基于Tisslet组织的学习估计用于转录学
Ahmed Miloudi1, Aisha Al-Qahtani2, Thamanna Hashir3
1Faculty of Medicine and Pharmacy-FUSMBA, Fes, Morocco.
BMC bioinformatics
|February 25, 2025
概括
这项研究引入了一种新的非线性模型,通过计算组织相互作用来预测跨多种组织的基因表达. 这有助于改进多主题数据分析和识别复杂的特征相关区域.
科学领域:
- 基因组学就是基因组学.
- 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:
- 全转录组关联研究 (TWAS) 对于将遗传变异与复杂特征联系起来至关重要.
- 目前的多组织基因表达预测方法由于忽视组织-组织表达相关性而缺乏准确性.
研究的目的:
- 开发一种先进的方法,用于在多种组织中预测基因表达.
- 通过结合组织-组织表达相互作用来提高多omics数据分析和TWAS的准确性.
主要方法:
- 开发了一个非线性多变量模型来预测基因表达.
- 该模型明确结合了不同组织中基因表达之间的相关性.
主要成果:
- 拟议的模型有效地估计了组织-组织表达相互作用.
- 在多种组织中实现了对缺失的基因表达数据的准确预测.
- 该模型在捕捉组织间关系方面表现出卓越的性能.
结论:
- 结合组织-组织表达相关性可以提高基因表达预测的准确性.
- 这种新的方法为多omics数据分析和TWAS提供了显著的进步.
- 该方法为识别与复杂特征相关的遗传区域提供了一个新的途径.
相关概念视频
Transfer RNA Synthesis
One of the unique features of tRNA is the presence of modified bases. In some tRNAs, modified bases account for nearly 20% of the total bases in the molecule. Altogether, these unusual bases protect the tRNA from enzymatic degradation by RNases.
Each of these chemical modifications is carried by a specific enzyme, post-transcription. All of these enzymes have unique base and site-specificity. Methylation, the most common chemical modification, is carried by at least nine different enzymes, with...
Each of these chemical modifications is carried by a specific enzyme, post-transcription. All of these enzymes have unique base and site-specificity. Methylation, the most common chemical modification, is carried by at least nine different enzymes, with...
Master Transcription Regulators
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...
Transcription
Transcription is the synthesis of RNA from a DNA sequence by RNA polymerase. It is the first step in producing a protein from a gene sequence. Additionally, many other proteins and regulatory sequences are involved in correctly synthesizing messenger RNA (mRNA). Transcriptional regulation is responsible for the differentiation of different types of cells and often for the proper cellular response to environmental signals.
Transcription Can Produce Different Kinds of RNA Molecules
In eukaryotes,...
Transcription Can Produce Different Kinds of RNA Molecules
In eukaryotes,...
General Transcription Factors
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...
Transfer RNA Synthesis
One of the unique features of tRNA is the presence of modified bases. In some tRNAs, modified bases account for nearly 20% of the total bases in the molecule. Altogether, these unusual bases protect the tRNA from enzymatic degradation by RNases.
Each of these chemical modifications is carried by a specific enzyme, post-transcription. All of these enzymes have unique base and site-specificity. Methylation, the most common chemical modification, is carried by at least nine different enzymes, with...
Each of these chemical modifications is carried by a specific enzyme, post-transcription. All of these enzymes have unique base and site-specificity. Methylation, the most common chemical modification, is carried by at least nine different enzymes, with...
Master Transcription Regulators
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...


