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Computer-Aided Detection for Chest Radiography to Improve the Quality of Tuberculosis Diagnosis in Vietnam’s District Health Facilities: An Implementation Study

In Vietnam, chest radiography (CXR) is used to refer people for GeneXpert (Xpert) testing to diagnose tuberculosis (TB), demonstrating high yield for TB but a wide range of CXR abnormality rates. In a multi-center implementation study, computer-aided detection (CAD) was integrated into facility-base...

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Autores principales: Innes, Anh L., Martinez, Andres, Gao, Xiaoming, Dinh, Nhi, Hoang, Gia Linh, Nguyen, Thi Bich Phuong, Vu, Viet Hien, Luu, Tuan Ho Thanh, Le, Thi Thu Trang, Lebrun, Victoria, Trieu, Van Chinh, Tran, Nghi Do Bao, Qin, Zhi Zhen, Pham, Huy Minh, Dinh, Van Luong, Nguyen, Binh Hoa, Truong, Thi Thanh Huyen, Nguyen, Van Cu, Nguyen, Viet Nhung, Mai, Thu Hien
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10675130/
https://www.ncbi.nlm.nih.gov/pubmed/37999607
http://dx.doi.org/10.3390/tropicalmed8110488
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author Innes, Anh L.
Martinez, Andres
Gao, Xiaoming
Dinh, Nhi
Hoang, Gia Linh
Nguyen, Thi Bich Phuong
Vu, Viet Hien
Luu, Tuan Ho Thanh
Le, Thi Thu Trang
Lebrun, Victoria
Trieu, Van Chinh
Tran, Nghi Do Bao
Qin, Zhi Zhen
Pham, Huy Minh
Dinh, Van Luong
Nguyen, Binh Hoa
Truong, Thi Thanh Huyen
Nguyen, Van Cu
Nguyen, Viet Nhung
Mai, Thu Hien
author_facet Innes, Anh L.
Martinez, Andres
Gao, Xiaoming
Dinh, Nhi
Hoang, Gia Linh
Nguyen, Thi Bich Phuong
Vu, Viet Hien
Luu, Tuan Ho Thanh
Le, Thi Thu Trang
Lebrun, Victoria
Trieu, Van Chinh
Tran, Nghi Do Bao
Qin, Zhi Zhen
Pham, Huy Minh
Dinh, Van Luong
Nguyen, Binh Hoa
Truong, Thi Thanh Huyen
Nguyen, Van Cu
Nguyen, Viet Nhung
Mai, Thu Hien
author_sort Innes, Anh L.
collection PubMed
description In Vietnam, chest radiography (CXR) is used to refer people for GeneXpert (Xpert) testing to diagnose tuberculosis (TB), demonstrating high yield for TB but a wide range of CXR abnormality rates. In a multi-center implementation study, computer-aided detection (CAD) was integrated into facility-based TB case finding to standardize CXR interpretation. CAD integration was guided by a programmatic framework developed for routine implementation. From April through December 2022, 24,945 CXRs from TB-vulnerable populations presenting to district health facilities were evaluated. Physicians interpreted all CXRs in parallel with CAD (qXR 3.0) software, for which the selected TB threshold score was ≥0.60. At three months, there was 47.3% concordance between physician and CAD TB-presumptive CXR results, 7.8% of individuals who received CXRs were referred for Xpert testing, and 858 people diagnosed with Xpert-confirmed TB per 100,000 CXRs. This increased at nine months to 76.1% concordant physician and CAD TB-presumptive CXRs, 9.6% referred for Xpert testing, and 2112 people with Xpert-confirmed TB per 100,000 CXRs. Our programmatic CAD-CXR framework effectively supported physicians in district facilities to improve the quality of referral for diagnostic testing and increase TB detection yield. Concordance between physician and CAD CXR results improved with training and was important to optimize Xpert testing.
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spelling pubmed-106751302023-10-29 Computer-Aided Detection for Chest Radiography to Improve the Quality of Tuberculosis Diagnosis in Vietnam’s District Health Facilities: An Implementation Study Innes, Anh L. Martinez, Andres Gao, Xiaoming Dinh, Nhi Hoang, Gia Linh Nguyen, Thi Bich Phuong Vu, Viet Hien Luu, Tuan Ho Thanh Le, Thi Thu Trang Lebrun, Victoria Trieu, Van Chinh Tran, Nghi Do Bao Qin, Zhi Zhen Pham, Huy Minh Dinh, Van Luong Nguyen, Binh Hoa Truong, Thi Thanh Huyen Nguyen, Van Cu Nguyen, Viet Nhung Mai, Thu Hien Trop Med Infect Dis Article In Vietnam, chest radiography (CXR) is used to refer people for GeneXpert (Xpert) testing to diagnose tuberculosis (TB), demonstrating high yield for TB but a wide range of CXR abnormality rates. In a multi-center implementation study, computer-aided detection (CAD) was integrated into facility-based TB case finding to standardize CXR interpretation. CAD integration was guided by a programmatic framework developed for routine implementation. From April through December 2022, 24,945 CXRs from TB-vulnerable populations presenting to district health facilities were evaluated. Physicians interpreted all CXRs in parallel with CAD (qXR 3.0) software, for which the selected TB threshold score was ≥0.60. At three months, there was 47.3% concordance between physician and CAD TB-presumptive CXR results, 7.8% of individuals who received CXRs were referred for Xpert testing, and 858 people diagnosed with Xpert-confirmed TB per 100,000 CXRs. This increased at nine months to 76.1% concordant physician and CAD TB-presumptive CXRs, 9.6% referred for Xpert testing, and 2112 people with Xpert-confirmed TB per 100,000 CXRs. Our programmatic CAD-CXR framework effectively supported physicians in district facilities to improve the quality of referral for diagnostic testing and increase TB detection yield. Concordance between physician and CAD CXR results improved with training and was important to optimize Xpert testing. MDPI 2023-10-29 /pmc/articles/PMC10675130/ /pubmed/37999607 http://dx.doi.org/10.3390/tropicalmed8110488 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Innes, Anh L.
Martinez, Andres
Gao, Xiaoming
Dinh, Nhi
Hoang, Gia Linh
Nguyen, Thi Bich Phuong
Vu, Viet Hien
Luu, Tuan Ho Thanh
Le, Thi Thu Trang
Lebrun, Victoria
Trieu, Van Chinh
Tran, Nghi Do Bao
Qin, Zhi Zhen
Pham, Huy Minh
Dinh, Van Luong
Nguyen, Binh Hoa
Truong, Thi Thanh Huyen
Nguyen, Van Cu
Nguyen, Viet Nhung
Mai, Thu Hien
Computer-Aided Detection for Chest Radiography to Improve the Quality of Tuberculosis Diagnosis in Vietnam’s District Health Facilities: An Implementation Study
title Computer-Aided Detection for Chest Radiography to Improve the Quality of Tuberculosis Diagnosis in Vietnam’s District Health Facilities: An Implementation Study
title_full Computer-Aided Detection for Chest Radiography to Improve the Quality of Tuberculosis Diagnosis in Vietnam’s District Health Facilities: An Implementation Study
title_fullStr Computer-Aided Detection for Chest Radiography to Improve the Quality of Tuberculosis Diagnosis in Vietnam’s District Health Facilities: An Implementation Study
title_full_unstemmed Computer-Aided Detection for Chest Radiography to Improve the Quality of Tuberculosis Diagnosis in Vietnam’s District Health Facilities: An Implementation Study
title_short Computer-Aided Detection for Chest Radiography to Improve the Quality of Tuberculosis Diagnosis in Vietnam’s District Health Facilities: An Implementation Study
title_sort computer-aided detection for chest radiography to improve the quality of tuberculosis diagnosis in vietnam’s district health facilities: an implementation study
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10675130/
https://www.ncbi.nlm.nih.gov/pubmed/37999607
http://dx.doi.org/10.3390/tropicalmed8110488
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