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相关概念视频

Tagging and Fusion Proteins01:24

Tagging and Fusion Proteins

6.6K
Proteins are involved in several cellular processes and biochemical reactions. Analyzing a specific protein of interest requires it to be isolated from the other proteins in the cell. This is achieved by overexpressing the specific gene in a suitable host to produce large quantities of the target protein. A tag or label is recombined with the gene to produce a fusion protein containing the target protein and the tag. The tags on these fusion proteins can then be used for easy detection and...
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Ribosome Profiling02:24

Ribosome Profiling

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Ribosome profiling or ribo-sequencing is a deep sequencing technique that produces a snapshot of active translation in a cell. It selectively sequences the mRNAs protected by ribosomes to get an insight into a cell’s translation landscape at any given point in time.
Applications of ribosome profiling
Ribosome profiling has many applications, including in vivo monitoring of translation inside a particular organ or tissue type and quantifying new protein synthesis levels.
The technique...
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From DNA to Protein03:06

From DNA to Protein

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The flow of genetic information in cells from DNA to mRNA to protein is described by the central dogma, which states that genes specify the sequence of mRNAs, which in turn specify the sequence of amino acids making up all proteins. The decoding of one molecule to another is performed by specific proteins and RNAs. Because the information stored in DNA is so central to cellular function, it makes intuitive sense that the cell would make mRNA copies of this information for protein synthesis...
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Conserved Binding Sites01:49

Conserved Binding Sites

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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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Labeling DNA Probes03:31

Labeling DNA Probes

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DNA probes are fragments of DNA labeled with a reporter tag to enable their detection or purification. The resulting labeled DNA probes can then hybridize to target nucleic acid sequences through complementary base-pairing, and may be used to recover or identify these regions.
Radioisotopes, fluorophores, or small molecule binding partners like biotin or digoxigenin, are the most widely used reporter tags for labeling DNA probes. These labels can be attached to the probe DNA molecule via...
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Complementary DNA01:44

Complementary DNA

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Overview
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相关实验视频

Updated: Jul 6, 2025

Identification of Functional Protein Regions Through Chimeric Protein Construction
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Identification of Functional Protein Regions Through Chimeric Protein Construction

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通过融合DNA形状特征,预测蛋白质编码区域.

Miao Chen1, Yangyang Li1, Kun Zhang1

  • 1Ocean University of China, College of Computer Science and Technology, Qingdao 266100, China.

New biotechnology
|January 5, 2024
PubMed
概括
此摘要是机器生成的。

这项研究引入了一种新的深度学习方法,用于预测基因组中的蛋白质编码区域. 通过结合DNA形状特征,该模型显著提高了区分编码和非编码DNA序列的准确性.

关键词:
BRNNN BRNN 在线观看在CDS中,CDS是指CDS.在美国,CNN是CNN.形状 DNA 形状 DNA 的形状

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相关实验视频

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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.
  • 计算生物学 计算生物学

背景情况:

  • 蛋白质编码区域难以预测,因为外子和内子的长度各不相同.
  • 当前的深度学习方法往往忽视了DNA形状在基因表达中的作用.
  • 基因组中的结构复杂性阻碍了对编码区域的准确预测.

研究的目的:

  • 开发一种改进的方法来预测蛋白质编码区域.
  • 将DNA形状特征集成到深度学习模型中,以提高准确性.
  • 解决复杂基因组现有方法的局限性.

主要方法:

  • 开发了一个卷积神经网络-双向循环神经网络 (CNNS-BRNN) 模型.
  • 嵌入的DNA形状特征与传统序列特征一起使用融合编码技术.
  • 评估模型性能与基线方法相比.

主要成果:

  • 拟议的CNNS-BRNN模型显著改善了蛋白质编码区域的预测.
  • 融合编码技术结合了DNA形状和序列的功能,增强了模型性能.
  • 与基线相比,AUC和F1得分分别提高了2.3%和5.3%.

结论:

  • 整合DNA形状特征大大提高了蛋白质编码区域预测模型的性能.
  • CNNS-BRNN模型为分析复杂的生物基因组提供了更强大的方法.
  • 这种方法推进了计算基因组学和基因预测领域.