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相关概念视频

Protein Folding Quality Check in the RER01:29

Protein Folding Quality Check in the RER

3.7K
ER is the primary site for the maturation and folding of soluble and transmembrane secretory proteins. The calnexin cycle is a specific chaperone system that folds and assesses the confirmation of N-glycosylated proteins before they can exit the ER lumen. The primary players of this quality check pipeline are the lectins, ER-resident chaperones, and a glucosyl transferase enzyme. In case the calnexin system in the lumen fails to salvage a misfolded protein, it is transported to the cytoplasm...
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Protein Folding01:22

Protein Folding

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Overview
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Transformers01:26

Transformers

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A device that transforms voltages from one value to another using induction is called a transformer. A transformer consists of two separate coils, or windings, wrapped around the same soft iron core. However, they are electrically insulated from each other.
The iron core has a substantial relative permeability. Therefore, the magnetic field lines generated due to the current in one winding are almost entirely confined within the core, such that the same magnetic flux permeates each turn of both...
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Conservation of Protein Domains Over Different Proteins02:26

Conservation of Protein Domains Over Different Proteins

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Protein domains are small structurally independent units that are part of a single amino acid chain.  Although these domains are often structurally independent, they may rely on synergistic effects to perform their functions as part of a larger protein. Protein domains may be conserved within the same organism, as well as across different organisms.
A limited set of protein domains often duplicate and recombine during evolution. These domains can be organized in different combinations to...
10.8K
The Unfolded Protein Response01:37

The Unfolded Protein Response

4.5K
The ER is the hub of protein synthesis in a cell. It has robust systems to quality control protein folding and also for degradation of terminally misfolded proteins. Under normal conditions, a small proportion of misfolded proteins that cannot be salvaged need to be transported to the cytoplasm by the ER-associated degradation or ERAD pathways. However, if the ERAD cannot handle the misfolded proteins, the cell activates the unfolded protein response or UPR to adjust the protein folding...
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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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相关实验视频

Updated: Jun 23, 2025

A Protocol for Computer-Based Protein Structure and Function Prediction
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A Protocol for Computer-Based Protein Structure and Function Prediction

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PRFold-TNN:用组合特征选择方法识别蛋白质折叠,使用基于变压器的PageRank算法.

Xinyi Qin, Lu Zhang, Min Liu

    IEEE/ACM transactions on computational biology and bioinformatics
    |June 14, 2024
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    概括

    一个新的计算模型,PRFold-TNN,提高了蛋白质折叠识别的准确性. 这种方法利用先进的特征提取和选择技术,在基准数据集上实现卓越的性能,以了解蛋白质结构.

    科学领域:

    • 计算生物学是一种计算生物学.
    • 结构生物信息学 结构生物信息学
    • 在蛋白质组学中的机器学习.

    背景情况:

    • 了解蛋白质三级结构对于生物功能至关重要.
    • 蛋白质折叠识别是确定蛋白质结构的关键方法.
    • 需要新的计算方法来解决不断增长的蛋白质结构数据库.

    研究的目的:

    • 开发一种用于蛋白质折叠识别的新型计算方法.
    • 引入PRFold-TNN模型并评估其性能.
    • 为了提高蛋白质折叠识别的准确性和概括能力.

    主要方法:

    • 开发一个新的蛋白质结构数据集 (AT).
    • 使用AAC,HMM,HMM-Bigram和ACC进行特征提取.
    • 根据PageRank和基于树的算法组合特征选择.
    • 使用基于变压器的模型进行分类.

    主要成果:

    • 在AT数据集上达到86.27%的准确性,在独立测试集上达到88.91%.
    • 证明了卓越的性能和概括能力.
    • 在DD,EDD和TG数据集上超越了最先进的方法,精度得到了显著的改进.

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    结论:

    • PRFold-TNN模型在蛋白质折叠识别方面表现突出.
    • 拟议的方法在计算结构生物信息学方面取得了重大进展.
    • PRFold-TNN提供了一种强大而准确的方法来预测蛋白质折叠.