蛋白质集转换器:一种基于蛋白质的基因组语言模型,为高多样性病毒学提供动力
Cody Martin1,2, Anthony Gitter3,4,5, Karthik Anantharaman1,6
1Department of Bacteriology, University of Wisconsin-Madison, Madison, WI, USA.
bioRxiv : the preprint server for biology
|August 12, 2024
概括
蛋白质组转换器 (PST) 是一种新的语言模型,通过分析蛋白质组来解释病毒基因组. 基于共享的蛋白质含量,PST在关联病毒基因组方面表现出色,优于传统方法.
科学领域:
- 基因组学就是基因组学.
- 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:
- 基因组数据正在迅速增加,需要先进的解释框架.
- 基于同质学的方法与快速分离的微生物和病毒基因组作斗争.
- 现有的语言模型通常需要功能标签,从而限制了它们的应用.
研究的目的:
- 为病毒基因组解释开发一个可扩展和通用化的框架.
- 介绍一下基于蛋白质的基因组语言模型蛋白质集变压器 (PST).
- 将PST的性能与现有的基于同类学和语言模型的方法进行评估.
主要方法:
- 模拟病毒基因组作为蛋白质的集合,无视功能标签.
- 在超过10万个病毒基因组的数据集上训练PST.
- 基于共享的蛋白质含量,比较了PST在关联病毒基因组方面的表现.
主要成果:
- 在关联病毒基因组方面,PST的表现优于基于同类学和其他语言模型的方法.
- PST证明了对蛋白质结构和功能的认识.
- 聚类的囊折蛋白与已知的囊蛋白以及在相关病毒中识别的晚期基因蛋白.
结论:
- PST是病毒基因组学,生态学和进化研究的宝贵工具.
- 该PST框架显示了作为微生物基因组学基础模型的潜力.
- PST提供了一种强大的方法来解释基因组数据,而不依赖功能标签.
相关概念视频
Genomic DNA in Eukaryotes
46.8K
Eukaryotes have large genomes compared to prokaryotes. To fit their genomes into a cell, eukaryotic DNA is packaged extraordinarily tightly inside the nucleus. To achieve this, DNA is tightly wound around proteins called histones, which are packaged into nucleosomes that are joined by linker DNA and coil into chromatin fibers. Additional fibrous proteins further compact the chromatin, which is recognizable as chromosomes during certain phases of cell division.
46.8K
DNA-only Transposons
14.4K
DNA-only transposons are called autonomous transposons since they code for the enzyme transposase that is required for the transposition mechanism. Insertion of transposons can alter gene functions in multiple ways. They can mutate the gene, alter gene expression by introducing a novel promoter or insulator sequence, introduce new splice sites, and change the mRNA transcripts produced, or remodel chromatin structure.
The donor site from where the transposon is excised is either degraded or...
The donor site from where the transposon is excised is either degraded or...
14.4K
Synthetic Biology
4.7K
Synthetic biology is an interdisciplinary science that involves using principles from disciplines such as engineering, molecular biology, cell biology, and systems biology. It involves remodeling existing organisms from nature or constructing completely new synthetic organisms for applications such as protein or enzyme production, bioremediation, value-added macromolecule production, and the addition of desirable traits to crops, to name a few.
Golden rice
Golden rice is a genetically modified...
Golden rice
Golden rice is a genetically modified...
4.7K
DNA as a Genetic Template
21.9K
Two structural features of the DNA molecule provide a basis for the mechanisms of heredity: the four nucleotide bases and its double-stranded nature. The Watson-Crick model of double-helical DNA structure, proposed in 1952, drew heavily upon the X-ray crystallography work of researchers Rosalind Franklin and Maurice Wilkins. Watson, Crick, and Wilkins jointly received the Nobel Prize in Physiology or Medicine for their work in 1962. Franklin was, controversially, excluded from the prize for...
21.9K
Genomics
36.2K
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...
36.2K
Genomic DNA in Prokaryotes
43.7K
The genome of most prokaryotic organisms consists of double-stranded DNA organized into one circular chromosome in a region of cytoplasm called the nucleoid. The chromosome is tightly wound, or supercoiled, for efficient storage. Prokaryotes also contain other circular pieces of DNA called plasmids. These plasmids are smaller than the chromosome and often carry genes that confer adaptive functions, such as antibiotic resistance.
Genomic Diversity in Bacteria
Although bacterial genomes are much...
Genomic Diversity in Bacteria
Although bacterial genomes are much...
43.7K


