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PhyloQuant 方法通过基于系统范围的质谱的定量蛋白质谱提供了对克氏锥虫进化的深入了解。

PhyloQuant approach provides insights into Trypanosoma cruzi evolution using a systems-wide mass spectrometry-based quantitative protein profile.

机构信息

Department of Parasitology, Institute of Biomedical Sciences, University of São Paulo, São Paulo, Brazil.

Department of Biochemistry, Institute of Chemistry, University of São Paulo, São Paulo, Brazil.

出版信息

Commun Biol. 2021 Mar 11;4(1):324. doi: 10.1038/s42003-021-01762-6.

Abstract

The etiological agent of Chagas disease, Trypanosoma cruzi, is a complex of seven genetic subdivisions termed discrete typing units (DTUs), TcI-TcVI and Tcbat. The relevance of T. cruzi genetic diversity to the variable clinical course of the disease, virulence, pathogenicity, drug resistance, transmission cycles and ecological distribution requires understanding the parasite origin and population structure. In this study, we introduce the PhyloQuant approach to infer the evolutionary relationships between organisms based on differential mass spectrometry-based quantitative features. In particular, large scale quantitative bottom-up proteomics features (MS1, iBAQ and LFQ) were analyzed using maximum parsimony, showing a correlation between T. cruzi DTUs and closely related trypanosomes' protein expression and sequence-based clustering. Character mapping enabled the identification of synapomorphies, herein the proteins and their respective expression profiles that differentiate T. cruzi DTUs and trypanosome species. The distance matrices based on phylogenetics and PhyloQuant clustering showed statistically significant correlation highlighting the complementarity between the two strategies. Moreover, PhyloQuant allows the identification of differentially regulated and strain/DTU/species-specific proteins, and has potential application in the identification of specific biomarkers and candidate therapeutic targets.

摘要

恰加斯病的病原体克氏锥虫是一个由七个遗传亚群组成的复合体,称为离散型分型单元(DTU),分别为 TcI-TcVI 和 Tcbat。克氏锥虫遗传多样性与疾病的可变临床过程、毒力、致病性、耐药性、传播周期和生态分布的相关性,需要了解寄生虫的起源和种群结构。在本研究中,我们引入了 PhyloQuant 方法,根据基于差示质谱的定量特征推断生物体之间的进化关系。特别是,使用最大简约法分析了大规模的定量自下而上蛋白质组学特征(MS1、iBAQ 和 LFQ),显示了 T. cruzi DTUs 与密切相关的锥虫的蛋白质表达和基于序列的聚类之间的相关性。特征映射使我们能够识别同源特征,即区分 T. cruzi DTUs 和锥虫物种的蛋白质及其各自的表达谱。基于系统发育和 PhyloQuant 聚类的距离矩阵显示出具有统计学意义的相关性,突出了这两种策略的互补性。此外,PhyloQuant 允许识别差异调节和菌株/ DTU/物种特异性蛋白质,并且在鉴定特定的生物标志物和候选治疗靶点方面具有潜在的应用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f0c2/7952728/4d218fe0a986/42003_2021_1762_Fig1_HTML.jpg

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