A guide for bioinformaticians: 'omics-based drug discovery for precision oncology
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Published on: April 11, 2016
Jihyeob Mun1, Gildon Choi2, Byungho Lim2
1Center for Supercomputing Applications, Division of National Supercomputing R&D, Korea Institute of Science and Technology Information (KISTI), Daejeon, Republic of Korea.
Abstract:
Bioinformatics-centric drug development is inevitable in the era of precision medicine. Clinical 'omics information, including genomics, epigenomics, transcriptomics, and proteomics, provides the most comprehensive molecular landscape in which each patient's pathological history is delineated. Hence, the capability of bioinformaticians to manage integrative 'omics data is crucial to current drug development. Bioinformatics can accelerate drug development from initial time-consuming discoveries to the clinical stage by providing information-guided solutions. However, many bioinformaticians do not have opportunities to participate in drug discovery programs. As a starting point for bioinformaticians with no prior drug development experience, here we discuss bioinformatics applications during drug development with a focus on working-level omics-based methodologies.
Insights
Bioinformatics is essential for precision medicine drug development, integrating multi-omics data to guide therapeutic strategies. This guide offers bioinformaticians working-level omics methodologies for drug discovery and clinical translation.
Area of Science:
- Computational biology and bioinformatics
- Genomics, epigenomics, transcriptomics, and proteomics
- Drug discovery and development
Background:
- Precision medicine relies on comprehensive clinical 'omics data (genomics, epigenomics, transcriptomics, proteomics) for personalized patient profiles.
- Effective management and integration of multi-omics data by bioinformaticians are critical for modern drug development.
- Bioinformatics accelerates the drug development pipeline from discovery to clinical stages through data-driven insights.
Purpose of the Study:
- To provide a foundational understanding of bioinformatics applications in drug development for professionals new to the field.
- To focus on practical, omics-based methodologies relevant to drug discovery and clinical translation.
- To bridge the gap between bioinformatics expertise and drug development processes.
Main Methods:
- Integration of diverse omics datasets (genomics, epigenomics, transcriptomics, proteomics).
- Application of bioinformatics tools and algorithms for data analysis and interpretation.
- Utilizing omics data to inform target identification, lead optimization, and clinical trial design.
Main Results:
- Demonstrated how bioinformatics can streamline and enhance various stages of drug development.
- Highlighted the importance of integrative omics analysis for understanding disease pathology and patient stratification.
- Provided actionable insights into omics-based methodologies for drug discovery.
Conclusions:
- Bioinformatics is indispensable for advancing drug development in the era of precision medicine.
- Empowering bioinformaticians with drug development knowledge and omics methodologies accelerates therapeutic innovation.
- The strategic application of bioinformatics transforms raw omics data into valuable drug development solutions.
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