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相关概念视频

Genomics02:02

Genomics

36.4K
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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Issues And Trends In Healthcare Delivery System01:29

Issues And Trends In Healthcare Delivery System

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The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
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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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Combination Therapies and Personalized Medicine02:50

Combination Therapies and Personalized Medicine

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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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Updated: Jul 6, 2025

A Knowledge Graph Approach to Elucidate the Role of Organellar Pathways in Disease via Biomedical Reports
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一个全面的大规模生物医学知识图表,用于人工智能驱动的数据驱动的生物医学研究.

Yuan Zhang1,2, Xin Sui1, Feng Pan2

  • 1Department of Statistics, Florida State University, Tallahassee, FL 32306.

bioRxiv : the preprint server for biology
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PubMed
概括
此摘要是机器生成的。

我们构建了iKraph,这是一个来自PubMed摘要的大型生物医学知识图,实现了信息提取的人类水平的准确性. 这使得先进的自动化知识发现和药物重新利用成为可能,大大改善了研究洞察力.

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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
  • 自然语言处理自然语言处理.

背景情况:

  • 科学文献的增长需要先进的数据整合工具.
  • 知识图 (KG) 对于整合异构的生物医学数据至关重要.
  • 自动化知识发现 (AKD) 面临着无结构文本和准确性的挑战.

研究的目的:

  • 从PubMed摘要中构建一个大规模,高精度的生物医学知识图 (iKraph).
  • 通过整合公共数据库和基因组学数据来提高KG的全面性.
  • 开发和评估AKD方法,用于诸如药物重用等应用.

主要方法:

  • 利用一流的NLP管道从PubMed摘要中提取信息.
  • 来自40个公共数据库和高通量基因组学数据的综合数据.
  • 开发了一种概率推理方法,用于识别间接因果关系.

主要成果:

  • 构建了iKraph,KG的内容超过了手动策划,并且与人类注释相匹配.
  • 启用了严格的AKD性能评估.
  • 每月确定600-1400种候选药物用于COVID-19的重新用途,经过验证的发现.

结论:

  • iKraph KG和AKD方法为生物医学研究提供了强大的资源.
  • 开发的方法显著推进了自动化知识发现和药物重新用途.
  • 一个云平台可用于学术访问KG和工具.