Evaluation of New Biomarker-based Approaches for Improving the Diagnosis of Childhood Tuberculous Meningitis
试验速览
- 阶段
- 不适用
- 状态
- 已完成
- 入组人数
- 332
- 试验地点
- 1
- 主要终点
- Develop a prototype POC diagnostic test platform based on the biosignatures.
研究概览
简要总结
The rapid diagnosis of tuberculosis (TB) in children remains a serious challenge owing to limitations in the existing diagnostic tests. TB meningitis (TBM), an extrapulmonary form of TB, is the most severe manifestation of paediatric TB. TBM results in high morbidity and mortality in children, despite the availability of chemotherapy, mainly due to diagnostic delay. Most tests required for proper TBM diagnosis including analysis of cerebrospinal fluid (CSF) and brain imaging are not available in resource-limited settings e.g., in most of Africa including South Africa. New tests for TBM are urgently needed. The main goal of this proposal is to develop a point-of-care (POC) diagnostic test for TBM, based on CSF and bloodbiomarkers.
Aim 1: Evaluate the diagnostic potentials of 51 host inflammatory biomarkers that the investigators recently identified in CSF and blood samples from children with suspected meningitis in a repository of 100 stored CSF and serum samples using a multiplex platform. After statistical analysis including multi-marker modelling by linear discriminant analysis, random forest, and other modelling techniques, the investigators will select the best combination of up to four biomarkers for incorporation into the prototype diagnostic test (Aim 2).
Aim 2: Incorporate the best performing CSF and serum biomarkers into a novel, patented biosensor-based POC diagnostic test. The investigators will develop a multi-biomarker prototype test for detecting up to 4 biomarkers in serum or CSF.
Aim 3: Evaluate the newly developed POC test on 300 children prospectively. This will be done at the Tygerberg Academic Hospital. The diagnostic yield of the POC test will be compared to the routine diagnostic tests.
详细描述
Introduction:
te ongoing research, early and cost-effective diagnostic tools for TBM are lacking. The detection of Mycobacterium tuberculosis (Mtb) in cerebrospinal fluid (CSF) is the gold standard for diagnosing TBM. Unfortunately the sensitivity of both smear microscopy and culture for TBM is low. Depending on the reference standard employed, the sensitivity of the GeneXpert test (Cepheid Inc, USA) for TBM is approximately 50-60%, and improved to 72% when centrifuged CSF was used in one study. In a more recently published study conducted on HIV positive adults, however, the GeneXpert performed with a sensitivity of 43% or 45%, compared to 43% or 45% for culture and 70% or 95% for the GeneXpert Ultra, depending on which of the two reference standards were used. Despite the relatively high roll-out of the GeneXpert test across South Africa, the test is currently mostly offered at centralised laboratories. The availability of the test in other African countries is limited. The diagnosis of TB relies on the poorly sensitive symptom screening and smear microscopy, especially at rural health centres. Mtb culture facilities are often only available at referral level laboratories and results might take up to 42 days. The need for multiple health care visits leads to loss of follow-up and delayed diagnosis, fuelling the spread of TB and advanced lung damage. In the case of TBM in particular, proper diagnosis is only made upon admission in a tertiary level referral center. In routine clinical practice, diagnosis is mostly based on a combination of clinical findings, multiple laboratory tests on the CSF, imaging findings and the exclusion of common differential diagnoses. Most of these techniques are unavailable in many high-burden, but resource-constrained settings in most of sub-Saharan Africa. Children seen at primary and secondary healthcare facilities often have multiple missed opportunities, up to six visits, before eventual diagnosis of TBM is made in a relatively well-resourced setting in South Africa. Findings from the CSF can be highly variable. Recently, international experts have proposed new uniform case definitions that should be employed in future research to replace the many different definitions in the literature. New tests are therefore urgently needed for the diagnosis of TBM.
The investigators investigated the potential of host markers detected in CSF samples from children suspected of having TBM as diagnostic candidates for TBM . The investigators evaluated the levels of the host biomarkers present in a standard BioPlex 27plex multiplex cytokine kit (Bio Rad Laboratories) and other protein biomarkers in CSF and serum samples. An unsupervised hierarchical clustering and principal component analysis, using the Glucore Omics explorer, revealed significant clustering of patients with TBM by the biomarkers detected in the CSF. A 3-marker host protein biosignature comprising vascular endothelial growth factor (VEGF), interleukin (IL)-13 and the antibacterial peptide cathelicidin, LL-37, showed potential as a diagnostic biosignature for TBM (international patent application: PCT/IB2015/052751), diagnosing TBM with an area under the receiver operator characteristics curve (AUC) of 0.91, with sensitivity of 52%, but with good specificity of 95%. Since the publication of this biosignature, the investigators have evaluated the diagnostic potential of >70 host biomarkers in serum and plasma samples from adults suspected of having active pulmonary TB in 5 different African countries (South Africa, Namibia, Malawi, Uganda and Ethiopia) in an EDCTP-funded trial (AE-TBC). The investigators identified, patented (PCT/IB2015/051435 and PCT/IB2017/052142), and published 6- and 7-marker protein biosignatures with strong diagnostic potential for TB.
In a more recent study (South African Provisional Patent application; Manyelo et al 2019), the investigators hypothesized that at least some of the host biomarkers comprising our adult protein biosignatures may be useful for TBM diagnostics. Funded by the South African Technology Innovation Agency (PI: Chegou), the investigators prospectively enrolled a new cohort of children suspected of having TBM at the Tygerberg Academic Hospital, Western Cape, and determined the concentrations of 66 host biomarkers, in CSF samples from these children. The investigators also included the 3 biomarkers that comprised our previous CSF biosignature for TBM (VEGF, IL-13 and cathelicidin LL-37) for validation purposes in this new study; a total of 69 host protein biomarkers.
With the exception of VEGF (AUC of 0.81), the accuracy of the individual markers in the previous 3-marker signature was poor (AUCs of 0.58 and 0.55, respectively, for IL-13 and LL-37) but when used in combination the discrimination between TBM and no-TBM by the 3-marker model was confirmed [AUC of 0.67 (95% CI: 0.52-0.83); sensitivity of 75% and specificity of 65%]. Forty-seven of the additional markers showed significant differences between the TBM and no TBM groups (Mann Whitney U test), with 28 showing strong diagnostic potential, even as individual markers (AUC ≥ 0.80). These markers include interferon (IFN)-γ, CCL18(MIP-4), CXCL9, CCL1, CCL5(RANTES), IL-6, tumour necrosis factor (TNF)-α, myeloperoxidase (MPO), matrix metalloproteinase 9 (MMP), MMP-8, complement C2 (CC2), IL-10, total plasminogen activator inhibitor 1 (PAI-1), CXCL8, IL-1β, alpha-2-antitrypsin(A1AT), CXCL10, granulocyte colony stimulating factor (G-CSF), CC4, CC4b, granulocyte-macrophage colony stimulating factor (GM-CSF), platelet-derived growth factor (PDGF)-AB/BB, apolipoprotein A1 (apoA1), mannose-binding lectin (MBL), ferritin, CC5a, serum amyloid P (SAP), and CC5.
研究设计
- 研究类型
- Observational
- 观察模型
- Cohort
- 时间视角
- Prospective
入排标准
- 年龄范围
- 3 Months 至 13 Years(Child)
- 性别
- All
- 接受健康志愿者
- 否
入选标准
- •Children between the ages of 3 months and 13 years with suspected meningitis, and who require CSF examination for routine diagnostic purposes at Tygerberg Children's Hospital.
- •Written informed consent will be obtained from parents for inclusion of children 3 months to 7 years old in the study.
- •If possible, assent will be obtained in those children older than 7 years who have a normal level of consciousness, i.e. a Glasgow Coma Score (GCS) of 15/15.
排除标准
- •Children 13 years and older will be excluded from the study.
- •Failure to obtain written consent will also exclude children from the study.
结局指标
主要结局
Develop a prototype POC diagnostic test platform based on the biosignatures.
时间窗: 2020-2022
The validated, best performing CSF and serum biomarkers (sub aims 1a and b) will be incorporated into our POC diagnostic platform, at the Engineering Faculty, SU. The first prototype of the biosensor-based assay was shown to quantify antibodies in bodily fluids in the range of 50 ng/ml - 1 µg/ml (22). We will develop a multibiomarker prototype test for 4 biomarkers in CSF or serum. The prototype multi-biomarker test will undergo prospective evaluation in the field (Aim 3), in years 4 and 5. Assay development will be led by Distinguished Professor Willem Perold, a co-investigator on the project, who will be the lead supervisor of one MSc.Engineering student, with Dr. Chegou as co-supervisor.
Identify CSF or blood-based biosignatures for the diagnosis of TBM in children
时间窗: 2019-2021
We have identified a total of 51 inflammatory biomarkers in CSF and/or serum samples in children with suspected TBM. 47 of these host markers (including 10 of the 14 that showed potential in serum either as individual markers or as part of 3-marker signatures) were detected in CSF samples, with only four of these proteins (CCL2, IL-4, adipsin and Ab42) showing potential only in serum samples. Using a repository of 100 CSF and serum samples, currently available in our biobank, from children with suspected TBM, n=50 with TBM, we will look for correlated markers that can be substituted to identify the best performing biomarker set for the POC device (Aim 2).
Evaluate the newly developed test in a new patient cohort.
时间窗: 2023-2024
We will evaluate the newly developed test prospectively in a new cohort of children with suspected TBM. Clinical study design Recruitment of study participants will follow a longitudinal cohort design. Children suspected of having meningitis will be recruited and assessed for TBM at Tygerberg Academic Hospital, a tertiary level referral hospital and a teaching hospital for SU. It is the second-largest hospital in South Africa. These children will later be classified as having "definite", "probable", "possible" and "no TBM" based on international, standardized criteria (26).
次要结局
未报告次要终点
研究者
Novel Njweipi Chegou
Principal Investigator
University of Stellenbosch
