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Serological Surveillance Development for Tropical Infectious Diseases Using Simultaneous Microsphere-Based Multiplex Assays and Finite Mixture Models

机译:基于同时微球的多重检测和有限混合模型对热带传染病的血清学监测开发

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摘要

Background:A strategy to combat infectious diseases, including neglected tropical diseases (NTDs), will depend on the development of reliable epidemiological surveillance methods. To establish a simple and practical seroprevalence detection system, we developed a microsphere-based multiplex immunoassay system and evaluated utility using samples obtained in Kenya.Methods:We developed a microsphere-based immuno-assay system to simultaneously measure the individual levels of plasma antibody (IgG) against 8 antigens derived from 6 pathogens: Entamoeba histolytica (C-IgL), Leishmania donovani (KRP42), Toxoplasma gondii (SAG1), Wuchereria bancrofti (SXP1), HIV (gag, gp120 and gp41), and Vibrio cholerae (cholera toxin). The assay system was validated using appropriate control samples. The assay system was applied for 3411 blood samples collected from the general population randomly selected from two health and demographic surveillance system (HDSS) cohorts in the coastal and western regions of Kenya. The immunoassay values distribution for each antigen was mathematically defined by a finite mixture model, and cut-off values were optimized.Findings:Sensitivities and specificities for each antigen ranged between 71 and 100%. Seroprevalences for each pathogen from the Kwale and Mbita HDSS sites (respectively) were as follows: HIV, 3.0% and 20.1%; L. donovani, 12.6% and 17.3%; E. histolytica, 12.8% and 16.6%; and T. gondii, 30.9% and 28.2%. Seroprevalences of W. bancrofti and V. cholerae showed relatively high figures, especially among children. The results might be affected by immunological cross reactions between W. bancrofti-SXP1 and other parasitic infections; and cholera toxin and the enterotoxigenic E. coli (ETEC), respectively.Interpretation:A microsphere-based multi-serological assay system can provide an opportunity to comprehensively grasp epidemiological features for NTDs. By adding pathogens and antigens of interest, optimized made-to-order high-quality programs can be established to utilize limited resources to effectively control NTDs in Africa.
机译:背景:对抗传染病,包括被忽视的热带病(NTDs)的策略,将取决于可靠的流行病学监测方法的发展。为了建立一个简单实用的血清阳性率检测系统,我们开发了一种基于微球的多重免疫测定系统,并使用在肯尼亚获得的样品对效用进行了评估。方法:我们开发了一种基于微球的免疫测定系统,以同时测量血浆中各个抗体的水平( IgG)对抗来自6种病原体的8种抗原:溶血性变形杆菌(C-IgL),多形利什曼原虫(KRP42),弓形虫(SAG1),班氏无花果(SXP1),HIV(gag,gp120和gp41)和霍乱弧菌(霍乱)毒素)。使用适当的对照样品验证了测定系统。该分析系统适用于从肯尼亚沿海和西部地区的两个健康与人口监测系统(HDSS)队列中随机选择的普通人群收集的3411份血液样本。通过有限混合模型在数学上定义每种抗原的免疫测定值分布,并优化临界值。发现:每种抗原的敏感性和特异性在71%至100%之间。来自Kwale和Mbita HDSS站点的每种病原体的血清阳性率分别为:HIV,3.0%和20.1%; L. donovani,12.6%和17.3%;溶组织性大肠杆菌分别为12.8%和16.6%;和刚地弓形虫分别占30.9%和28.2%。 W. bancrofti和霍乱弧菌的血清阳性率较高,尤其是在儿童中。结果可能会受到班克罗弗病毒SXP1与其他寄生虫感染之间免疫交叉反应的影响;解释:基于微球的多重血清学检测系统可以为全面了解NTD的流行病学特征提供机会。通过添加感兴趣的病原体和抗原,可以建立优化的按订单生产的高质量程序,以利用有限的资源来有效控制非洲的NTD。

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