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相关概念视频

Conservation of Protein Domains Over Different Proteins02:26

Conservation of Protein Domains Over Different Proteins

10.9K
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...
10.9K
Overview of Protein Sorting and Transport01:45

Overview of Protein Sorting and Transport

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Eukaryotic cells have different membrane-bound organelles with distinct protein requirements. The process by which proteins are targeted to a specific organelle is called protein sorting.
Protein sorting can be of two types: signal-based sorting and vesicle-based trafficking. In signal-based sorting, specific amino acid sequences called sorting signals target proteins to the proper location inside the cell either via gated transport or by protein translocation.  In gated transport, folded...
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Protein and Protein Structure02:15

Protein and Protein Structure

79.5K
Proteins are one of the most abundant organic molecules in living systems and have the most diverse range of functions of all macromolecules. Proteins may be structural, regulatory, contractile, or protective. They may serve in transport, storage, or membranes; or they may be toxins or enzymes. Their structures, like their functions, vary greatly. They are all, however, amino acid polymers arranged in a linear sequence.
A protein's shape is critical to its function. For example, an enzyme...
79.5K
Cotranslational Protein Translocation01:20

Cotranslational Protein Translocation

7.3K
Translocation of proteins across membranes is an ancient process that occurs even in bacteria and archaebacteria. In fact, the components of the translocation machinery are still conserved between prokaryotes and eukaryotes.
Sec61 channel partners for cotranslational translocation
During cotranslational translocation, the Sec61 channel partners with the signal recognition particle (SRP), the signal recognition particle receptor (SR), and the ribosomes to transport the nascent polypeptide chain...
7.3K
Conservation of Protein Domains02:26

Conservation of Protein Domains

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Protein-Protein Interfaces02:04

Protein-Protein Interfaces

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相关实验视频

Updated: Jul 2, 2025

Optimization of Synthetic Proteins: Identification of Interpositional Dependencies Indicating Structurally and/or Functionally Linked Residues
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Optimization of Synthetic Proteins: Identification of Interpositional Dependencies Indicating Structurally and/or Functionally Linked Residues

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一种基于可转移性的方法来评估蛋白质表征学习.

Fan Hu, Weihong Zhang, Huazhen Huang

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    |February 28, 2024
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    概括
    此摘要是机器生成的。

    我们开发了一种新的定量方法来评估多任务模型中的蛋白质表示如何转移到新的生物任务中. 这种方法提供了一个更有效和更全面的评估蛋白质语言模型的药物发现和超越.

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    Author Spotlight: A Computational Approach to Decipher Amino Acid Preferences in Multispecific Protein-Protein Interactions
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    Optimization of Synthetic Proteins: Identification of Interpositional Dependencies Indicating Structurally and/or Functionally Linked Residues
    07:08

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    Author Spotlight: A Computational Approach to Decipher Amino Acid Preferences in Multispecific Protein-Protein Interactions
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    A Protocol for Computer-Based Protein Structure and Function Prediction
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    科学领域:

    • 计算生物学是一种计算生物学.
    • 在生物信息学中的机器学习.

    背景情况:

    • 使用蛋白质语言模型 (PLM) 自主监督学习对于药物发现等生物任务是有效的.
    • 目前的评估依赖于特定的基准,引发了对效率和全面性的担忧.
    • 有一种趋势是大规模的多式联运和多任务 PLM.

    研究的目的:

    • 引入一种新的定量方法来评估多任务预训练的蛋白质表示的可转移性.
    • 为了解决目前对PLM的经验评估方法的局限性.
    • 为蛋白质表示学习提供更全面,更有效的评估工具.

    主要方法:

    • 开发了一种基于可转移性的定量方法.
    • 预训练和微调蛋白质特征之间的潜空间分布的量化相似性.
    • 为验证构建了各种蛋白质特定的预训练任务.

    主要成果:

    • 在计算的可转移性得分和实际下游任务性能之间显示出强大的相关性.
    • 在多个生物领域和异质任务中验证了该方法.
    • 展示了该方法在评估蛋白质表示学习中的有效性.

    结论:

    • 拟议的定量方法是评估蛋白质表示学习的全面和有效工具.
    • 这种方法可以指导开发和选择有效的多任务PLM.
    • 它提供了比传统的经验评估在有限的基准上提供更可靠的评估.