BackOnTrack: Applications of protein sequence models in next-generation plant breeding

Dr. Guillaume is an Assistant Professor at the Center for Quantitative Genetics and Genomics, Aarhus University, Denmark. He works at the interface of quantitative genetics, evolutionary genetics, and machine learning. His research aims to detect the effects of genetic variants for applications in basic plant biology and crop improvement. After a PhD at the University of Wisconsin-Madison in plant breeding and plant genetics, Guillaume did a postdoc at Cornell University in machine learning and bioinformatics. Since 2021, he’s been an assistant professor at Aarhus University in Denmark. In his current position, he has worked on various topics related to the effects of genetic variants, including fitness effect prediction by AI and comparative genomics.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-06-27
DOI
https://doi.org/10.5281/zenodo.15755665
Primary Topic
Genetic Mapping and Diversity in Plants and Animals
Type
article
Field-Weighted Citation Impact
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article

BackOnTrack: Applications of protein sequence models in next-generation plant breeding

Zenodo (CERN European Organization for Nuclear Research)
Genetic Mapping and Diversity in Plants and Animals
article

BackOnTrack: Applications of protein sequence models in next-generation plant breeding

article en

Abstract

Dr. Guillaume is an Assistant Professor at the Center for Quantitative Genetics and Genomics, Aarhus University, Denmark. He works at the interface of quantitative genetics, evolutionary genetics, and machine learning. His research aims to detect the effects of genetic variants for applications in basic plant biology and crop improvement. After a PhD at the University of Wisconsin-Madison in plant breeding and plant genetics, Guillaume did a postdoc at Cornell University in machine learning and bioinformatics. Since 2021, he’s been an assistant professor at Aarhus University in Denmark. In his current position, he has worked on various topics related to the effects of genetic variants, including fitness effect prediction by AI and comparative genomics.

Zenodo (CERN European Organization for Nuclear Research)
Aarhus University (DK), Genomics (United Kingdom) (GB)
Openalex Percentile: Top 41%
Genetic Mapping and Diversity in Plants and Animals
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