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鉴定日本血吸虫排泄/分泌蛋白及其与宿主免疫系统的相互作用。

Identifying Schistosoma japonicum excretory/secretory proteins and their interactions with host immune system.

机构信息

Department of Parasitology, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, People's Republic of China.

出版信息

PLoS One. 2011;6(8):e23786. doi: 10.1371/journal.pone.0023786. Epub 2011 Aug 24.

Abstract

Schistosoma japonicum is a major infectious agent of schistosomiasis. It has been reported that large number of proteins excreted and secreted by S. japonicum during its life cycle are important for its infection and survival in definitive hosts. These proteins can be used as ideal candidates for vaccines or drug targets. In this work, we analyzed the protein sequences of S. japonicum and found that compared with other proteins in S. japonicum, excretory/secretory (ES) proteins are generally longer, more likely to be stable and enzyme, more likely to contain immune-related binding peptides and more likely to be involved in regulation and metabolism processes. Based on the sequence difference between ES and non-ES proteins, we trained a support vector machine (SVM) with much higher accuracy than existing approaches. Using this SVM, we identified 191 new ES proteins in S. japonicum, and further predicted 7 potential interactions between these ES proteins and human immune proteins. Our results are useful to understand the pathogenesis of schistosomiasis and can serve as a new resource for vaccine or drug targets discovery for anti-schistosome.

摘要

日本血吸虫是血吸虫病的主要病原体。据报道,日本血吸虫在其生命周期中排泄和分泌的大量蛋白质对其在终宿主中的感染和存活至关重要。这些蛋白质可以作为疫苗或药物靶点的理想候选物。在这项工作中,我们分析了日本血吸虫的蛋白质序列,发现与日本血吸虫中的其他蛋白质相比,排泄/分泌(ES)蛋白质通常更长,更稳定,更可能是酶,更可能含有与免疫相关的结合肽,更可能参与调节和代谢过程。基于 ES 和非 ES 蛋白质之间的序列差异,我们训练了一个支持向量机(SVM),其准确性远高于现有方法。使用这个 SVM,我们在日本血吸虫中鉴定出 191 种新的 ES 蛋白质,并进一步预测了这些 ES 蛋白质与人类免疫蛋白质之间的 7 种潜在相互作用。我们的结果有助于了解血吸虫病的发病机制,并可作为抗血吸虫疫苗或药物靶点发现的新资源。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b624/3161075/81a443bf8fc1/pone.0023786.g001.jpg

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