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Published on: December 7, 2021
synbreed: a framework for the analysis of genomic prediction data using R.
Valentin Wimmer1, Theresa Albrecht, Hans-Jürgen Auinger
1Plant Breeding, Technische Universität München, Emil-Ramann-Straße 4, 85354 Freising, Germany.
The synbreed R package provides a user-friendly pipeline for genomic prediction using high-throughput genotyping and phenotyping data. It simplifies complex analyses for next-generation genetics research and education.
Area of Science:
- Genetics
- Bioinformatics
- Computational Biology
Background:
- Genomic prediction is crucial for breeding programs.
- High-throughput genotyping and large-scale phenotyping generate vast datasets.
- Existing software may lack user-friendliness for complex genomic analyses.
Purpose of the Study:
- To introduce synbreed, a novel R package for genomic prediction.
- To provide a comprehensive and unified software solution for genetic analyses.
- To facilitate next-generation genetics research and education.
Main Methods:
- Development of an R package (synbreed) integrating data processing, visualization, and analysis.
- Implementation of functions for fitting and cross-validating genomic prediction models.
- Design of a unified data object to streamline the analysis pipeline.
Main Results:
- synbreed offers a versatile pipeline for genomic prediction analyses.
- The package supports a wide range of data formats and models.
- It provides a user-friendly interface for complex genetic data.
Conclusions:
- synbreed addresses the need for accessible software in modern genetics.
- The package enables efficient genome-based predictions from large datasets.
- It serves as a valuable tool for both research and educational purposes.
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