Pathway-based Analysis Tools for Complex Diseases: A Review

Genetic studies are traditionally based on single-gene analysis. The use of these analyses can pose tremendous challenges for elucidating complicated genetic interplays involved in complex human diseases. Modern pathway-based analysis provides a technique, which allows a comprehensive understanding...

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Published in:Genomics, Proteomics & Bioinformatics
Main Authors: Lv Jin, Xiao-Yu Zuo, Wei-Yang Su, Xiao-Lei Zhao, Man-Qiong Yuan, Li-Zhen Han, Xiang Zhao, Ye-Da Chen, Shao-Qi Rao
Format: Article
Language:English
Published: Oxford University Press 2014-10-01
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S1672022914001065
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author Lv Jin
Xiao-Yu Zuo
Wei-Yang Su
Xiao-Lei Zhao
Man-Qiong Yuan
Li-Zhen Han
Xiang Zhao
Ye-Da Chen
Shao-Qi Rao
author_facet Lv Jin
Xiao-Yu Zuo
Wei-Yang Su
Xiao-Lei Zhao
Man-Qiong Yuan
Li-Zhen Han
Xiang Zhao
Ye-Da Chen
Shao-Qi Rao
author_sort Lv Jin
collection DOAJ
container_title Genomics, Proteomics & Bioinformatics
description Genetic studies are traditionally based on single-gene analysis. The use of these analyses can pose tremendous challenges for elucidating complicated genetic interplays involved in complex human diseases. Modern pathway-based analysis provides a technique, which allows a comprehensive understanding of the molecular mechanisms underlying complex diseases. Extensive studies utilizing the methods and applications for pathway-based analysis have significantly advanced our capacity to explore large-scale omics data, which has rapidly accumulated in biomedical fields. This article is a comprehensive review of the pathway-based analysis methods—the powerful methods with the potential to uncover the biological depths of the complex diseases. The general concepts and procedures for the pathway-based analysis methods are introduced and then, a comprehensive review of the major approaches for this analysis is presented. In addition, a list of available pathway-based analysis software and databases is provided. Finally, future directions and challenges for the methodological development and applications of pathway-based analysis techniques are discussed. This review will provide a useful guide to dissect complex diseases.
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spelling doaj-art-e77d0bf81fdd4101b7b9be6eceb6d5812025-08-19T23:30:23ZengOxford University PressGenomics, Proteomics & Bioinformatics1672-02292014-10-0112521022010.1016/j.gpb.2014.10.002Pathway-based Analysis Tools for Complex Diseases: A ReviewLv Jin0Xiao-Yu Zuo1Wei-Yang Su2Xiao-Lei Zhao3Man-Qiong Yuan4Li-Zhen Han5Xiang Zhao6Ye-Da Chen7Shao-Qi Rao8Institute for Medical Systems Biology, and Department of Medical Statistics and Epidemiology, School of Public Health, Guangdong Medical College, Dongguan 523808, ChinaDepartment of Medical Statistics and Epidemiology, School of Public Health, Sun Yat-Sen University, Guangzhou 510080, ChinaCommunity Health Service Management Center of Panyu District, Guangzhou 511400, ChinaInstitute for Medical Systems Biology, and Department of Medical Statistics and Epidemiology, School of Public Health, Guangdong Medical College, Dongguan 523808, ChinaDepartment of Statistical Sciences, School of Mathematics and Computational Science, Sun Yat-Sen University, Guangzhou 510275, ChinaDepartment of Medical Statistics and Epidemiology, School of Public Health, Sun Yat-Sen University, Guangzhou 510080, ChinaInstitute for Medical Systems Biology, and Department of Medical Statistics and Epidemiology, School of Public Health, Guangdong Medical College, Dongguan 523808, ChinaInstitute for Medical Systems Biology, and Department of Medical Statistics and Epidemiology, School of Public Health, Guangdong Medical College, Dongguan 523808, ChinaInstitute for Medical Systems Biology, and Department of Medical Statistics and Epidemiology, School of Public Health, Guangdong Medical College, Dongguan 523808, ChinaGenetic studies are traditionally based on single-gene analysis. The use of these analyses can pose tremendous challenges for elucidating complicated genetic interplays involved in complex human diseases. Modern pathway-based analysis provides a technique, which allows a comprehensive understanding of the molecular mechanisms underlying complex diseases. Extensive studies utilizing the methods and applications for pathway-based analysis have significantly advanced our capacity to explore large-scale omics data, which has rapidly accumulated in biomedical fields. This article is a comprehensive review of the pathway-based analysis methods—the powerful methods with the potential to uncover the biological depths of the complex diseases. The general concepts and procedures for the pathway-based analysis methods are introduced and then, a comprehensive review of the major approaches for this analysis is presented. In addition, a list of available pathway-based analysis software and databases is provided. Finally, future directions and challenges for the methodological development and applications of pathway-based analysis techniques are discussed. This review will provide a useful guide to dissect complex diseases.http://www.sciencedirect.com/science/article/pii/S1672022914001065Complex diseasePathway-based analysisAlgorithmsSoftware and databases
spellingShingle Lv Jin
Xiao-Yu Zuo
Wei-Yang Su
Xiao-Lei Zhao
Man-Qiong Yuan
Li-Zhen Han
Xiang Zhao
Ye-Da Chen
Shao-Qi Rao
Pathway-based Analysis Tools for Complex Diseases: A Review
Complex disease
Pathway-based analysis
Algorithms
Software and databases
title Pathway-based Analysis Tools for Complex Diseases: A Review
title_full Pathway-based Analysis Tools for Complex Diseases: A Review
title_fullStr Pathway-based Analysis Tools for Complex Diseases: A Review
title_full_unstemmed Pathway-based Analysis Tools for Complex Diseases: A Review
title_short Pathway-based Analysis Tools for Complex Diseases: A Review
title_sort pathway based analysis tools for complex diseases a review
topic Complex disease
Pathway-based analysis
Algorithms
Software and databases
url http://www.sciencedirect.com/science/article/pii/S1672022914001065
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