelling doaj-e9d5b60bdc3f480c8d29efbdc83cc1162020-11-25T01:18:25ZengPublic Library of Science (PLoS)PLoS ONE1932-62032012-01-0177e4222710.1371/journal.pone.0042227Visual versus automated evaluation of chest computed tomography for the presence of chronic obstructive pulmonary disease.Onno M MetsEwoud J SmitFirdaus A A Mohamed HoeseinHester A GietemaReinoud P H BokkersMohamed AttrachSaskia van Amelsvoort-van de VorstErnst Th ScholtenConstantinus F M BuckensMatthijs OudkerkJan-Willem J LammersMathias ProkopPim A de JongBACKGROUND: Incidental CT findings may provide an opportunity for early detection of chronic obstructive pulmonary disease (COPD), which may prove important in CT-based lung cancer screening setting. We aimed to determine the diagnostic performance of human observers to visually evaluate COPD presence on CT images, in comparison to automated evaluation using quantitative CT measures. METHODS: This study was approved by the Dutch Ministry of Health and the institutional review board. All participants provided written informed consent. We studied 266 heavy smokers enrolled in a lung cancer screening trial. All subjects underwent volumetric inspiratory and expiratory chest computed tomography (CT). Pulmonary function testing was used as the reference standard for COPD. We evaluated the diagnostic performance of eight observers and one automated model based on quantitative CT measures. RESULTS: The prevalence of COPD in the study population was 44% (118/266), of whom 62% (73/118) had mild disease. The diagnostic accuracy was 74.1% in the automated evaluation, and ranged between 58.3% and 74.3% for the visual evaluation of CT images. The positive predictive value was 74.3% in the automated evaluation, and ranged between 52.9% and 74.7% for the visual evaluation. Interobserver variation was substantial, even within the subgroup of experienced observers. Agreement within observers yielded kappa values between 0.28 and 0.68, regardless of the level of expertise. The agreement between the observers and the automated CT model showed kappa values of 0.12-0.35. CONCLUSIONS: Visual evaluation of COPD presence on chest CT images provides at best modest accuracy and is associated with substantial interobserver variation. Automated evaluation of COPD subjects using quantitative CT measures appears superior to visual evaluation by human observers.http://europepmc.org/articles/PMC3407100?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Onno M Mets
Ewoud J Smit
Firdaus A A Mohamed Hoesein
Hester A Gietema
Reinoud P H Bokkers
Mohamed Attrach
Saskia van Amelsvoort-van de Vorst
Ernst Th Scholten
Constantinus F M Buckens
Matthijs Oudkerk
Jan-Willem J Lammers
Mathias Prokop
Pim A de Jong
spellingShingle Onno M Mets
Ewoud J Smit
Firdaus A A Mohamed Hoesein
Hester A Gietema
Reinoud P H Bokkers
Mohamed Attrach
Saskia van Amelsvoort-van de Vorst
Ernst Th Scholten
Constantinus F M Buckens
Matthijs Oudkerk
Jan-Willem J Lammers
Mathias Prokop
Pim A de Jong
Visual versus automated evaluation of chest computed tomography for the presence of chronic obstructive pulmonary disease.
PLoS ONE
author_facet Onno M Mets
Ewoud J Smit
Firdaus A A Mohamed Hoesein
Hester A Gietema
Reinoud P H Bokkers
Mohamed Attrach
Saskia van Amelsvoort-van de Vorst
Ernst Th Scholten
Constantinus F M Buckens
Matthijs Oudkerk
Jan-Willem J Lammers
Mathias Prokop
Pim A de Jong
author_sort Onno M Mets
title Visual versus automated evaluation of chest computed tomography for the presence of chronic obstructive pulmonary disease.
title_short Visual versus automated evaluation of chest computed tomography for the presence of chronic obstructive pulmonary disease.
title_full Visual versus automated evaluation of chest computed tomography for the presence of chronic obstructive pulmonary disease.
title_fullStr Visual versus automated evaluation of chest computed tomography for the presence of chronic obstructive pulmonary disease.
title_full_unstemmed Visual versus automated evaluation of chest computed tomography for the presence of chronic obstructive pulmonary disease.
title_sort visual versus automated evaluation of chest computed tomography for the presence of chronic obstructive pulmonary disease.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2012-01-01
description BACKGROUND: Incidental CT findings may provide an opportunity for early detection of chronic obstructive pulmonary disease (COPD), which may prove important in CT-based lung cancer screening setting. We aimed to determine the diagnostic performance of human observers to visually evaluate COPD presence on CT images, in comparison to automated evaluation using quantitative CT measures. METHODS: This study was approved by the Dutch Ministry of Health and the institutional review board. All participants provided written informed consent. We studied 266 heavy smokers enrolled in a lung cancer screening trial. All subjects underwent volumetric inspiratory and expiratory chest computed tomography (CT). Pulmonary function testing was used as the reference standard for COPD. We evaluated the diagnostic performance of eight observers and one automated model based on quantitative CT measures. RESULTS: The prevalence of COPD in the study population was 44% (118/266), of whom 62% (73/118) had mild disease. The diagnostic accuracy was 74.1% in the automated evaluation, and ranged between 58.3% and 74.3% for the visual evaluation of CT images. The positive predictive value was 74.3% in the automated evaluation, and ranged between 52.9% and 74.7% for the visual evaluation. Interobserver variation was substantial, even within the subgroup of experienced observers. Agreement within observers yielded kappa values between 0.28 and 0.68, regardless of the level of expertise. The agreement between the observers and the automated CT model showed kappa values of 0.12-0.35. CONCLUSIONS: Visual evaluation of COPD presence on chest CT images provides at best modest accuracy and is associated with substantial interobserver variation. Automated evaluation of COPD subjects using quantitative CT measures appears superior to visual evaluation by human observers.
url http://europepmc.org/articles/PMC3407100?pdf=render
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