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相关概念视频

Sanger Sequencing01:57

Sanger Sequencing

DNA sequencing is a fundamental technique that is routinely used in the biological sciences. This method can be applied to a range of questions at different scales - from the sequencing of a cloned DNA fragment or the study of a mutation in a gene up to whole-genome sequencing. However, despite the widespread use of sequencing today, it was not until 1977 that Fredrick Sanger and his collaborators developed the chain-termination method to decode DNA sequences. It relies on the separation of a...
Size and Structure of Viral Genomes01:26

Size and Structure of Viral Genomes

Viral genomes exhibit remarkable diversity in size, structure, and composition, influencing their replication strategies and interactions with host cells. These genomes consist of either DNA or RNA and may be linear or circular. Additionally, they can be single-stranded or double-stranded, with each configuration affecting how the virus propagates within a host. RNA viruses, for instance, generally have smaller genomes than DNA viruses, a factor that contributes to their high mutation rates and...
Methods to Assess Microbial Communities01:19

Methods to Assess Microbial Communities

Microbial communities, comprising bacteria, archaea, and eukaryotic microorganisms, inhabit diverse ecosystems and play crucial roles in environmental and biological processes. Their diversity is defined by three main parameters: species richness (the number of distinct species), species abundance (the relative quantity of each species), and species evenness (how uniformly individual species are distributed in various locations). These factors together shape the structure and ecological balance...
Human Virome01:26

Human Virome

The human body harbors a vast and diverse viral community known as the human virome. The virome includes bacteriophages that infect bacteria, and eukaryotic viruses that infect human cells. Transient dietary and environmental viruses also contribute to this dynamic ecosystem. Estimates suggest the human body may contain on the order of 10¹³ viral particles, though abundance varies widely by body site and detection method.Comprehensive characterization of the virome has become possible only with...
Bacteriophages of the Human Virome01:23

Bacteriophages of the Human Virome

Bacteriophages are found throughout the human body. They may even outnumber eukaryotic viruses, forming an important and dynamic component of the human virome. Indeed, phages represent the most abundant viral entities, with densities in the gut reaching up to 10⁹ particles per gram of fecal matter, and many belonging to orders such as Caudovirales and Microviridae, while a substantial proportion remains unclassified as viral “dark matter.”Lysogeny and Genetic ExchangeIn the gut, bacteriophages...
Rapid Identification of Pathogens01:25

Rapid Identification of Pathogens

MALDI-TOF MS has transformed clinical microbiology by offering a rapid and reliable method for pathogen identification. The traditional approach to microbial identification typically involves time-consuming culture techniques and biochemical tests, which can delay the initiation of appropriate antimicrobial therapy. MALDI-TOF MS avoids these delays by using characteristic ribosomal protein mass patterns of microbial cells, enabling accurate species-level identification within minutes.Principle...

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相关实验视频

Updated: Jul 6, 2026

Purifying the Impure: Sequencing Metagenomes and Metatranscriptomes from Complex Animal-associated Samples
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Purifying the Impure: Sequencing Metagenomes and Metatranscriptomes from Complex Animal-associated Samples

Published on: December 22, 2014

一本初学者使用DeepVirFinder的指南,用于从元基因组数据集中识别病毒序列.

Yuqian Mo1, Nathan Ahlgren2, Jed A Fuhrman3

  • 1Department of Ocean Science and Engineering, Southern University of Science and Technology, Shenzhen, China.

Current protocols
|January 29, 2026
PubMed
概括
此摘要是机器生成的。

深度学习工具DeepVirFinder现在可以从元基因组数据中更快地识别病毒序列. 这种增强版本有助于研究人员发现新型病毒,并更有效地分析它们的生态作用.

关键词:
这是一个DeepVirFinder.深度学习是一种深度学习.转基因组学是指转基因组学.病毒组学 (viromics) 是一个病毒病毒病毒病毒.

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A Virtual Machine Platform for Non-Computer Professionals for Using Deep Learning to Classify Biological Sequences of Metagenomic Data
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DNA Viral Size Fraction Metagenomics for Human Stool Samples
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DNA Viral Size Fraction Metagenomics for Human Stool Samples

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科学领域:

  • 生物信息学是一种生物信息学.
  • 病毒学 病毒学
  • 计算生物学 计算生物学

背景情况:

  • 超基因组数据集对于理解病毒起源,进化和生态功能至关重要.
  • 从复杂的元基因组数据中准确识别病毒序列仍然是一个挑战.

研究的目的:

  • 改进DeepVirFinder软件,以更快,更有效地从元基因组组合中预测病毒序列.
  • 为用户提供优化的工作流程和用于下游病毒序列分析的补充脚本.

主要方法:

  • 利用双卷积神经网络模型进行无对齐和无引用的病毒序列分类.
  • 优化了DeepVirFinder的运行时间性能,同时保留了其核心用户界面.
  • 开发了用于序列提取和结果检查的补充脚本.

主要成果:

  • 为DeepVirFinder实现了优化的运行时间性能,促进了对大型元基因组数据集的更快的分析.
  • 提供全面的基本工作流程和用于用户友好的病毒序列分析的补充工具.
  • 从各种环境样本中加速发现新型病毒.

结论:

  • 改进的DeepVirFinder软件提高了病毒序列识别在元基因组学中的效率.
  • 该工具使研究人员能够更有效地挖掘病毒信息,用于进化和生态研究.
  • 这种优化的方法支持在病毒组研究中更广泛地采用和应用.