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Published on: December 9, 2016
Computational approaches for detecting disease-associated alternative splicing events.
Jiashu Liu1, Cui-Xiang Lin1, Xiaoqi Zhang1
1School of Computer Science and Engineering, Hunan Provincial Key Lab on Bioinformatics, Central South University, Changsha, Hunan 410083, P.R. China.
Alternative splicing (AS) is crucial in complex diseases. This review details computational methods to detect disease-associated AS events and their genetic regulators, aiding disease mechanism understanding.
Area of Science:
- Genomics
- Bioinformatics
- Molecular Biology
Background:
- Alternative splicing (AS) is a fundamental gene expression regulation mechanism.
- AS events are increasingly linked to the development of complex diseases.
- Computational approaches are vital for identifying disease-associated AS.
Purpose of the Study:
- To systematically review computational methods for detecting disease-associated AS events.
- To discuss metrics for quantifying AS events.
- To explore methods for identifying genetic variants regulating splicing.
Main Methods:
- Review of existing literature on computational methods for AS analysis.
- Categorization of methods into differential splicing analysis, aberrant splicing detection, and network analysis.
- Experimental comparison of method performance.
Main Results:
- Description of quantitative metrics for AS events.
- Discussion of three main computational approaches for disease-associated AS detection.
- Presentation of methods for identifying splicing-regulatory genetic variants.
Conclusions:
- The review provides a systematic overview of computational tools for analyzing disease-associated splicing.
- Understanding these methods is key to elucidating the genetic basis of complex diseases.
- Identified limitations and future directions for computational AS analysis.
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