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Bioconductor's Computational Ecosystem for Genomic Data Science in Cancer
Marcel Ramos1, Lori Shepherd2, Nathan C Sheffield3
1City University of New York School of Public Health, New York, NY, USA.
The Bioconductor project offers extensive genomic data science resources for cancer research, including over 2,000 packages and 100,000 resources. It supports researchers with curated data, annotation tools, and training for cancer genomics.
Area of Science:
- Genomic data science
- Computational biology
- Cancer research
Background:
- The Bioconductor project has become a vital resource in genomic data science.
- It provides a vast ecosystem of software packages and data resources.
- Its impact on cancer genomics is evidenced by numerous citations and data usage.
Purpose of the Study:
- To provide an overview of Bioconductor's cancer genomics resources.
- To highlight the project's principles and contributions to cancer data science.
- To guide researchers in utilizing Bioconductor for cancer genomics analysis.
Main Methods:
- Overview of Bioconductor project principles.
- Exploration of curated cancer genomics data (e.g., TCGA).
- Review of genomic annotation and ontology resources relevant to cancer.
- Survey of analytical workflows for cancer genomics.
- Discussion of resource integration and workforce training.
Main Results:
- Bioconductor offers over 2,000 packages and 100,000 annotation/experiment resources.
- The platform facilitates exploration of datasets like TCGA.
- Resources cover genomic annotation, ontologies, and analytical workflows for cancer.
- Training and support are provided for methods developers and researchers.
- Tools are maintained and accessible in local or cloud environments.
Conclusions:
- Bioconductor is a mature and impactful platform for cancer genomic data science.
- It provides comprehensive resources, workflows, and training to support the research community.
- The project continuously evolves to meet the needs of cancer genomics research.
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