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利用基于网络的聚类方法鉴定严重疟疾的新型临床表型。

Identification of a Novel Clinical Phenotype of Severe Malaria using a Network-Based Clustering Approach.

机构信息

Wolfson Centre for Mathematical Biology, Mathematical Institute, University of Oxford, Oxford, UK.

Nestlé Institute of Health Sciences, Lausanne, Switzerland.

出版信息

Sci Rep. 2018 Aug 27;8(1):12849. doi: 10.1038/s41598-018-31320-w.

DOI:10.1038/s41598-018-31320-w
PMID:30150696
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6110866/
Abstract

The parasite Plasmodium falciparum is the main cause of severe malaria (SM). Despite treatment with antimalarial drugs, more than 400,000 deaths are reported every year, mainly in African children. The diversity of clinical presentations associated with SM highlights important differences in disease pathogenesis that often require specific therapeutic options. The clinical heterogeneity of SM is largely unresolved. Here we report a network-based analysis of clinical phenotypes associated with SM in 2,915 Gambian children admitted to hospital with Plasmodium falciparum malaria. We used a network-based clustering method which revealed a strong correlation between disease heterogeneity and mortality. The analysis identified four distinct clusters of SM and respiratory distress that departed from the WHO definition. Patients in these clusters characteristically presented with liver enlargement and high concentrations of brain natriuretic peptide (BNP), giving support to the potential role of circulatory overload and/or right-sided heart failure as a mechanism of disease. The role of heart failure is controversial in SM and our work suggests that standard clinical management may not be appropriate. We find that our clustering can be a powerful data exploration tool to identify novel disease phenotypes and therapeutic options to reduce malaria-associated mortality.

摘要

疟原虫恶性疟原虫是严重疟疾(SM)的主要原因。尽管使用抗疟药物进行了治疗,但每年仍有超过 40 万人死亡,主要是非洲儿童。与 SM 相关的临床表现的多样性突出了疾病发病机制的重要差异,这通常需要特定的治疗选择。SM 的临床异质性在很大程度上仍未得到解决。在这里,我们报告了对 2915 名因恶性疟原虫疟疾住院的冈比亚儿童的与 SM 相关的临床表型的基于网络的分析。我们使用了一种基于网络的聚类方法,该方法揭示了疾病异质性和死亡率之间存在很强的相关性。该分析确定了 SM 和呼吸窘迫的四个不同的簇,这些簇偏离了世界卫生组织的定义。这些簇中的患者特征性地表现出肝肿大和脑钠肽(BNP)浓度升高,这支持循环超负荷和/或右侧心力衰竭作为疾病机制的潜在作用。心力衰竭在 SM 中的作用存在争议,我们的工作表明标准的临床管理可能不合适。我们发现,我们的聚类可以作为一种强大的数据探索工具,用于识别新的疾病表型和治疗选择,以降低疟疾相关死亡率。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b072/6110866/89fcaf8b71cd/41598_2018_31320_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b072/6110866/e7dc05a99241/41598_2018_31320_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b072/6110866/0e43f7d84104/41598_2018_31320_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b072/6110866/2017dece5ce0/41598_2018_31320_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b072/6110866/9220576d7bd7/41598_2018_31320_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b072/6110866/130923690818/41598_2018_31320_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b072/6110866/89fcaf8b71cd/41598_2018_31320_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b072/6110866/e7dc05a99241/41598_2018_31320_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b072/6110866/0e43f7d84104/41598_2018_31320_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b072/6110866/2017dece5ce0/41598_2018_31320_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b072/6110866/9220576d7bd7/41598_2018_31320_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b072/6110866/130923690818/41598_2018_31320_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b072/6110866/89fcaf8b71cd/41598_2018_31320_Fig6_HTML.jpg

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本文引用的文献

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