Cargando…
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...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
---|---|
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 |
_version_ | 1785140991728025600 |
---|---|
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. |
format | Online Article Text |
id | pubmed-10675130 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT innesanhl computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT martinezandres computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT gaoxiaoming computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT dinhnhi computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT hoanggialinh computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT nguyenthibichphuong computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT vuviethien computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT luutuanhothanh computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT lethithutrang computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT lebrunvictoria computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT trieuvanchinh computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT trannghidobao computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT qinzhizhen computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT phamhuyminh computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT dinhvanluong computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT nguyenbinhhoa computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT truongthithanhhuyen computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT nguyenvancu computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT nguyenvietnhung computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy AT maithuhien computeraideddetectionforchestradiographytoimprovethequalityoftuberculosisdiagnosisinvietnamsdistricthealthfacilitiesanimplementationstudy |