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DOI 10.64898/2026.04.29.26351560

Медицинская библиотека · medRxiv : the preprint server for health sciences · 2026

Performance of Human and Computer-aided Evaluation of Digital Chest Radiography for Community-based Screening of Asymptomatic Tuberculosis.

Nyangu Sarah, Mulenga Humphrey, Mendelsohn Simon C, Perumal Tahlia, Tameris Michele, Moloantoa Tumelo, Malherbe Stephanus T, Noor Firdows, Shenje Justin, Tredoux Nicolette, Kany Luabeya Angelique Kany, Maruri Fernanda, Panchia Ravindre, Hlongwane Khuthadzo, Stanley Kim, van der Heijden Yuri F, Hadley Kate, Martinson Neil, Dheda Keertan, Leslie Al, Fourie Bernard, Walzl Gerhard, Scriba Thomas J, Sterling Timothy R, Hatherill Mark, RePORT South Africa Study Team

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Аннотация

BACKGROUND

The World Health Organisation (WHO) recommends digital chest radiography (dCXR) with computer-aided detection (CAD) for tuberculosis (TB) screening of individuals >15 years of age.

METHODOLOGY: Adults (≥18 years) were enrolled (March 2021-December 2022) in South Africa into a community-based Screening Cohort (household contacts) and a facility-based Triage Cohort (symptomatic clinic attendees). Microbiologically-confirmed pulmonary TB required positive sputum culture and/or Xpert Ultra. Asymptomatic TB was diagnosed in participants without TB symptoms. dCXR were read by blinded human readers and qXR CAD (0.5 threshold; Qure.AI, India).

RESULTS

dCXR from 1,353 participants (886 Screening Cohort; 467 Triage Cohort) were analysed. Microbiologically-confirmed TB occurred in 48 (5.4%) Screening Cohort [9 symptomatic (19%) and 39 asymptomatic (81%)]; and 116 (24.8%) Triage Cohort (all symptomatic) participants. dCXR sensitivity (human readers) for asymptomatic TB in the Screening Cohort was 56.4%, vs. 72.4% for symptomatic TB in the Triage Cohort (difference -16%; 95%CI -2.9 to -29.1); with specificities 94.1% and 81.2%, respectively. Corresponding qXR CAD sensitivities were 69.2% vs. 83.6% (difference -14.4%; 95%CI -26 to -2.8), with specificities 89.3% and 73.5%, respectively. The difference in dCXR sensitivity and specificity for asymptomatic TB between qXR CAD and human readers was 12.8% (95%CI -0.48 to 26.1) and -4.8% (95%CI -12.4 to 28.2), respectively.

CONCLUSION

Sensitivity of community-based dCXR screening for microbiologically-confirmed asymptomatic TB among household contacts was lower than for facility-based triage of symptomatic TB, but approached 70% with CAD. Neither human reader nor qXR CAD evaluation met WHO targets for a TB screening test (90% sensitivity; 80% specificity).

Для цитирования: Nyangu Sarah, Mulenga Humphrey, Mendelsohn Simon C, Perumal Tahlia, Tameris Michele, Moloantoa Tumelo, Malherbe Stephanus T, Noor Firdows, Shenje Justin, Tredoux Nicolette, Kany Luabeya Angelique Kany, Maruri Fernanda, Panchia Ravindre, Hlongwane Khuthadzo, Stanley Kim, van der Heijden Yuri F, Hadley Kate, Martinson Neil, Dheda Keertan, Leslie Al, Fourie Bernard, Walzl Gerhard, Scriba Thomas J, Sterling Timothy R, Hatherill Mark, RePORT South Africa Study Team. Performance of Human and Computer-aided Evaluation of Digital Chest Radiography for Community-based Screening of Asymptomatic Tuberculosis.. medRxiv : the preprint server for health sciences. 2026. DOI: 10.64898/2026.04.29.26351560.
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