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相关概念视频

Mismatch Repair01:20

Mismatch Repair

4.7K
Organisms are capable of detecting and fixing nucleotide mismatches that occur during DNA replication. This sophisticated process requires identifying the new strand and replacing the erroneous bases with correct nucleotides. Mismatch repair is coordinated by many proteins in both prokaryotes and eukaryotes.
The Mutator Protein Family Plays a Key Role in DNA Mismatch Repair
The human genome has more than 3 billion base pairs of DNA per cell. Prior to cell division, that vast amount of genetic...
4.7K
Conservative Site-specific Recombination and Phase Variation02:53

Conservative Site-specific Recombination and Phase Variation

5.9K
Because the DNA segments are cut and reorganized in a direction-specific manner, site-specific recombination has emerged as an efficient genetic engineering technique. Flippase and Cyclization recombinases or Flp and Cre, respectively, are two members of the tyrosine recombinase family derived from bacteriophages, that are used to mediate site-specific DNA insertions, deletions, and targeted expression of proteins in mammalian cell lines.
The recognition sites for Cre recombinase called LoxP...
5.9K
Nucleotide Excision Repair01:38

Nucleotide Excision Repair

3.4K
DNA Distortion and Damage
Cells are regularly exposed to mutagens—factors in the environment that can damage DNA and generate mutations. UV radiation is one of the most common mutagens and is estimated to introduce a significant number of changes in DNA. These include bends or kinks in the structure, which can block DNA replication or transcription. If these errors are not fixed, the damage can cause mutations, which in turn can result in cancer or disease depending on which sequences are...
3.4K
Mutations01:35

Mutations

32.7K
Mutations are changes in the sequence of DNA. These changes can occur spontaneously or they can be induced by exposure to environmental factors. Mutations can be characterized in a number of different ways: whether and how they alter the amino acid sequence of the protein, whether they occur over a small or large area of DNA, and whether they occur in somatic cells or germline cells.
Chromosomal Alterations Are Large-Scale Mutations
While point mutations are changes in a single nucleotide in...
32.7K
Translesion DNA Polymerases02:10

Translesion DNA Polymerases

9.7K
Translesion (TLS) polymerases rescue stalled DNA polymerases at sites of damaged bases by replacing the replicative polymerase and installing a nucleotide across the damaged site. Doing so, TLS allows additional time for the cell to repair the damage before resuming regular DNA replication.
TLS polymerases are found in all three domains of life - archaea, bacteria, and eukaryotes. Of the different classes of TLS polymerases, members of the Y family are fitted with specialized structures that...
9.7K
Homologous Recombination02:31

Homologous Recombination

50.0K
The basic reaction of homologous recombination (HR) involves two chromatids that contain DNA sequences sharing a significant stretch of identity. One of these sequences uses a strand from another as a template to synthesize DNA in an enzyme-catalyzed reaction. The final product is a novel amalgamation of the two substrates. To ensure an accurate recombination of sequences, HR is restricted to the S and G2 phases of the cell cycle. At these stages, the DNA has been replicated already and the...
50.0K

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相关实验视频

Updated: May 21, 2025

Gene-targeted Random Mutagenesis to Select Heterochromatin-destabilizing Proteasome Mutants in Fission Yeast
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Gene-targeted Random Mutagenesis to Select Heterochromatin-destabilizing Proteasome Mutants in Fission Yeast

Published on: May 15, 2018

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强化学习用于自动化程序修复中的突变操作员选择.

Carol Hanna1, Aymeric Blot2, Justyna Petke1

  • 1University College London, London, England, UK.

Automated software engineering
|March 18, 2025
PubMed
概括
此摘要是机器生成的。

用于自动程序修复突变操作员选择的强化学习产生了更多的通过测试的变体. 然而,与基于启发式修复的随机选择相比,它并没有显著改善修复错误率.

关键词:
自动程序修复自动化程序修复基因改进是一种基因改进.机器学习 机器学习变种经营者是变种经营者.强化学习是一种强化学习.

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The Lambda Select cII Mutation Detection System
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In Vitro Directed Evolution of a Restriction Endonuclease with More Stringent Specificity
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In Vitro Directed Evolution of a Restriction Endonuclease with More Stringent Specificity

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相关实验视频

Last Updated: May 21, 2025

Gene-targeted Random Mutagenesis to Select Heterochromatin-destabilizing Proteasome Mutants in Fission Yeast
07:18

Gene-targeted Random Mutagenesis to Select Heterochromatin-destabilizing Proteasome Mutants in Fission Yeast

Published on: May 15, 2018

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The Lambda Select cII Mutation Detection System
07:08

The Lambda Select cII Mutation Detection System

Published on: April 26, 2018

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In Vitro Directed Evolution of a Restriction Endonuclease with More Stringent Specificity
09:16

In Vitro Directed Evolution of a Restriction Endonuclease with More Stringent Specificity

Published on: March 25, 2020

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科学领域:

  • 软件工程 软件工程 软件工程
  • 人工智能的人工智能

背景情况:

  • 自动程序修复 (APR) 使用启发式搜索通过突变代码来修复软件错误.
  • 当前的方法经常随机选择突变运算符,产生许多非编译或不正确的程序变体,浪费资源.

研究的目的:

  • 调查强化学习 (RL) 在基于启发式的APR中选择突变运算符.
  • 旨在减少无效程序变体的生成,提高修复效率.

主要方法:

  • 开发了一种基于RL的方法来选择突变操作员,不依赖于编程语言,细节性和搜索策略.
  • 在Defects4J的353个真实世界bug上进行了广泛的实证评估,使用了30080次修复尝试.

主要成果:

  • 与基线随机选择相比,RL方法产生了更多的通过测试的变体.
  • 在成功修补错误的数量上没有观察到显著的改善.

结论:

  • 虽然RL增强了APR中有效变体的生成,但它还没有在提高错误修复率方面表现出明显的优势,而不是随机选择.
  • 需要进一步的研究,以充分利用RL在优化基于启发式程序修复搜索策略的潜力.