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相关概念视频

Genome-wide Association Studies-GWAS01:11

Genome-wide Association Studies-GWAS

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Genome-wide association studies or GWAS are used to identify whether common SNPs are associated with certain diseases. Suppose specific SNPs are more frequently observed in individuals with a particular disease than those without the disease. In that case, those SNPs are said to be associated with the disease. Chi-square analysis is performed to check the probability of the allele likely to be associated with the disease.
GWAS does not require the identification of the target gene involved in...
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A Gran plot is used to predict the equivalence volume or endpoint of a potentiometric or acid-base titration without reaching the endpoint. Typically, titration data is collected as a function of the titrant's volume up to a point less than the equivalence volume and then transformed into a linear format. The straight line is extended to the x-axis, indicating the necessary titrant volume to achieve the equivalence point.
For potentiometric titration, the Gran plot is created by plotting...
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Single Nucleotide Polymorphisms-SNPs01:05

Single Nucleotide Polymorphisms-SNPs

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A single nucleotide polymorphism or SNP is a single nucleotide variation at a specific genomic position in a large population. It is the most prevalent type of sequence variation found in the human genome. Point mutations that occur in more than 1% of the population qualify as SNPs. These are present once every 1000 nucleotides on an average in the human genome. Replacement of a purine with another purine (A/G) or a pyrimidine with another pyrimidine (C/T) is known as a transition. In contrast,...
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Protein Networks02:26

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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.
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Cancer Survival Analysis01:21

Cancer Survival Analysis

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Cancer survival analysis focuses on quantifying and interpreting the time from a key starting point, such as diagnosis or the initiation of treatment, to a specific endpoint, such as remission or death. This analysis provides critical insights into treatment effectiveness and factors that influence patient outcomes, helping to shape clinical decisions and guide prognostic evaluations. A cornerstone of oncology research, survival analysis tackles the challenges of skewed, non-normally...
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A Knowledge Graph Approach to Elucidate the Role of Organellar Pathways in Disease via Biomedical Reports
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通过自我监督的相互infomax图形卷积网络预测疾病基因关联.

Jiancong Xie1, Jiahua Rao1, Junjie Xie1

  • 1School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, 510000, China.

Computers in biology and medicine
|February 4, 2024
PubMed
概括

一种新的计算方法,即自主监督互联信息图卷积网络 (MiGCN),可以提高对疾病基因关联的预测. 这种方法通过减少噪音和加强节点相互作用来改善现有方法,以获得更好的准确性.

科学领域:

  • 计算生物学是一种计算生物学.
  • 生物信息学是一种生物信息学.
  • 遗传学 是一个遗传学.

背景情况:

  • 识别疾病基因关联对于理解疾病机制和开发治疗方法至关重要.
  • 预测这些关联的现有计算方法存在局限性,原因是之前的知识和有限的外部数据.

研究的目的:

  • 开发一种新的计算方法,准确预测疾病基因关联.
  • 通过解决数据噪声和交互学习方面的局限性,提高现有预测模型的性能.

主要方法:

  • 开发了一个自主监督的互惠infomax图形卷积网络 (MiGCN).
  • 使用了外部疾病-疾病和基因-基因协作图.
  • 整合了一个图形互助infomax层来消除噪音.
  • 实现了一个信息化消息传递层,以加强节点交互.

主要成果:

  • 该MiGCN模型在预测疾病基因关联方面表现得更好.
  • 与最先进的方法相比,在曲线下面积 (AUC) 中取得了超过8%的改善.
  • 通过广泛的实验验证.

结论:

关键词:
疾病基因关联预测预测.图形卷积网络中的图形卷积网络.互助信息互助信息互助信息互助信息

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  • MiGCN提供了一种更有效的方法来识别新的疾病基因关联.
  • 该方法的降噪和增强的交互学习有助于其卓越的性能.
  • 开发的模型和相关资源是公开可用的,以便进一步研究.