迷你-EX版本2:细胞类型特定的基因调控网络推断使用综合单细胞转录学方法
Jasper Staut1,2, Nicolás Manosalva Pérez1,2, Thomas Depuydt1,2
1Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium.
Methods in molecular biology (Clifton, N.J.)
|January 10, 2026
概括
MINI-EX使用单细胞数据和转录因子 (TF) 动机识别植物细胞类型特定的基因调控网络 (GRNs). 该工具有助于理解TF功能和转录级联,即使对于非模型物种.
科学领域:
- 植物生物学 植物生物学
- 基因组学就是基因组学.
- 生物信息学是一种生物信息学.
背景情况:
- 基因调控网络 (GRNs) 控制基因表达和生物过程.
- 了解细胞类型特定的GRNs对于多细胞生物来说至关重要.
- 转录因子 (TF) 是GRN中的关键调节者.
研究的目的:
- 引入MINI-EX,一种用于识别植物细胞类型特定GRN的整合工具.
- 通过整合TF动机信息来提高GRN推断的准确性.
- 提供一种用于在缺乏动图数据的非模型植物物种中识别GRN的方法.
主要方法:
- 利用单细胞转录组学数据来构建基于表达的网络.
- 整合转录因子基因信息以提高GRN的准确性.
- 将监管模块分配给单元类型,并使用网络中心性,功能注释和表达特异性优先考虑候选监管器.
主要成果:
- 在植物中,MINI-EX成功地识别了细胞类型特定的GRNs.
- 该工具增强了对TF函数和转录级联的理解.
- 最新版本的MINI-EX支持非模型物种的GRN识别.
结论:
- MINI-EX提供了一种强大的方法来剖析单细胞水平的植物基因调节.
- 该工具有助于研究TF在各种生物过程中的作用.
- MINI-EX为GRN分析提供了全面的管道,从数据准备到输出解释.
相关概念视频
Cell Specific Gene Expression
5.4K
5.4K
Cell Specific Gene Expression
16.2K
Multicellular organisms contain a variety of structurally and functionally distinct cell types, but the DNA in all the cells originated from the same parent cells. The differences in the cells can be attributed to the differential gene expression. Liver cells, whose functions include detoxification of blood, production of bile to metabolize fats, and synthesis of proteins essential for metabolism, must express a specific set of genes to perform their functions. Gene expression also varies with...
16.2K
Combinatorial Gene Control
9.5K
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...
9.5K
General Transcription Factors
6.7K
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...
6.7K


