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相关概念视频

Nucleic Acid Structure01:25

Nucleic Acid Structure

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The pentose sugar in DNA is deoxyribose, while in RNA the pentose sugar is ribose. The difference between the sugars is the presence of the hydroxyl group on the ribose's second carbon and a hydrogen on the deoxyribose's second carbon. The phosphate residue attaches to the hydroxyl group of the 5′ carbon of one sugar and the hydroxyl group of the 3′ carbon of the sugar of the next nucleotide, which forms  a 5′ to 3′ phosphodiester linkage.
DNA Structure
DNA...
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DNA Base Pairing02:27

DNA Base Pairing

27.5K
Erwin Chargaff’s rules on DNA equivalence paved the way for the discovery of base pairing in DNA. Chargaff’s rules state that in a double-stranded DNA molecule,
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DNA Microarrays02:34

DNA Microarrays

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Microarrays are high-throughput and relatively inexpensive assays that can be automated to analyze large quantities of data at a time. They are used in genome-wide studies to compare gene or protein expression under two varied conditions, such as healthy and diseased states. Microarrays consist of glass or silica slides on which probe molecules are covalently attached through surface functionalization. Most commonly, the slides are prepared through the chemisorption of silanes to silica...
17.5K
DNA as a Genetic Template02:05

DNA as a Genetic Template

22.0K
Two structural features of the DNA molecule provide a basis for the mechanisms of heredity: the four nucleotide bases and its double-stranded nature. The Watson-Crick model of double-helical DNA structure, proposed in 1952, drew heavily upon the X-ray crystallography work of researchers Rosalind Franklin and Maurice Wilkins. Watson, Crick, and Wilkins jointly received the Nobel Prize in Physiology or Medicine for their work in 1962. Franklin was, controversially, excluded from the prize for...
22.0K
Nucleic acids02:43

Nucleic acids

163.7K
Nucleic acids are the most important macromolecules for the continuity of life. They carry the cell's genetic blueprint and carry instructions for its functioning.
DNA and RNA
The two main types of nucleic acids are deoxyribonucleic acid (DNA) and ribonucleic acid (RNA). DNA is the genetic material in all living organisms, ranging from single-celled bacteria to multicellular mammals. It is in the nucleus of eukaryotes and in the organelles, chloroplasts, and mitochondria. In prokaryotes,...
163.7K
Nucleic Acids and Nucleotides01:20

Nucleic Acids and Nucleotides

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Nucleic acids are the most important macromolecules for the continuity of life. They carry the cell's genetic blueprint and have instructions for its functioning. The two main types of nucleic acids are deoxyribonucleic acid (DNA) and ribonucleic acid (RNA).
Deoxyribonucleic Acid (DNA)
DNA is the genetic material in all living organisms, ranging from single-celled bacteria to multicellular mammals. It is in the nucleus of eukaryotes and the organelles such as chloroplasts and mitochondria....
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相关实验视频

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Pattern-based Search of Epigenomic Data Using GeNemo
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基于DNA编码的核酸模式和深度特征用于实例和基于类的图像检索.

Jitesh Pradhan, Arup Kumar Pal, Sk Hafizul Islam

    IEEE transactions on nanobioscience
    |August 11, 2023
    PubMed
    概括

    这项研究引入了DNA编码,用于高效的图像存储和检索,增强基于内容的图像检索 (CBIR) 系统. 新的DNA编码方法显著提高了跨不同数据集的检索准确性.

    科学领域:

    • 生物信息学是一种生物信息学.
    • 计算机视觉 计算机视觉
    • 数据存储数据存储数据存储

    背景情况:

    • 通过将信息表示为核酸序列 (A,C,T,G),DNA编码提供了高效的数据存储.
    • 传统方法在存储效率和大图像数据集的检索准确性方面面临挑战.

    研究的目的:

    • 通过利用DNA编码原理来提高基于内容的图像检索 (CBIR) 的准确性.
    • 开发一种新的DNA编码方案,用于紧和突出的图像信息表示.

    主要方法:

    • 实施了最重要的基于位平面的DNA编码方案,以从图像中生成DNA平面.
    • 利用编码的DNA平面用于基于核酸模式的特征提取和图像检索.
    • 应用深度学习架构 (ResNet-50,VGG-16/19,Inception V3) 用于使用翻译和放大DNA平面进行基于分类的检索.

    主要成果:

    • 拟议的DNA编码方案有效地以紧的格式捕获突出的视觉信息.
    • 基于核酸模式和基于深度学习的检索表明性能有所改善.
    • 在各种数据集 (珊瑚,物体,医疗图像) 上进行评估,其中包括134个类别的28,200张图像.

    结论:

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    • 与现有的最先进的方法相比,DNA编码方法显著提高了图像检索准确度.
    • 这种方法为CBIR系统中高效的图像存储和检索提供了一个有希望的方向.