Center of Medical Genetics, University of Antwerp/Antwerp University Hospital, Edegem, Belgium.
AUDACIS, Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing, University of Antwerp, Antwerp, Belgium.
J Transl Med. 2019 Aug 23;17(1):282. doi: 10.1186/s12967-019-2037-6.
Meningitis can be caused by several viruses and bacteria. Identifying the causative pathogen as quickly as possible is crucial to initiate the most optimal therapy, as acute bacterial meningitis is associated with a significant morbidity and mortality. Bacterial meningitis requires antibiotics, as opposed to enteroviral meningitis, which only requires supportive therapy. Clinical presentation is usually not sufficient to differentiate between viral and bacterial meningitis, thereby necessitating cerebrospinal fluid (CSF) analysis by PCR and/or time-consuming bacterial cultures. However, collecting CSF in children is not always feasible and a rather invasive procedure.
In 12 Belgian hospitals, we obtained acute blood samples from children with signs of meningitis (49 viral and 7 bacterial cases) (aged between 3 months and 16 years). After pathogen confirmation on CSF, the patient was asked to give a convalescent sample after recovery. 3' mRNA sequencing was performed to determine differentially expressed genes (DEGs) to create a host transcriptomic profile.
Enteroviral meningitis cases displayed the largest upregulated fold change enrichment in type I interferon production, response and signaling pathways. Patients with bacterial meningitis showed a significant upregulation of genes related to macrophage and neutrophil activation. We found several significantly DEGs between enteroviral and bacterial meningitis. Random forest classification showed that we were able to differentiate enteroviral from bacterial meningitis with an AUC of 0.982 on held-out samples.
Enteroviral meningitis has an innate immunity signature with type 1 interferons as key players. Our classifier, based on blood host transcriptomic profiles of different meningitis cases, is a possible strong alternative for diagnosing enteroviral meningitis.
脑膜炎可由多种病毒和细菌引起。尽快确定致病病原体对于启动最优化治疗至关重要,因为急性细菌性脑膜炎与较高的发病率和死亡率相关。细菌性脑膜炎需要抗生素治疗,而肠道病毒引起的脑膜炎只需支持性治疗。临床表现通常不足以区分病毒性和细菌性脑膜炎,因此需要通过 PCR 和/或耗时的细菌培养对脑脊液进行分析。然而,在儿童中采集脑脊液并不总是可行的,而且是一种相当具有侵入性的操作。
在 12 家比利时医院,我们从有脑膜炎迹象的儿童(49 例病毒性和 7 例细菌性病例)(年龄在 3 个月至 16 岁之间)中获得急性血液样本。在确认脑脊液病原体后,要求患者在康复后提供恢复期样本。进行 3'mRNA 测序以确定差异表达基因(DEGs),以创建宿主转录组图谱。
肠道病毒引起的脑膜炎病例在 I 型干扰素产生、反应和信号通路方面表现出最大的上调倍数富集。细菌性脑膜炎患者显示与巨噬细胞和中性粒细胞激活相关的基因显著上调。我们在肠道病毒性和细菌性脑膜炎之间发现了几个差异表达基因。随机森林分类表明,我们能够通过在保留样本上的 AUC 为 0.982 来区分肠道病毒性和细菌性脑膜炎。
肠道病毒性脑膜炎具有先天免疫特征,I 型干扰素是关键因素。我们的分类器基于不同脑膜炎病例的血液宿主转录组图谱,是诊断肠道病毒性脑膜炎的一种潜在的强有力替代方法。