Centre for Community Based Research, Human Sciences Research Council, Sweetwaters, South Africa.
SolidarMed, Partnerships for Health, Maseru, Lesotho.
Clin Infect Dis. 2024 Nov 22;79(5):1293-1302. doi: 10.1093/cid/ciae378.
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.
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.
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.
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.
Clinicaltrials.gov identifier: NCT04666311.
为了提高结核病的检出率,需要根据世界卫生组织的目标产品特性(TPP)开发快速、非痰的分诊检测方法(>90%的灵敏度,>70%的特异性)。我们前瞻性地评估和比较了人工智能辅助的计算机辅助检测软件 CAD4TBv7 和 C 反应蛋白(CRP)作为莱索托和南非卫生机构的分诊检测方法。
2021 年 2 月至 2022 年 4 月期间,连续招募了≥18 岁且出现≥4 种结核病主要症状之一的成年人。在获得知情同意后,每位参与者均进行了数字胸部 X 射线 CAD4TBv7 和 CRP 检测。参与者提供了 1 份用于 Xpert MTB/RIF Ultra 和 Xpert MTB/RIF 的痰样本,以及 1 份用于液体培养的样本。此外,一名专家放射科医生通过远程放射学阅读了胸部 X 射线。对于主要分析,采用了复合微生物学参考标准(即阳性培养或 Xpert Ultra)。
我们共纳入了 1392 名参与者,其中 48%为 HIV 感染者,24%曾患有结核病。CAD4TBv7 和 CRP 的受试者工作特征曲线下面积分别为 0.87(95%CI:0.84-0.91)和 0.80(95%CI:0.76-0.84)。在对应于 90%灵敏度的阈值下,CAD4TBv7 和 CRP 的特异性分别为 68.2%(95%CI:65.4-71.0%)和 38.2%(95%CI:35.3-41.1%)。CAD4TBv7 可以像专家放射科医生一样检测结核病。CAD4TBv7 几乎符合结核病分诊的 TPP 标准。
CAD4TBv7 作为一种来自结核病和 HIV 负担高的地区的结核病症状患者的分诊检测方法具有准确性。CRP 在结核病分诊中的作用需要进一步研究。
Clinicaltrials.gov 标识符:NCT04666311。