Diagnostic accuracy of Chest X-Ray Computer Aided Detection software and blood biomarkers for detection of prevalent and incident tuberculosis in household contacts followed up for 5 years
Macpherson, L.; Kik, S. V.; Quartagno, M.; Lakay, F.; Jaftha, M.; Yende, N.; Galant, S.; Aziz, S.; Daroowala, R.; Court, R.; Taliep, A.; Serole, K.; Goliath, R. T.; Omar Davies, N.; Jackson, A.; Douglass, E.; Sossen, B.; Mukasa, S.; Thienemann, F.; Song, T.; Ruhwald, M.; Wilkinson, R. J.; Coussens, A. K.; Esmail, H.; Imaging of TB household contacts group,
10.1101/2024.06.30.24309731 medRxivShow abstract
BackgroundWHO Tuberculosis (TB) screening guidelines recommend computer-aided detection (CAD) software for chest radiograph (CXR) interpretation. However, studies evaluating their diagnostic and prognostic accuracy are limited. MethodsWe conducted a prospective cohort study of household TB contacts in South Africa. Participants all underwent baseline CXR and sputum investigation (routine [single spontaneous] and enhanced [additionally 2-3 induced] sputum investigation and passive and active follow-up for incident TB. CXR were processed comparing 3 CAD softwares (CAD4TBv7.0, qXRv3.0.0, and Lunit INSIGHT CXR 3.1.4.111). We evaluated their performance to detect routine and enhanced prevalent, and incident TB, comparing the performance to blood-based biomarkers (Xpert MTB host-response, Erythrocyte Sedimentation Rate, C-Reactive Protein, QuantiFERON) in a subgroup. Findings483 participants were followed-up for 4.6 years (median). There were 23 prevalent (7 routinely diagnosed) and 38 incident TB cases. The AUC ROC to identify prevalent TB for CAD4TB, qXR and Lunit INSIGHT CXR were 0.87 (95% CI 0.77-0.96), 0.88 (95% CI 0.79-0.97) and 0.91 (95% CI 0.83-0.99) respectively. >30% with scores above recommended CAD thresholds who were bacteriologically negative on routine baseline sputum were subsequently diagnosed by enhanced baseline sputum investigation or during follow-up. The AUC performance of baseline CAD to identify incident cases ranged between 0.60-0.65. The diagnostic performance of CAD for prevalent TB was superior to blood-based biomarkers. InterpretationOur findings suggest that the potential of CAD-CXR screening for TB is not maximised as a high proportion of those above current thresholds but with a negative routine confirmatory sputum have true TB disease that may benefit intervention. FundingUKRI-MRC SummaryWe found that the diagnostic accuracy of CAD-CXR to identify prevalent TB cases in household TB contacts was high but >30% with scores above recommended CAD thresholds who were bacteriologically negative on routine testing baseline were subsequently diagnosed suggest that the potential of CAD-CXR screening is not maximised.
Matching journals
The top 9 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Host blood protein biomarkers to screen for Tuberculosis disease: a systematic review and meta-analysis 97%
- Complementary non-sputum diagnostic testing using oral swabs and urine LAM testing for TB in people with HIV 96%
- Diagnostic performance of host protein signatures as a triage test for active pulmonary TB 96%
Similar papers in this journal
- Programmatic diagnostic accuracy and clinical utility of Xpert MTB/XDR in patients with rifampicin-resistant tuberculosis in Georgia 96%
- Potential Utility of C-reactive Protein for Tuberculosis Risk Stratification among Patients with Non-Meningitic Symptoms at HIV Diagnosis in Low- and Middle-Income Countries 95%
- C-reactive protein for pulmonary tuberculosis screening and treatment response monitoring in children 95%
Similar papers in this journal
- Accuracy of digital chest x-ray analysis with artificial intelligence software as a triage and screening tool in hospitalized patients being evaluated for tuberculosis in Lima, Peru 98%
- Diagnostic accuracy study of the multiplex Truenat MTB Ultima/COVID-19 assay for simultaneous detection of Tuberculosis and SARS-CoV2 (COVID-19) 96%
- Diagnostic accuracy of three computer-aided detection systems for detecting pulmonary tuberculosis on chest radiography when used for screening: analysis of an international, multicenter migrants screening study 95%
Similar papers in this journal
- Inflammatory profiles in sputum and blood of people with TB with and without HIV coinfection 92%
- Minimal immune cell subset differences in a cohort of close contacts of tuberculosis index cases 92%
- Host transcriptional response to TB preventive therapy differentiates two sub-groups of IGRA-positive individuals 92%
Similar papers in this journal
- Exhaled Mycobacterium tuberculosis predicts incident infection in household contacts 96%
- New manual qPCR assay validated on tongue swabs collected and processed in Uganda shows sensitivity that rivals sputum-based molecular TB diagnostics 96%
- Stool processing methods for Xpert Ultra testing in childhood tuberculosis: A prospective, multi-country accuracy study 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.