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Roles of Skeletal Muscle in Development: A Bioinformatics and Systems Biology Overview.
Jean-Sebastien Milanese1, Richard Marcotte1, Willard J Costain2
1Human Health Therapeutics, National Research Council of Canada , Montreal, QC, Canada.
Technological advances in "omics" fields generate vast data, necessitating new computational tools. Integrating genomics with network analysis aids in understanding genetic perturbation effects.
Area of Science:
- Bioinformatics
- Genomics
- Systems Biology
Background:
- Technological advancements in
- "omics" fields have revolutionized the assessment of cellular events due to genetic mutations, diseases, and therapies.
- The resulting data deluge requires sophisticated tools for processing and interpretation, posing challenges for manual inference by researchers.
Purpose of the Study:
- To demonstrate the integration of genomics data with biological network analyses.
- To provide insights into the developmental consequences of genetic perturbations.
- To discuss state-of-the-art methods for data analysis and interpretation in omics research.
Main Methods:
- Integration of genomics data with biological network analysis.
- Application of computational tools for data reduction and interpretation.
- Synthesis of coherent biological models from disparate knowledge bases.
Main Results:
- Genomics and network analysis integration offers deeper insights into genetic perturbation effects.
- Development of advanced computational tools addresses challenges in omics data interpretation.
- Coherent biological models can be synthesized to understand complex cellular events.
Conclusions:
- Integrating multi-omics data with network analysis is crucial for understanding biological complexity.
- Advanced computational approaches are essential for extracting meaningful biological insights from large datasets.
- This approach facilitates the identification of key factors influencing developmental outcomes in genetic studies.
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