Author

Agata Głuchowska

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Open access Sep 2026

Genome-wide variant atlas of cucumber sex determination reveals line-specific molecular networks as a candidate resource for cucumber breeding

The first genome-wide comparison of all five cucumber lines representing sex phenotypes within a single analytical framework is provided, supporting further multi-omics dissection of hormonal, transcriptional and epigenetic components associated with cucumber floral fate and breeding-relevant sex expression.

Szymon Turek, Agata Głuchowska, Agnieszka Skarzyńska-Łyżwa et al. · BMC Genomics · 0 citations

Review Open access Jul 2026

Explainable Artificial Intelligence for Genomic Prediction in Plants: A Critical Review of Methods, Biological Insights, and Practical Challenges

Overall, XAI should be considered a framework for model interpretation, feature prioritization, and hypothesis generation rather than a replacement for experimental validation in plant genomics and breeding, and the common misconception that feature importance implies biological causality is emphasized.

Agata Głuchowska, Muhammad Hafeez Ullah Khan, M. Pawełkowicz · Applied Sciences · 1 citation