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相关概念视频

Protein Organization01:24

Protein Organization

6.6K
Proteins are polymers of amino acid residues. They are versatile and responsible for different cellular functions, including DNA replication, molecular transport, catalysis, and structural support. Proteins have a hierarchical structure comprising at least three levels of organization: primary, secondary, and tertiary structure. Some large proteins have a quaternary structure where individual protein subunits are linked together.
The primary structure of a protein is its amino acid sequence....
6.6K
Protein and Protein Structures02:15

Protein and Protein Structures

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10.6K
Protein and Protein Structure02:15

Protein and Protein Structure

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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...
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Protein Families02:47

Protein Families

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Protein families are groups of homologous proteins; that is, they have similarities in amino acid sequences and three-dimensional structures. Protein families usually occur because of gene duplication, where an additional copy of a gene is inserted into the genome of an organism.   Mutations that change the amino acids but still allow the protein to be properly synthesized, will lead to new protein family members.   If these new proteins contain similar amino acids in key...
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Globular and Fibrous Proteins02:21

Globular and Fibrous Proteins

43.8K
Many proteins can be classified into two distinct subtypes - globular or fibrous. These two types differ in their shapes and solubilities.
Globular proteins are also known as spheroproteins and typically are approximately round in shape. They contain a mix of amino acid types and contain differing sequences in their primary structures. Globular proteins have many different functions, such as enzymes, cellular messengers, and molecular transporters. These roles often require the proteins to be...
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Protein Networks02:26

Protein Networks

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Application of I TASSER, trRosetta, UCSF Chimera, HADDOCK server, and HEX loria for De Novo and In Silico Design of Proteins
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OpenProteinSet:规模结构生物学的培训数据

Gustaf Ahdritz1, Nazim Bouatta2, Sachin Kadyan3

  • 1Harvard University.

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此摘要是机器生成的。

研究人员创建了OpenProteinSet,这是一个大型的,开源的蛋白质序列对齐和结构数据集. 这种资源有助于在蛋白质科学中进行机器学习,通过为蛋白质设计和结构预测等任务提供必要的培训数据.

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科学领域:

  • 生物信息学是一种生物信息学.
  • 计算生物学 计算生物学
  • 机器学习用于蛋白质.

背景情况:

  • 多个序列对齐 (MSAs) 对蛋白质设计和结构预测至关重要.
  • 最近像AlphaFold2这样的进步凸显了大规模MSA的重要性.
  • 生成MSA在计算上昂贵,限制了研究数据的可用性.

研究的目的:

  • 为了解决蛋白质科学中机器学习的大规模MSA数据集的缺乏.
  • 介绍OpenProteinSet,一个开源的蛋白质MSA和相关数据集.
  • 促进蛋白质结构,功能和设计研究的进展.

主要方法:

  • 编制了一个超过1600万个MSA的集体.
  • 包括来自蛋白质数据库的相关结构同类.
  • 集成的AlphaFold2蛋白质结构预测.

主要成果:

  • 通过使用OpenProteinSet.Set成功地重新训练了AlphaFold2.
  • 证明了数据集对机器学习应用的有用性.
  • 为科学界建立了一个有价值的资源.

结论:

  • OpenProteinSet为蛋白质科学提供了必要的培训和验证数据.
  • 该数据集支持各种研究任务,包括蛋白质结构,功能和设计.
  • 预计它将推动大规模的多式联机机器学习在蛋白质组学方面的研究.