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相关概念视频

Conserved Binding Sites01:49

Conserved Binding Sites

4.2K
Many proteins’ biological role depends on their interactions with their ligands, small molecules that bind to specific locations on the protein known as ligand-binding sites. Ligand-binding sites are often conserved among homologous proteins as these sites are critical for protein function.
Binding sites are often located in large pockets, and if their location on a protein’s surface is unknown, it can be predicted using various approaches. The energetic method computationally...
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Cooperative Binding of Transcription Regulators02:13

Cooperative Binding of Transcription Regulators

6.4K
Transcriptional regulators bind to specific cis-regulatory sequences in the DNA to regulate gene transcription. These cis-regulatory sequences are very short, usually less than ten nucleotide pairs in length. The short length means that there is a high probability of the exact same sequence randomly occurring throughout the genome.  Since regulators can also bind to groups of similar sequences, this further increases the chances of random binding. Transcriptional regulators form...
6.4K
Single-Strand DNA Binding Proteins01:03

Single-Strand DNA Binding Proteins

13.9K
For successful DNA replication, the unwinding of double-stranded DNA must be accompanied by stabilization and protection of the separated single strands of the DNA. This crucial task is performed by single-strand DNA-binding (SSB) proteins. They bind to the DNA in a sequence-independent manner, which means that the nitrogenous bases of the DNA need not be present in a specific order for binding of SSB proteins to it. The binding of SSB proteins straightens single-stranded DNA (ssDNA) and makes...
13.9K
Bacterial Transcription01:53

Bacterial Transcription

28.0K
RNA polymerase (RNAP) carries out DNA-dependent RNA synthesis in both bacteria and eukaryotes. Bacteria do not have a membrane-bound nucleus. So, transcription and translation occur simultaneously, on the same DNA template.
Transcription can be divided into three main stages, each involving distinct DNA sequences to guide the polymerase. These are:
28.0K
Bacterial RNA Polymerase00:43

Bacterial RNA Polymerase

28.9K
Unlike eukaryotes, bacteria use a single RNA Polymerase (RNAP) to transcribe all genes. The different subunits of bacterial RNAPhave distinct functions. The multisubunit structure of the bacterial RNAP helps the enzyme to maintain catalytic function, facilitate assembly, interact with DNA and RNA, and self-regulate its activity.
In most genes, the transcription site is a single base present upstream of the coding sequence. Though RNAP is a catalytically efficient enzyme, it does not recognize...
28.9K
Transcription Factors02:16

Transcription Factors

75.7K
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...
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相关实验视频

Updated: Jun 7, 2025

High Sensitivity Measurement of Transcription Factor-DNA Binding Affinities by Competitive Titration Using Fluorescence Microscopy
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High Sensitivity Measurement of Transcription Factor-DNA Binding Affinities by Competitive Titration Using Fluorescence Microscopy

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通过机器学习和基于DNA双重稳定性的结构性表征来预测细菌转录因子结合部位.

André Borges Farias1,2, Gustavo Sganzerla Martinez3, Edgardo Galán-Vásquez4

  • 1Laboratório Nacional de Computação Científica - LNCC, Avenida Getúlio Vargas, Petrópolis, Rio de Janeiro 25651075, Brazil.

Briefings in bioinformatics
|November 14, 2024
PubMed
概括

机器学习准确地预测细菌转录因子结合点 (TFBS),并区分反向重复和定向重复序列. 这种新的方法使用DNA双重稳定性来提供对TF-DNA相互作用的见解.

关键词:
DNA双重稳定性的稳定性机器学习是机器学习.转录因子的结合部位.

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Structure-Based Simulation and Sampling of Transcription Factor Protein Movements along DNA from Atomic-Scale Stepping to Coarse-Grained Diffusion
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Analyzing and Building Nucleic Acid Structures with 3DNA
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相关实验视频

Last Updated: Jun 7, 2025

High Sensitivity Measurement of Transcription Factor-DNA Binding Affinities by Competitive Titration Using Fluorescence Microscopy
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Structure-Based Simulation and Sampling of Transcription Factor Protein Movements along DNA from Atomic-Scale Stepping to Coarse-Grained Diffusion
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科学领域:

  • 细菌分子生物学 细菌分子生物学
  • 遗传学和基因组学 遗传学和基因组学
  • 生物信息学是一种生物信息学.

背景情况:

  • 细菌转录因子 (TFs) 通过与DNA结合来调节基因表达.
  • 了解TF-DNA相互作用是解读基因调节的关键.
  • DNA二次结构影响TF结合和识别.

研究的目的:

  • 开发一种机器学习模型,用于预测转录因子结合部位 (TFBS).
  • 为了将TFBS分为定向重复 (DR) 或反向重复 (IR) 的结构.
  • 探索DNA双重稳定性 (DDS) 在TF-DNA相互作用中的作用.

主要方法:

  • 利用机器学习算法,特别是随机森林.
  • 将TFBS核酸序列 (8-20个基对) 转换为DNA双重稳定性 (DDS) 值.
  • 训练模型预测TFBS并区分IR和DR序列.

主要成果:

  • 随机森林模型在预测TFBS方面取得了超过82%的准确性.
  • 该模型以89%的准确度区分了IR和DR序列.
  • DDS分析显示了IRTFBS的对称配置文件,与palindromic结构一致.

结论:

  • 开发了一个基于DDS的新型TFBS预测模型.
  • DDS作为蛋白质-DNA相互作用机制的潜在指标.
  • 这项研究增强了对细菌TF-DNA结合和基因调节的理解.