H Cox, Y Rani, L Nakiyingi, K A Francia, Y Xie, C Hoang, N Hapeela, G P Romero, E Nasinghe, N Van Hung, S Kim, A Penn-Nicholson, S E Dorman
{"title":"商用人工智能数字听诊器诊断结核病的准确性。","authors":"H Cox, Y Rani, L Nakiyingi, K A Francia, Y Xie, C Hoang, N Hapeela, G P Romero, E Nasinghe, N Van Hung, S Kim, A Penn-Nicholson, S E Dorman","doi":"10.5588/ijtldopen.25.0360","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Improved TB screening requires non-invasive, low-cost, and rapid diagnostics. Digital stethoscopes utilising machine-learning approaches to analyse respiratory sounds have potential.</p><p><strong>Methods: </strong>We assessed accuracy of a commercial digital stethoscope for TB diagnosis among TB symptomatic participants. The microbiological reference standard (MRS) was sputum TB-positive on either liquid culture, solid culture, or Xpert MTB/RIF Ultra. Adults were enrolled from South Africa, Uganda, Vietnam, and Peru, with pre-defined sampling of 60 MRS-positive and 180 MRS-negative participants over two stages. Respiratory sounds from six auscultation positions on the participant's torso were analysed. The manufacturer (blinded to MRS status) provided participant scores and a test-positivity cut-off.</p><p><strong>Results: </strong>Among 240 participants, 135 (56%) were female, 62 (26%) living with HIV, 35 (15%) current smokers, and 31 (13%) previously treated for TB. Estimates of sensitivity and specificity, adjusted for country-stratified sampling, were 77% (95% confidence interval [CI]: 65-85) and 50% (95% CI: 43-57), respectively. Sensitivity was lower among people living with HIV and those with sputum smear-negative TB and varied by country. Testing took 5 min per participant (median, interquartile range 4-6).</p><p><strong>Conclusion: </strong>These early data suggest that further refinement of this test is warranted. The device is simple to use, is inexpensive, and can be used offline.</p>","PeriodicalId":519984,"journal":{"name":"IJTLD open","volume":"2 10","pages":"610-615"},"PeriodicalIF":0.0000,"publicationDate":"2025-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12517259/pdf/","citationCount":"0","resultStr":"{\"title\":\"Diagnostic accuracy of a commercial AI digital stethoscope for diagnosis of TB.\",\"authors\":\"H Cox, Y Rani, L Nakiyingi, K A Francia, Y Xie, C Hoang, N Hapeela, G P Romero, E Nasinghe, N Van Hung, S Kim, A Penn-Nicholson, S E Dorman\",\"doi\":\"10.5588/ijtldopen.25.0360\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Improved TB screening requires non-invasive, low-cost, and rapid diagnostics. Digital stethoscopes utilising machine-learning approaches to analyse respiratory sounds have potential.</p><p><strong>Methods: </strong>We assessed accuracy of a commercial digital stethoscope for TB diagnosis among TB symptomatic participants. The microbiological reference standard (MRS) was sputum TB-positive on either liquid culture, solid culture, or Xpert MTB/RIF Ultra. Adults were enrolled from South Africa, Uganda, Vietnam, and Peru, with pre-defined sampling of 60 MRS-positive and 180 MRS-negative participants over two stages. Respiratory sounds from six auscultation positions on the participant's torso were analysed. The manufacturer (blinded to MRS status) provided participant scores and a test-positivity cut-off.</p><p><strong>Results: </strong>Among 240 participants, 135 (56%) were female, 62 (26%) living with HIV, 35 (15%) current smokers, and 31 (13%) previously treated for TB. Estimates of sensitivity and specificity, adjusted for country-stratified sampling, were 77% (95% confidence interval [CI]: 65-85) and 50% (95% CI: 43-57), respectively. Sensitivity was lower among people living with HIV and those with sputum smear-negative TB and varied by country. Testing took 5 min per participant (median, interquartile range 4-6).</p><p><strong>Conclusion: </strong>These early data suggest that further refinement of this test is warranted. The device is simple to use, is inexpensive, and can be used offline.</p>\",\"PeriodicalId\":519984,\"journal\":{\"name\":\"IJTLD open\",\"volume\":\"2 10\",\"pages\":\"610-615\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2025-10-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12517259/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IJTLD open\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.5588/ijtldopen.25.0360\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/10/1 0:00:00\",\"PubModel\":\"eCollection\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IJTLD open","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5588/ijtldopen.25.0360","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/10/1 0:00:00","PubModel":"eCollection","JCR":"","JCRName":"","Score":null,"Total":0}
Diagnostic accuracy of a commercial AI digital stethoscope for diagnosis of TB.
Background: Improved TB screening requires non-invasive, low-cost, and rapid diagnostics. Digital stethoscopes utilising machine-learning approaches to analyse respiratory sounds have potential.
Methods: We assessed accuracy of a commercial digital stethoscope for TB diagnosis among TB symptomatic participants. The microbiological reference standard (MRS) was sputum TB-positive on either liquid culture, solid culture, or Xpert MTB/RIF Ultra. Adults were enrolled from South Africa, Uganda, Vietnam, and Peru, with pre-defined sampling of 60 MRS-positive and 180 MRS-negative participants over two stages. Respiratory sounds from six auscultation positions on the participant's torso were analysed. The manufacturer (blinded to MRS status) provided participant scores and a test-positivity cut-off.
Results: Among 240 participants, 135 (56%) were female, 62 (26%) living with HIV, 35 (15%) current smokers, and 31 (13%) previously treated for TB. Estimates of sensitivity and specificity, adjusted for country-stratified sampling, were 77% (95% confidence interval [CI]: 65-85) and 50% (95% CI: 43-57), respectively. Sensitivity was lower among people living with HIV and those with sputum smear-negative TB and varied by country. Testing took 5 min per participant (median, interquartile range 4-6).
Conclusion: These early data suggest that further refinement of this test is warranted. The device is simple to use, is inexpensive, and can be used offline.