标志:对基因调节网络进行转录组范围的因果推断
Zhongli Jiang1, Chen Chen2, Zhenyu Xu1
1Department of Statistics, Purdue University, West Lafayette, IN, 47907, USA.
Scientific reports
|November 8, 2023
概括
SIGNET软件使用遗传数据推断因果基因调节网络. 该工具通过分析大规模的转录和基因型数据,有助于理解人类生物学和疾病机制.
科学领域:
- 基因组学就是基因组学.
- 系统生物学 系统生物学
- 生物信息学是一种生物信息学.
背景情况:
- 基因调节对于理解人类生物学和疾病至关重要.
- 在转录组中的众多基因之间推断因果关系是一个重大挑战.
研究的目的:
- 推出SIGNET (基因调节网络的统计推理),这是一个用于构建基因调节网络的软件包.
- 利用人口层面的转录组和基因型数据推断因果基因相互作用.
主要方法:
- 使用基因型变异作为工具变量,类似于孟德尔随机化.
- 在平行计算框架内采用强大的统计算法以提高效率.
- 具有用户友好的界面,用于参数调整,调度,可视化和结果检索.
主要成果:
- 成功构建了高可靠性,转录组范围的基因调控网络.
- 通过并行处理解决网络推理的计算强度.
- 提供交互式可视化和结果检索功能.
结论:
- SIGNET提供了一种可行和有效的方法来推断因果基因调节网络.
- 该软件有助于更深入地了解人类生物学和疾病的遗传基础.
- SIGNET是一个开源工具,可用于广泛的科学应用.
相关概念视频
Cis-regulatory Sequences
9.9K
Cis-regulatory sequences are short fragments of non-coding DNA that are present on the same chromosomes as the genes that they regulate. These fragments serve as binding sites for transcriptional regulators, proteins that are responsible for controlling gene transcription and differential gene expression across cell types in eukaryotes. Cis-regulatory sequences can be close to the gene of interest or thousands of bases away in the DNA sequence; however, those sequences that are further away are...
9.9K
Master Transcription Regulators
6.9K
Master transcription regulators are regulatory proteins that are predominantly responsible for regulating the expression of multiple genes. Often these genes work in concert to drive a complex process. Activation of a master transcription regulator can lead to a cascade of transcriptional activation necessary for that outcome. These regulators can directly bind to the regulatory sequences of the various genes involved, or they can indirectly regulate transcription by binding to regulatory...
6.9K
Genome-wide Association Studies-GWAS
13.5K
Genome-wide association studies or GWAS are used to identify whether common SNPs are associated with certain diseases. Suppose specific SNPs are more frequently observed in individuals with a particular disease than those without the disease. In that case, those SNPs are said to be associated with the disease. Chi-square analysis is performed to check the probability of the allele likely to be associated with the disease.
GWAS does not require the identification of the target gene involved in...
GWAS does not require the identification of the target gene involved in...
13.5K
Regulation of Expression at Multiple Steps
920
The gene expression in cells is regulated at different stages: (i) transcription, (ii) RNA processing, (iii) RNA localization, and (iv) translation. Transcriptional regulation is mediated by regulatory proteins such as transcription factors, activators, or repressors—these control gene expression by initiating or inhibiting the transcription of genes. Once a precursor or pre-mRNA is produced, it undergoes post-transcriptional modification, including 5' capping, splicing, and the...
920
Constitutive and Regulated Gene Expression
23
Gene expression in prokaryotes is governed by constitutive and regulated systems, allowing cells to balance the production of essential proteins with adaptive responses to environmental changes.Constitutive Gene ExpressionConstitutive, or housekeeping, genes are continuously expressed as they encode proteins vital for fundamental cellular processes. These include enzymes for glycolysis, ribosomal components for protein synthesis, and proteins involved in DNA replication. Their constant...
23
Covalently Linked Protein Regulators
1.7K
1.7K


