VirGrapher:一种基于图形的病毒标识符,用于从元基因组中长序列的病毒标识
Yan Miao1, Zhenyuan Sun1, Chenjing Ma1
1College of Computer and Control Engineering, Northeast Forestry University, Hexing Road, 150040, Heilongjiang Province, China.
Briefings in bioinformatics
|February 12, 2024
概括
VirGrapher通过分析长的病毒DNA序列作为图表来改善病毒序列识别. 这种新的方法捕捉了子序列之间的关系,在准确性方面超过了现有的方法.
科学领域:
- 病毒学 病毒学
- 生物信息学是一种生物信息学.
- 计算生物学 计算生物学
背景情况:
- 病毒在微生物生态系统中是丰富而至关重要的.
- 转基因组学包括从环境样本中分析所有遗传物质.
- 准确的病毒识别在metagenomes对于生态研究至关重要.
研究的目的:
- 开发一种方法,以更好地识别元基因组数据中的长病毒序列.
- 解决现有的深度学习方法的局限性,这些方法可以分割长序列.
主要方法:
- VirGrapher以图形形式表示长的病毒序列.
- 它使用图形卷积网络 (GCN) 模型来学习序列子序列之间的关系.
- 基于GCN的节点嵌入模型用于序列表示.
主要成果:
- 在识别长病毒序列方面,VirGrapher表现出卓越的性能.
- 与验证集中的三个基准方法相比,该方法实现了更高的AUC值和准确性.
结论:
- VirGrapher有效地捕捉了子序之间的关系,以提高病毒序列的识别.
- 这种基于图形的方法在元基因组学中比传统的后续分析有了显著的进步.
相关概念视频
Viral Structure
62.2K
Viruses are extraordinarily diverse in shape and size, but they all have several structural features in common. All viruses have a core that contains a DNA- or RNA-based genome. The core is surrounded by a protective coat of proteins called the capsid. The capsid is composed of subunits called capsomeres. The capsid and genome-containing core are together known as the nucleocapsid.
62.2K
Viral Mutations
32.3K
A mutation is a change in the sequence of bases of DNA or RNA in a genome. Some mutations occur during replication of the genome due to errors made by the polymerase enzymes that replicate DNA or RNA. Unlike DNA polymerase, RNA polymerase is prone to errors because it is not capable of “proofreading” its work. Viruses with RNA-based genomes, like HIV, therefore accrue mutations faster than viruses with DNA-based genomes. Because mutation and recombination provide the raw material...
32.3K
Viral Recombination
23.4K
Cells are sometimes infected by more than one virus at once. When two viruses disassemble to expose their genomes for replication in the same cell, similar regions of their genomes can pair together and exchange sequences in a process called recombination. Alternatively, viruses with segmented genomes can swap segments in a process called reassortment.
23.4K
Genomics
36.3K
Genomics is the science of genomes: it is the study of all the genetic material of an organism. In humans, the genome consists of information carried in 23 pairs of chromosomes in the nucleus, as well as mitochondrial DNA. In genomics, both coding and non-coding DNA is sequenced and analyzed. Genomics allows a better understanding of all living things, their evolution, and their diversity. It has a myriad of uses: for example, to build phylogenetic trees, to improve productivity and...
36.3K
Next-generation Sequencing
88.8K
The first human genome sequencing project cost $2.7 billion and was declared complete in 2003, after 15 years of international cooperation and collaboration between several research teams and funding agencies. Today, with the advent of next-generation sequencing technologies, the cost and time of sequencing a human genome have dropped over 100 fold.
Next-Generation Sequencing Methods
Although all next-generation methods use different technologies, they all share a set of standard features....
Next-Generation Sequencing Methods
Although all next-generation methods use different technologies, they all share a set of standard features....
88.8K
Sanger Sequencing
754.3K
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...
754.3K


