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Data reuse in agricultural genomics research: challenges and recommendations
Alenka Hafner1,2, Victoria DeLeo3, Cecilia H Deng4
1Department of Biology, Frear North, Pennsylvania State University, University Park, PA, 16802, US.
Gigascience
|January 13, 2025
Summary
Agricultural research faces data reuse challenges. This study identifies limitations in data standards, metadata, and accessibility, proposing solutions to improve agricultural genomics data sharing and reuse.
Area of Science:
- Agricultural Genomics
- Data Science
- Bioinformatics
Background:
- Data reuse is crucial for scientific advancement.
- The AgBioData consortium established a working group to address data reuse challenges in agricultural research.
Purpose of the Study:
- Identify challenges and bottlenecks to data reuse in agricultural research.
- Propose solutions for improving data reuse, particularly in agricultural genomics.
- Foster a positive outlook on the future of agricultural genomics and transcriptomics data reuse.
Main Methods:
- Qualitative analysis of limitations in data standards, metadata, interoperability, ownership, availability, user skills, resources, and equity.
- Stakeholder-focused solution development for identified challenges.
- Focus on agricultural genomics research.
Main Results:
- Identified key limitations including data standards, metadata deficiencies, interoperability issues, data ownership concerns, availability constraints, user skill gaps, resource limitations, and equity issues.
- Proposed actionable solutions for stakeholders to overcome these barriers.
- Highlighted specific challenges within agricultural genomics research.
Conclusions:
- Addressing identified limitations is essential for enhancing agricultural data reuse.
- Implementing proposed solutions can mitigate challenges and improve data accessibility and interoperability.
- Optimistic perspective on the future of genomics and transcriptomics data reuse in agriculture.
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