Ten computational challenges in human virome studies.

IF 5.5 3区 医学 Q1 Medicine Virologica Sinica Pub Date : 2024-12-01 Epub Date: 2024-04-30 DOI:10.1016/j.virs.2024.04.008
Yifan Wu, Yousong Peng
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Abstract

In recent years, substantial advancements have been achieved in understanding the diversity of the human virome and its intricate roles in human health and diseases. Despite this progress, the field of human virome research remains nascent, primarily hindered by the lack of effective methods, particularly in the domain of computational tools. This perspective systematically outlines ten computational challenges spanning various types of virome studies. These challenges arise due to the vast diversity of viromes, the absence of a universal marker gene in viral genomes, the low abundance of virus populations, the remote or minimal homology of viral proteins to known proteins, and the highly dynamic and heterogeneous nature of viromes. For each computational challenge, we discuss the underlying reasons, current research progress, and potential solutions. The resolution of these challenges necessitates ongoing collaboration among computational scientists, virologists, and multidisciplinary experts. In essence, this perspective serves as a comprehensive guide for directing computational efforts in human virome studies.

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人类病毒组研究中的十大计算挑战。
近年来,人们在了解人类病毒组的多样性及其在人类健康和疾病中的复杂作用方面取得了长足的进步。尽管取得了这些进展,人类病毒组研究领域仍处于起步阶段,主要原因是缺乏有效的方法,特别是在计算工具领域。本视角系统地概述了各种类型病毒组研究面临的十大计算挑战。出现这些挑战的原因包括:病毒体种类繁多、病毒基因组中缺乏通用标记基因、病毒种群丰度低、病毒蛋白与已知蛋白同源性低或同源性极低,以及病毒体的高度动态性和异质性。对于每项计算挑战,我们都会讨论其背后的原因、当前的研究进展以及潜在的解决方案。这些挑战的解决需要计算科学家、病毒学家和多学科专家之间的持续合作。从本质上讲,这一观点是指导人类病毒组研究中计算工作的综合指南。
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来源期刊
Virologica Sinica
Virologica Sinica Biochemistry, Genetics and Molecular Biology-Molecular Medicine
CiteScore
7.70
自引率
1.80%
发文量
3149
期刊介绍: Virologica Sinica is an international journal which aims at presenting the cutting-edge research on viruses all over the world. The journal publishes peer-reviewed original research articles, reviews, and letters to the editor, to encompass the latest developments in all branches of virology, including research on animal, plant and microbe viruses. The journal welcomes articles on virus discovery and characterization, viral epidemiology, viral pathogenesis, virus-host interaction, vaccine development, antiviral agents and therapies, and virus related bio-techniques. Virologica Sinica, the official journal of Chinese Society for Microbiology, will serve as a platform for the communication and exchange of academic information and ideas in an international context. Electronic ISSN: 1995-820X; Print ISSN: 1674-0769
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