对基因调控网络基于S系统的建模计算方法的审查
1Department of Electronics and Communication Engineering, Jalpaiguri Government Engineering College, Jalpaiguri, West Bengal, India.
Methods in molecular biology (Clifton, N.J.)
|October 6, 2023
概括
从时间序列数据中使用S系统模型推断基因调节网络 (GRNs) 对于理解细胞过程至关重要. 这篇评论探讨了GRN推理的智能方法,强调了优化挑战.
科学领域:
- 计算生物学 计算生物学
- 生物信息学是一种生物信息学.
- 系统生物学 系统生物学
背景情况:
- 基因调节网络 (GRNs) 控制复杂的细胞过程.
- 从时间序列微阵列数据推断GRN是一个重要的计算挑战.
- 基于生化系统理论和权力定律形式主义的S系统模型为GRN推理提供了一个有前途的方法.
研究的目的:
- 审查现有的智能方法,使用S-系统模型推断GRNs.
- 讨论S系统模型在理解基因表达动态中的应用.
- 识别基于S系统的GRN推理中的挑战和开放研究问题.
主要方法:
- 对应用到S系统GRN推断的各种智能计算方法的审查.
- 对S系统模型的动力参数进行分析,以提取监管关系.
- 讨论用于准确的GRN推理的优化技术.
主要成果:
- S系统模型为基因表达动态提供了一个非线性数学框架.
- S系统模型的动力参数可以揭示基因调节关系.
- 目前的智能方法为基于S系统的GRN推理提供了各种方法.
结论:
- 使用S系统进行准确和计算高效的GRN推断仍然是一个开放的研究问题.
- 优化技术的选择对于成功的GRN推理至关重要.
- 本综述是进入计算生物学和生物信息学领域的研究人员的指南.
相关概念视频
Combinatorial Gene Control
8.4K
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...
8.4K
Regulation of Expression at Multiple Steps
938
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...
938
Regulation of Expression Occurs at Multiple Steps
3.1K
3.1K
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
Constitutive and Regulated Gene Expression
25
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...
25
Global Regulatory Systems
30
Global regulatory systems in bacteria enable rapid and coordinated responses to environmental changes by integrating sensory inputs with gene expression, ensuring efficient adaptation to fluctuating conditions. Key global regulatory mechanisms include regulons, two-component systems, sigma factors, and secondary messengers.Regulons and Global RegulatorsA regulon is a collection of genes and operons controlled by a common global regulator. These regulators enable bacteria to prioritize resource...
30


