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Combinatorial Gene Control02:33

Combinatorial Gene Control

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Combinatorial gene control is the synergistic action of several transcriptional factors to regulate the expression of a single gene. The absence of one or more of these factors may lead to a significant difference in the level of gene expression or repression.
The expression of more than 30,000 genes is controlled by approximately 2000-3000 transcription factors. This is possible because a single transcription factor can recognize more than one regulatory sequence. The specificity in gene...
8.4K
Gene Evolution - Fast or Slow?02:05

Gene Evolution - Fast or Slow?

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The genomes of eukaryotes are punctuated by long stretches of sequence which do not code for proteins or RNAs. Although some of these regions do contain crucial regulatory sequences, the vast majority of this DNA serves no known function. Typically, these regions of the genome are the ones in which the fastest change, in evolutionary terms, is observed, because there is typically little to no selection pressure acting on these regions to preserve their sequences.
In contrast, regions which code...
7.2K
Genetic Screens02:46

Genetic Screens

5.0K
Genetic screens are tools used to identify genes and mutations responsible for phenotypes of interest. Genetic screens help identify individuals or a group of people at risk of developing  genetic diseases and help them with early intervention, targeted therapy, and reproductive options.
Forward genetic screens
Forward or “classical” genetic screens involve creating random mutations in an organism’s DNA using radiation, mutagens, or insertion of additional bases, which...
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Genetic Variation01:25

Genetic Variation

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Genetic variation is the diversity in DNA sequences found among individuals of the same species. This diversity is crucial for a species' survival because it helps organisms adapt to environmental changes. Genetic variation begins with fertilization, where an egg and sperm cell merge. Each of these cells carries 23 chromosomes, up to 46 in the fertilized egg. Chromosomes are long DNA strands that contain genes, the basic units of heredity.
Genes exist in different versions called alleles,...
300
In-vitro Mutagenesis01:16

In-vitro Mutagenesis

14.0K
To learn more about the function of a gene, researchers can observe what happens when the gene is inactivated or “knocked out,” by creating genetically engineered knockout animals. Knockout mice have been particularly useful as models for human diseases such as cancer, Parkinson’s disease, and diabetes.
14.0K
Genetics of Speciation02:16

Genetics of Speciation

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Speciation is the evolutionary process resulting in the formation of new, distinct species—groups of reproductively isolated populations.
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相关实验视频

Updated: Jul 14, 2025

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances
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Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances

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混合黑寡妇优化与代的贪算法用于基因选择问题.

Mohammed Alweshah1, Yasmeen Aldabbas1, Bilal Abu-Salih2

  • 1Prince Abdullah Bin Ghazi Faculty of Information and Communication Technology, Al-Balqa Applied University, Al-Salt, Jordan.

Heliyon
|October 9, 2023
PubMed
概括
此摘要是机器生成的。

这项研究引入了一种新的混合黑寡妇优化 (BWO-IG) 算法,用于在微阵列数据中高效的基因选择. 与传统方法相比,BWO-IG显著提高了准确性,并减少了基因数量.

关键词:
黑寡妇优化优化 黑寡妇优化功能选择 功能选择基因选择 基因选择代的贪算法医学诊断 医学诊断 医学诊断超启发式杂交的混合化.

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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 机器学习

背景情况:

  • 基因选择 (GS) 对于从DNA微阵列中减少高维基因表达数据集的复杂性至关重要.
  • 微阵列数据分析面临的挑战是由于固有的数据不平衡和样本和基因数量之间的差异.
  • 现有的GS方法可能是计算密集型,可能无法有效处理数据复杂性.

研究的目的:

  • 在微阵列基因表达数据中开发一种简化和计算有效的属性选择方法.
  • 通过改进优化算法的本地搜索能力来提高基因选择的效率.
  • 通过现有方法验证新型混合算法的性能.

主要方法:

  • 使用黑寡妇优化算法 (BWO) 进行基因选择.
  • 开发并测试了两个BWO方法:一个不变的BWO和一个混合的BWO与代贪算法 (BWO-IG).
  • 经验验证了使用九个基准微阵列基因表达数据集的BWO-IG方法,并将其与五种现代包装特征选择 (FS) 方法进行了比较.

主要成果:

  • 混合的BWO-IG技术在传统的BWO算法上表现出卓越的性能.
  • BWO-IG显示增强了本地搜索效率,从而更可靠地识别了相关基因.
  • 对比分析显示,BWO-IG在减少选定基因数量的优势,同时实现了高分类准确性 (平均94.426%).

结论:

  • 在微阵列数据分析中,BWO-IG算法为基因选择提供了计算有效和可靠的解决方案.
  • 将BWO与Iterated Greedy混合,显著提高了基因修剪和分类准确度.
  • BWO-IG的性能优于现有的包装FS方法,使其成为生物信息学研究的一个有前途的工具.