Division of Infectious Disease and Tropical Medicine, University of Heidelberg , Heidelberg, Germany.
FIND , Geneva, Switzerland.
J Clin Microbiol. 2023 Oct 24;61(10):e0026423. doi: 10.1128/jcm.00264-23. Epub 2023 Sep 19.
The current four-symptom screen recommended by the World Health Organization (WHO) is widely used as screen to initiate diagnostic testing for active pulmonary tuberculosis (TB), yet the performance is poor especially when TB prevalence is low. In contrast, more sensitive molecular tests are less suitable for placement at primary care level in low-resource settings. In order to meet the WHO End TB targets, new diagnostic approaches are urgently needed to find the missing undiagnosed cases. Proteomics-derived blood host biomarkers have been explored because protein detection technologies are suitable for the point-of-care setting and could meet cost targets. This study aimed to find a biomarker signature that fulfills WHO's target product profile (TPP) for a TB screening. Twelve blood-based protein biomarkers from three sample populations (Vietnam, Peru, and South Africa) were analyzed individually and in combinations via advanced statistical methods and machine learning algorithms. The combination of I-309, SYWC and kallistatin showed the most promising results to discern active TB throughout the data sets meeting the TPP for a triage test in adults from two countries (Peru and South Africa). The top-performing individual markers identified at the global level (I-309 and SYWC) were also among the best-performing markers at country level in South Africa and Vietnam. This analysis clearly shows that a host protein biomarker assay is feasible in adults for certain geographical regions based on one or two biomarkers with a performance that meets minimal WHO TPP criteria.
目前世界卫生组织(WHO)推荐的四项症状筛查广泛用于启动活动性肺结核(TB)的诊断性检测,但该方法的性能较差,尤其是在 TB 患病率较低的情况下。相比之下,更敏感的分子检测不太适合在资源匮乏的基层医疗环境中使用。为了实现世卫组织终止结核病目标,迫切需要新的诊断方法来发现未被诊断的病例。基于蛋白质组学的宿主血液生物标志物已被探索,因为蛋白质检测技术适合于即时检测环境,并且可以满足成本目标。本研究旨在寻找符合世卫组织结核病筛查目标产品特性(TPP)的生物标志物特征。通过先进的统计方法和机器学习算法,对来自三个样本人群(越南、秘鲁和南非)的 12 种基于血液的蛋白质生物标志物进行了单独和组合分析。I-309、SYWC 和 kallistatin 的组合在整个数据集(秘鲁和南非)中具有最有前途的结果,可以识别活动性结核病,符合成人分诊测试的 TPP。在全球范围内表现最佳的单个标志物(I-309 和 SYWC)也在南非和越南的国家层面表现最佳标志物之列。这项分析清楚地表明,基于一两个标志物的性能符合世卫组织 TPP 的最低标准,宿主蛋白生物标志物检测在某些地理区域对成人是可行的。