Treffer: [Current status of studies on genome-wide gene-gene interactions].

Title:
[Current status of studies on genome-wide gene-gene interactions].
Authors:
Shen JW; Bio-X Institutes of Shanghai Jiao Tong University, Shanghai 200230, China., Hu XH, Shi YY
Source:
Yi chuan = Hereditas [Yi Chuan] 2011 Aug; Vol. 33 (8), pp. 820-8.
Publication Type:
English Abstract; Journal Article; Research Support, Non-U.S. Gov't; Review
Language:
Chinese
Journal Info:
Publisher: Ke xue chu ban she Country of Publication: China NLM ID: 9436478 Publication Model: Print Cited Medium: Print ISSN: 0253-9772 (Print) Linking ISSN: 02539772 NLM ISO Abbreviation: Yi Chuan Subsets: MEDLINE
Imprint Name(s):
Original Publication: Beijing : Ke xue chu ban she,
Entry Date(s):
Date Created: 20110812 Date Completed: 20110926 Latest Revision: 20190923
Update Code:
20250114
DOI:
10.3724/sp.j.1005.2011.00820
PMID:
21831799
Database:
MEDLINE

Weitere Informationen

Complex diseases have affected human's health throughout the world. Hundreds of studies show that complex diseases are caused by multiple loci. Currently, genome-wide association studies(GWAS) only focus on the single locus that contributes to the susceptibility of a certain disease. However, the interaction between genes could be one of the main factors that lead to complex traits. This fact has initiated scientists to propose some algorithms to detect these interactions, such as the penalized logistic regression model, multifactor dimensionality reduction method, set association analysis method, Bayesian networks analysis method and random forest. However, these algorithms are of high complexity, hypothesis-driven, causing over fitting of data, or not sensible of data at low dimensions. In this paper, we reviewed these algorithms, and then demonstrated a new algorithm based on GPU to provide a powerful strategy to analyze gene-gene interaction in genome-wide association datasets. This algorithm is of low computing complexity, free of hypothesis, not affected by single locus marginal effect, and also of high stability and speed.