GENet:一个基于图形的模型,利用质子标记和转录因子来增强基因表达预测
Mahdieh Labani1, Amin Beheshti1, Tracey A O'Brien1,2,3
1School of Computing, Macquarie University, Sydney 2109, Australia.
Genes
|July 27, 2024
概括
预测基因表达是至关重要的. 一种名为GENet (基因表达网络) 的新方法集成了转录因子和基因组修饰,显著改善了超越单独DNA序列分析的mRNA水平预测.
科学领域:
- 基因组学就是基因组学.
- 分子生物学分子生物学
- 生物信息学是一种生物信息学.
背景情况:
- 准确预测基因表达是基因组学的一个关键挑战.
- 基因表达调节涉及到复杂的机制,超出了转录起点 (TSS) 附近的DNA序列.
- 以前的模型通常仅依赖DNA序列数据,限制了预测准确度.
研究的目的:
- 开发一种新的计算方法,用于增强基因表达预测.
- 整合多层监管信息,包括转录因子和基因组修饰.
- 改进仅依赖于DNA序列分析的现有方法.
主要方法:
- 开发GENet (基因表达网络从基因组和转录因子集成),一个基于图形的模型.
- 整合转录因子结合数据和基因组修饰信号.
- 将GENet的预测性能与仅使用DNA序列模型进行比较.
主要成果:
- GENet显著提高了mRNA水平的预测准确性.
- 该模型与仅依赖DNA序列的方法相比,显示出更高的性能.
- 结合调节信号,可以更全面地了解基因表达控制.
结论:
- 包括转录因子和基因组修饰在内的全面的监管信息对于准确的基因表达预测至关重要.
- GENet为研究基因调节提供了一个强大的新工具.
- 该方法在基础研究和治疗开发中具有潜在的应用.
相关概念视频
Histone Modification
13.2K
The histone proteins have a flexible N-terminal tail extending out from the nucleosome. These histone tails are often subjected to post-translational modifications such as acetylation, methylation, phosphorylation, and ubiquitination. Particular combinations of these modifications form “histone codes” that influence the chromatin folding and tissue-specific gene expression.
Acetylation
The enzyme histone acetyltransferase adds acetyl group to the histones. Another enzyme, histone...
Acetylation
The enzyme histone acetyltransferase adds acetyl group to the histones. Another enzyme, histone...
13.2K
General Transcription Factors
5.2K
Tissue-specific transcription factors contribute to diverse cellular functions in mammals. For example, the gene for beta globin, a major component of hemoglobin, is present in all cells of the body. However, it is only expressed in red blood cells because the transcription factors that can bind to the promoter sequences of the beta globin gene are only expressed in these cells. Tissue-specific transcription factors also ensure that mutations in these factors may impair only the function of...
5.2K
What is Gene Expression?
167.3K
Overview
Gene expression is the process in which DNA directs the synthesis of functional products, that is, proteins. Cells can regulate gene expression at various stages. It allows organisms to generate different cell types and enables cells to adapt to internal and external factors.
Genetic Information Flows from DNA to RNA to Protein
A gene is a stretch of DNA that serves as the blueprint for functional RNAs and proteins. Since DNA is made up of nucleotides and proteins consist of amino...
Gene expression is the process in which DNA directs the synthesis of functional products, that is, proteins. Cells can regulate gene expression at various stages. It allows organisms to generate different cell types and enables cells to adapt to internal and external factors.
Genetic Information Flows from DNA to RNA to Protein
A gene is a stretch of DNA that serves as the blueprint for functional RNAs and proteins. Since DNA is made up of nucleotides and proteins consist of amino...
167.3K
Chromatin Position Affects Gene Expression
23.3K
Chromatin is the massive complex of DNA and proteins packaged inside the nucleus. The complexity of chromatin folding and how it is packaged inside the nucleus greatly influences access to genetic information. Generally, the nucleus' periphery is considered transcriptionally repressive, while the cell's interior is considered a transcriptionally active area.
Topologically Associated Domains (TADs)
The 3-dimensional positioning of chromatin in the nucleus influences the...
Topologically Associated Domains (TADs)
The 3-dimensional positioning of chromatin in the nucleus influences the...
23.3K
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
Structure of a Gene
12.5K
A gene is the fundamental unit of heredity. Every individual has two copies of each gene, one inherited from each parent. Although most people contain the same genes, there is a small fraction that is slightly different amongst people. A gene with a small difference in its sequence of DNA bases forms different alleles, contributing to different phenotypes.
However, only 1% of the DNA is composed of genes that encode proteins; the rest, 99% is non-coding DNA. This non-coding DNA performs...
However, only 1% of the DNA is composed of genes that encode proteins; the rest, 99% is non-coding DNA. This non-coding DNA performs...
12.5K


