Streamlined Point-of-Care Ultrasound Examination for Pulmonary Tuberculosis

Background: Point-of-care ultrasound (POCUS) is a low-cost, radiation-free triage tool but lacks standardized acquisition protocols for tuberculosis (TB). We developed and evaluated a streamlined symmetric POCUS protocol for pulmonary TB in a high-burden setting. Methods: Ugandan participants aged ≥13 years with confirmed pulmonary TB, household TB exposure, or a non-TB respiratory condition underwent an 18-position POCUS examination (12 lung zones and 6 pre-established extrapulmonary positions). Random Forest classifiers using prespecified pathologic features were developed in a fixed stratified 75/25 training/holdout split. All symmetric 2-, 4-, and 6-zone combinations were evaluated in training data. The best protocol of each size was locked and tested in the holdout set. Results: Among 318 analyzed participants, 118 (37.1%) had pulmonary TB and 200 were TB-negative, including 102 with other respiratory conditions (ORC). The model-selected 6-zone protocol comprised bilateral anterior-superior, lateral-superior, and posterior-superior lung zones. For TB versus all TB-negative participants, the AUCs for the 6-zone, 12-zone, and 18-position protocols were 0.82 (95% CI, 0.73-0.92), 0.81 (0.70—0.92), and 0.81 (0.71—0.91), respectively (all P > 0.76). For TB versus ORC, AUCs were 0.81 (0.70—0.91), 0.85 (0.76—0.93), and 0.85 (0.76—0.94), respectively (all P > 0.45). The 2-zone protocol had a lower AUC than the 6-zone protocol for TB versus all TB-negative participants (P = 0.004). Shred sign, consolidation, and B-lines with irregular pleura were the strongest TB-associated findings. Conclusions: A fixed 6-zone lung POCUS examination showed similar discrimination for TB to more comprehensive 12-lung-zone and 18-position protocols. This supports a simpler, scalable approach to TB triage

Authors

Institutions

Publication Details

Journal
medRxiv
Published
2026-11-10
DOI
https://doi.org/10.64898/2026.11.09.26367649
Primary Topic
Ultrasound in Clinical Applications
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
NOV
preprint

Streamlined Point-of-Care Ultrasound Examination for Pulmonary Tuberculosis

Keith P. Guevarra, Deborah Handler, Yingda L. Xie, Eva Nabawanuka et al.
medRxiv
Ultrasound in Clinical Applications
preprint

Streamlined Point-of-Care Ultrasound Examination for Pulmonary Tuberculosis

Keith P. Guevarra, Deborah Handler, Yingda L. Xie, Eva Nabawanuka, Anant Madabhushi, Padmini Salgame, Rohan Dhamdhere, Elizabeth Nakabugo, Elena Jovanovska Janeva, Emmanuel Nasinghe, David Alland, Moses Lutaakome Joloba, Jerrold J. Ellner, Lydia Nakiyingi, Raphael Shankman, Sarah Nakayenga, Emily Clark, Hyndavi Krishna Javvaji, Eria Lwanga, Wycliff Nate, Guadalupe Astorga, Thejaswini Anapakula Sridhar
preprint en

Abstract

Background: Point-of-care ultrasound (POCUS) is a low-cost, radiation-free triage tool but lacks standardized acquisition protocols for tuberculosis (TB). We developed and evaluated a streamlined symmetric POCUS protocol for pulmonary TB in a high-burden setting. Methods: Ugandan participants aged ≥13 years with confirmed pulmonary TB, household TB exposure, or a non-TB respiratory condition underwent an 18-position POCUS examination (12 lung zones and 6 pre-established extrapulmonary positions). Random Forest classifiers using prespecified pathologic features were developed in a fixed stratified 75/25 training/holdout split. All symmetric 2-, 4-, and 6-zone combinations were evaluated in training data. The best protocol of each size was locked and tested in the holdout set. Results: Among 318 analyzed participants, 118 (37.1%) had pulmonary TB and 200 were TB-negative, including 102 with other respiratory conditions (ORC). The model-selected 6-zone protocol comprised bilateral anterior-superior, lateral-superior, and posterior-superior lung zones. For TB versus all TB-negative participants, the AUCs for the 6-zone, 12-zone, and 18-position protocols were 0.82 (95% CI, 0.73-0.92), 0.81 (0.70—0.92), and 0.81 (0.71—0.91), respectively (all P > 0.76). For TB versus ORC, AUCs were 0.81 (0.70—0.91), 0.85 (0.76—0.93), and 0.85 (0.76—0.94), respectively (all P > 0.45). The 2-zone protocol had a lower AUC than the 6-zone protocol for TB versus all TB-negative participants (P = 0.004). Shred sign, consolidation, and B-lines with irregular pleura were the strongest TB-associated findings. Conclusions: A fixed 6-zone lung POCUS examination showed similar discrimination for TB to more comprehensive 12-lung-zone and 18-position protocols. This supports a simpler, scalable approach to TB triage

medRxiv
Georgia Institute of Technology (US), Emory University (US), Mulago Hospital (UG), The Wallace H. Coulter Department of Biomedical Engineering (US), Infectious Diseases Institute (UG), Atlanta VA Medical Center (US), Rutgers New Jersey Medical School (US), Makerere University (UG)
Ultrasound in Clinical Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon