A computational pipeline elucidating functions of conserved hypothetical Trypanosoma cruzi proteins based on public proteomic data.

3区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Advances in protein chemistry and structural biology Pub Date : 2024-01-01 Epub Date: 2024-01-04 DOI:10.1016/bs.apcsb.2023.07.002
Janaina Macedo-da-Silva, Simon Ngao Mule, Livia Rosa-Fernandes, Giuseppe Palmisano
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Abstract

The proteome is complex, dynamic, and functionally diverse. Functional proteomics aims to characterize the functions of proteins in biological systems. However, there is a delay in annotating the function of proteins, even in model organisms. This gap is even greater in other organisms, including Trypanosoma cruzi, the causative agent of the parasitic, systemic, and sometimes fatal disease called Chagas disease. About 99.8% of Trypanosoma cruzi proteome is not manually annotated (unreviewed), among which>25% are conserved hypothetical proteins (CHPs), calling attention to the knowledge gap on the protein content of this organism. CHPs are conserved proteins among different species of various evolutionary lineages; however, they lack functional validation. This study describes a bioinformatics pipeline applied to public proteomic data to infer possible biological functions of conserved hypothetical Trypanosoma cruzi proteins. Here, the adopted strategy consisted of collecting differentially expressed proteins between the epimastigote and metacyclic trypomastigotes stages of Trypanosoma cruzi; followed by the functional characterization of these CHPs applying a manifold learning technique for dimension reduction and 3D structure homology analysis (Spalog). We found a panel of 25 and 26 upregulated proteins in the epimastigote and metacyclic trypomastigote stages, respectively; among these, 18 CHPs (8 in the epimastigote stage and 10 in the metacyclic stage) were characterized. The data generated corroborate the literature and complement the functional analyses of differentially regulated proteins at each stage, as they attribute potential functions to CHPs, which are frequently identified in Trypanosoma cruzi proteomics studies. However, it is important to point out that experimental validation is required to deepen our understanding of the CHPs.

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基于公共蛋白质组数据阐明克氏锥虫保守假定蛋白功能的计算管道。
蛋白质组是复杂、动态和功能多样的。功能蛋白质组学旨在描述蛋白质在生物系统中的功能。然而,即使在模式生物中,对蛋白质功能的注释也存在延迟。这种差距在其他生物中甚至更大,包括克氏锥虫,它是一种被称为南美锥虫病的寄生性、全身性、有时是致命性疾病的病原体。约 99.8% 的克鲁斯锥虫蛋白质组没有人工注释(未审查),其中 25% 以上是保守假定蛋白(CHPs),这使人们注意到该生物体蛋白质含量方面的知识缺口。CHPs是不同进化系的不同物种之间的保守蛋白,但它们缺乏功能验证。本研究介绍了一种应用于公共蛋白质组数据的生物信息学方法,以推断克氏锥虫保守假定蛋白的可能生物学功能。这里采用的策略包括收集克鲁病锥虫表皮畸形体阶段和元畸形体阶段的差异表达蛋白;然后应用多维学习技术进行维度缩减和三维结构同源性分析(Spalog),对这些CHPs进行功能表征。我们发现,在上黑体阶段和变态嗜试虫阶段,分别有 25 和 26 个上调蛋白;其中,18 个 CHPs(上黑体阶段 8 个,变态嗜试虫阶段 10 个)得到了表征。这些数据证实了文献的观点,并补充了对各阶段不同调控蛋白的功能分析,因为它们赋予了CHPs潜在的功能,而CHPs在克鲁斯锥虫蛋白质组学研究中经常被发现。然而,必须指出的是,要加深我们对 CHPs 的了解,还需要进行实验验证。
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来源期刊
Advances in protein chemistry and structural biology
Advances in protein chemistry and structural biology BIOCHEMISTRY & MOLECULAR BIOLOGY-
CiteScore
7.40
自引率
0.00%
发文量
66
审稿时长
>12 weeks
期刊介绍: Published continuously since 1944, The Advances in Protein Chemistry and Structural Biology series has been the essential resource for protein chemists. Each volume brings forth new information about protocols and analysis of proteins. Each thematically organized volume is guest edited by leading experts in a broad range of protein-related topics.
期刊最新文献
In silico network pharmacology study on Glycyrrhiza glabra: Analyzing the immune-boosting phytochemical properties of Siddha medicinal plant against COVID-19. A computational pipeline elucidating functions of conserved hypothetical Trypanosoma cruzi proteins based on public proteomic data. Analysis of endoglucanases production using metatranscriptomics and proteomics approach. Application of functional proteomics in understanding RNA virus-mediated infection. Functional proteomics based on protein microarray technology for biomedical research.
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