量化差距基因网络的强度
Elizabeth Andreas1, Breschine Cummins1, Tomáš Gedeon1
1Department of Mathematical Sciences, Montana State University, Bozeman, 59718, MT, USA.
Journal of theoretical biology
|January 11, 2024
概括
果的早期发育是强大的,因为它的缺口基因网络. 这项研究引入了新的计算方法来量化和比较这些发育基因网络的稳定性.
科学领域:
- 发育生物学是发展生物学.
- 计算生物学是一种计算生物学.
- 系统生物学 系统生物学
背景情况:
- 在Drosophila melanogaster中,缺口基因网络主导着早期胚胎发育.
- 这个网络表现出了显著的稳定性,尽管出现了中断,但仍然保持了发展模式.
研究的目的:
- 研究和量化基因调控网络的稳定性,特别是差距基因网络.
- 扩展计算建模技术,包括空间变化的环境影响,并开发图形理论强度得分.
主要方法:
- 使用了由监管网络 (DSGRN) 生成的动态签名计算框架.
- 开发了用于建模空间单调环境效应的新数学方法.
- 创建了图形理论稳定性得分来对网络模型进行排名.
主要成果:
- 在两种已建立的间隙基因网络模型之间,在稳健性得分上表现出了实质性的差异.
- 展示了随机网络拓可以生成复杂的表达模式.
- 在具有相同拓但参数不同的网络中量化强度差异.
结论:
- 强度措施显著减少了研究保存发育系统的假设空间.
- 开发的计算框架和稳定性评分为分析生物网络提供了强大的工具.
- 对网络模型的比较分析揭示了它们固有的稳定性的显著差异.
相关概念视频
Combinatorial Gene Control
8.3K
Combinatorial gene control is the synergistic action of several transcriptional factors to regulate the expression of a single gene. The absence of one or more of these factors may lead to a significant difference in the level of gene expression or repression.
The expression of more than 30,000 genes is controlled by approximately 2000-3000 transcription factors. This is possible because a single transcription factor can recognize more than one regulatory sequence. The specificity in gene...
The expression of more than 30,000 genes is controlled by approximately 2000-3000 transcription factors. This is possible because a single transcription factor can recognize more than one regulatory sequence. The specificity in gene...
8.3K
Protein Networks
4.0K
An organism can have thousands of different proteins, and these proteins must cooperate to ensure the health of an organism. Proteins bind to other proteins and form complexes to carry out their functions. Many proteins interact with multiple other proteins creating a complex network of protein interactions.
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
4.0K
Quantifying and Rejecting Outliers: The Grubbs Test
1.6K
Sometimes, a data set can have a recorded numerical observation that greatly deviates from the rest of the data. Assuming that the data is normally distributed, a statistical method called the Grubbs test can be used to determine whether the observation is truly an outlier. To perform a two-tailed Grubbs test, first, calculate the absolute difference between the outlier and the mean. Then, calculate the ratio between this difference and the standard deviation of the sample. This...
1.6K
Comparing Copy Number Variations and SNPs
17.7K
Sequencing of the human genome has opened up several best-kept secrets of the genome. Scientists have identified thousands of genome variations that exist within a population. These variations can be a single nucleotide or a larger chromosomal variation.
Copy number variations or CNVs are the structural variations that cover more than 1kb of DNA sequence. The single nucleotide polymorphism (SNP), on the other hand, is a single nucleotide change or a point mutation that is found in more than 1%...
Copy number variations or CNVs are the structural variations that cover more than 1kb of DNA sequence. The single nucleotide polymorphism (SNP), on the other hand, is a single nucleotide change or a point mutation that is found in more than 1%...
17.7K
Gene Duplication and Divergence
6.1K
The seminal work of Ohno in 1970 popularized the idea of gene duplication and divergence. DNA sequence comparison studies reveal that a large portion of the genes in bacteria, archaebacteria, and eukaryotes was generated by gene duplication and divergence, indicating its critical role in evolution.
The duplicated copies of the gene are called Paralogs. Paralogs with similar sequences and functions form a gene family. Across several species, a large number of gene families are...
The duplicated copies of the gene are called Paralogs. Paralogs with similar sequences and functions form a gene family. Across several species, a large number of gene families are...
6.1K
Genetic Screens
4.9K
Genetic screens are tools used to identify genes and mutations responsible for phenotypes of interest. Genetic screens help identify individuals or a group of people at risk of developing genetic diseases and help them with early intervention, targeted therapy, and reproductive options.
Forward genetic screens
Forward or “classical” genetic screens involve creating random mutations in an organism’s DNA using radiation, mutagens, or insertion of additional bases, which...
Forward genetic screens
Forward or “classical” genetic screens involve creating random mutations in an organism’s DNA using radiation, mutagens, or insertion of additional bases, which...
4.9K


