Evaluation of C-Reactive Protein and Computer-Aided Analysis of Chest X-rays as Tuberculosis Triage Tests at Health Facilities in Lesotho and South Africa

Author:

Bosman Shannon1,Ayakaka Irene2,Muhairwe Josephine3,Kamele Mashaete2,van Heerden Alastair14,Madonsela Thandanani1,Labhardt Niklaus D56,Sommer Gregor678,Bremerich Jens67,Zoller Thomas9,Murphy Keelin10,van Ginneken Bram10,Keter Alfred K11,Jacobs Bart K M11,Bresser Moniek612,Signorell Aita612,Glass Tracy R612,Lynen Lutgarde11,Reither Klaus612ORCID

Affiliation:

1. Centre for Community Based Research, Human Sciences Research Council , Sweetwaters , South Africa

2. SolidarMed , Partnerships for Health, Maseru , Lesotho

3. US Agency for International Development (USAID) , Washington, DC , USA

4. SAMRC/WITS Developmental Pathways for Health Research Unit, University of the Witwatersrand , Johannesburg , South Africa

5. Division of Clinical Epidemiology, Department of Clinical Research, University Hospital Basel , Basel , Switzerland

6. University of Basel , Basel , Switzerland

7. Department of Radiology, Clinic of Radiology and Nuclear Medicine, University Hospital Basel , Basel , Switzerland

8. Institute of Radiology and Nuclear Medicine, Hirslanden Klinik St. Anna , Lucerne , Switzerland

9. Charité—Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt–Universität zu Berlin, Department of Infectious Diseases, Respiratory and Critical Care Medicine , Berlin , Germany

10. Department of Medical Imaging, Radboud University Medical Center , Nijmegen , The Netherlands

11. Department of Clinical Sciences, Institute of Tropical Medicine , Antwerp , Belgium

12. Department of Medicine, Swiss Tropical and Public Health Institute , Allschwil , Switzerland

Abstract

Abstract Background To improve tuberculosis case-finding, rapid, non-sputum triage tests need to be developed according to the World Health Organization target product profile (TPP) (>90% sensitivity, >70% specificity). We prospectively evaluated and compared artificial intelligence–based, computer-aided detection software, CAD4TBv7, and C-reactive protein assay (CRP) as triage tests at health facilities in Lesotho and South Africa. Methods Adults (≥18 years) presenting with ≥1 of the 4 cardinal tuberculosis symptoms were consecutively recruited between February 2021 and April 2022. After informed consent, each participant underwent a digital chest X-ray for CAD4TBv7 and a CRP test. Participants provided 1 sputum sample for Xpert MTB/RIF Ultra and Xpert MTB/RIF and 1 for liquid culture. Additionally, an expert radiologist read the chest X-rays via teleradiology. For primary analysis, a composite microbiological reference standard (ie, positive culture or Xpert Ultra) was used. Results We enrolled 1392 participants, 48% were people with HIV and 24% had previously tuberculosis. The receiver operating characteristic curve for CAD4TBv7 and CRP showed an area under the curve of .87 (95% CI: .84–.91) and .80 (95% CI: .76–.84), respectively. At thresholds corresponding to 90% sensitivity, specificity was 68.2% (95% CI: 65.4–71.0%) and 38.2% (95% CI: 35.3–41.1%) for CAD4TBv7 and CRP, respectively. CAD4TBv7 detected tuberculosis as well as an expert radiologist. CAD4TBv7 almost met the TPP criteria for tuberculosis triage. Conclusions CAD4TBv7 is accurate as a triage test for patients with tuberculosis symptoms from areas with a high tuberculosis and HIV burden. The role of CRP in tuberculosis triage requires further research. Clinical Trials Registration Clinicaltrials.gov identifier: NCT04666311.

Publisher

Oxford University Press (OUP)

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