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相关概念视频

Protein Networks02:26

Protein Networks

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An organism can have thousands of different proteins, and these proteins must cooperate to ensure the health of an organism. Proteins bind to other proteins and form complexes to carry out their functions. Many proteins interact with multiple other proteins creating a complex network of protein interactions.
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
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Targeted Cancer Therapies02:57

Targeted Cancer Therapies

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The targeted cancer therapies, also known as “molecular targeted therapies,” take advantage of the molecular and genetic differences between the cancer cells and the normal cells. It needs a thorough understanding of the cancer cells to develop drugs that can target specific molecular aspects that drive the growth, progression, and spread of cancer cells without affecting the growth and survival of other normal cells in the body.
There are several types of targeted therapies against...
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Genomics02:02

Genomics

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Genomics is the science of genomes: it is the study of all the genetic material of an organism. In humans, the genome consists of information carried in 23 pairs of chromosomes in the nucleus, as well as mitochondrial DNA. In genomics, both coding and non-coding DNA is sequenced and analyzed. Genomics allows a better understanding of all living things, their evolution, and their diversity. It has a myriad of uses: for example, to build phylogenetic trees, to improve productivity and...
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Protein-protein Interfaces02:04

Protein-protein Interfaces

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Many proteins form complexes to carry out their functions, making protein-protein interactions (PPIs) essential for an organism's survival. Most PPIs are stabilized by numerous weak noncovalent chemical forces. The physical shape of the interfaces determines the way two proteins interact. Many globular proteins have closely-matching shapes on their surfaces, which form a large number of weak bonds. Additionally, many PPIs occur between two helices or between a surface cleft and a...
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Combination Therapies and Personalized Medicine02:50

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Combining two or more treatment methods increases the life span of cancer patients while reducing damage to vital organs or tissue from the overuse of a single treatment. Combination therapy also targets different cancer-inducing pathways, thus reducing the chances of developing resistance to treatment.
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
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相关实验视频

Updated: Jun 10, 2025

A Knowledge Graph Approach to Elucidate the Role of Organellar Pathways in Disease via Biomedical Reports
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TarKG:一个全面的生物医学知识图表用于目标发现.

Cong Zhou1, Chui-Pu Cai2, Xiao-Tian Huang1

  • 1Key Laboratory of Drug-Targeting and Drug Delivery System of the Education Ministry and Sichuan Province, Department of Medicinal Chemistry, West China School of Pharmacy, Sichuan University, Chengdu 610041, China.

Bioinformatics (Oxford, England)
|October 11, 2024
PubMed
概括

我们开发了TarKG,这是一个全面的生物医学知识图表,用于药物向发现. TarKG集成多种数据源来预测潜在的治疗点和相关疾病,帮助药物开发.

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科学领域:

  • 生物医学信息学 生物医学信息学
  • 计算生物学 计算生物学
  • 药物发现 药物发现 药物发现

背景情况:

  • 目标发现对于药物开发成功至关重要.
  • 生物医学知识图 (KG) 擅长处理复杂的生物数据.
  • 现有的KG仅限于他们专注于目标发现.

研究的目的:

  • 构建一个专门的生物医学KG用于目标发现.
  • 通过整合多个数据源来创建TarKG.
  • 为了能够预测新的疾病-基因-化合物关系.

主要方法:

  • 整合了七个生物医学KG,九个公共数据库和TCM知识.
  • 开发了TarKG,拥有超过114万个实体和3280万个关系.
  • 利用KG嵌入算法来完成知识和链接预测.

主要成果:

  • TarKG有效地预测疾病目标链接.
  • 案例研究成功地确定了阿尔茨海默病的潜在目标.
  • TarKG确定了与CSN5蛋白相关的疾病.

结论:

  • TarKG是加速药物标发现的宝贵资源.
  • 知识图有助于预测新的治疗目标.
  • 一个用户友好的Web服务器可用于知识检索和推理.