相关实验视频
Updated: Jun 16, 2025

10:41
Identifying Amino Acid Overproducers Using Rare-Codon-Rich Markers
Published on: June 24, 2019
8.3K
基因组代码:基因组实例化了生物体的生成模型
Kevin J Mitchell1, Nick Cheney2
1Institutes of Genetics and Neuroscience, Trinity College Dublin, Dublin, Ireland.
Trends in genetics : TIG
|February 11, 2025
概括
基因组可能编码一个生物体的生成模型,类似于神经网络. 进化和发展然后作为编码和解码过程为这个生物蓝图.
科学领域:
- 基因组学就是基因组学.
- 发展生物学 发展生物学
- 计算生物学 计算生物学
- 机器学习 机器学习
背景情况:
- 基因组如何编码生物体的基本问题仍然是生物学中的一个核心挑战.
- 现有的模型很难完全解释复杂的基因架构,潜在的特征和发育强度.
研究的目的:
- 为理解基因组代码提出一个新的框架.
- 将基因组概念化为一个生成模型,与机器学习进行并行.
主要方法:
- 与机器学习的变化自动编码器 (VAE) 相似.
- 将基因组概念化为一个带有潜变量的连接网络.
- 描述进化是编码过程,发展是解码过程.
主要成果:
- 生成模型框架解释了复杂特征的分布式遗传基础.
- 这种类比解释了发育过程中观察到的强度和可变性.
- 拟议的模型为理解基因组信息提供了一种可正式化的方法.
结论:
- 基因组可以被视为编码生物体的生成模型.
- 这种观点整合了来自机器学习和发育生物学的见解.
- 拟议的框架为研究基因组代码及其在发展中的作用提供了新的视角.
相关概念视频
DNA as a Genetic Template
21.8K
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...
21.8K
The Central Dogma
124.6K
Overview
124.6K
From DNA to Protein
18.1K
The flow of genetic information in cells from DNA to mRNA to protein is described by the central dogma, which states that genes specify the sequence of mRNAs, which in turn specify the sequence of amino acids making up all proteins. The decoding of one molecule to another is performed by specific proteins and RNAs. Because the information stored in DNA is so central to cellular function, it makes intuitive sense that the cell would make mRNA copies of this information for protein synthesis...
18.1K
Organization of Genes
68.5K
Overview
68.5K
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
Genome Size and the Evolution of New Genes
7.9K
While every living organism has a genome of some kind (be it RNA, or DNA), there is considerable variation in the sizes of these blueprints. One major factor that impacts genome size is whether the organism is prokaryotic or eukaryotic. In prokaryotes, the genome contains little to no non-coding sequence, such that genes are tightly clustered in groups or operons sequentially along the chromosome. Conversely, the genes in eukaryotes are punctuated by long stretches of non-coding sequence.
7.9K

