Author

Justin Sonneck

Leibniz Institute for Analytical Sciences - ISASORCID 0000-0002-1640-3045Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Bioinformatics· 1 Cell Biology· 1

Signature Assays, Organisms & Methods

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Assay:imaging· 2 Approach:Bayesian inference· 1 Research Focus:benchmarking· 1 Research Focus:cell type annotation· 1 Research Focus:cell-cell communication· 1 Research Focus:clustering· 1 Approach:deep learning· 1 Assay:fluorescence / live-cell microscopy· 1

Frequent Co-Authors

Jianxu CheniD· 2 shared Barbara M. GrüneriD· 1 shared Daniel E. HoffmanniD· 1 shared Lukas Claas· 1 shared Madeleine DorschiD· 1 shared Markus KaiseriD· 1 shared Sebastian Urban· 1 shared Shannon Conroy· 1 shared

Activity by Year

2024-2026 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 37 mutual co-author links

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2 shared papersBioinformatics

Jianxu ChenORCID

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2 papers

Recent·Most cited

Uncertainty-aware quantitative analysis of high-throughput live cell migration data

Simo Kitanovski, Shannon Conroy, Justin Sonneck, Lukas Claas, Madeleine Dorsch, Sebastian Urban, Jianxu Chen, Markus Kaiser, Barbara M. Grüner, Daniel E. Hoffmann

The paper introduces cellmig, a Bayesian tool for quantifying cell migration velocity with uncertainty, improving reproducibility and biological insight in high-throughput assays.

PLoS Computational Biology · Jul 13, 2026Peer-reviewedBioinformatics

2D Label-free Prediction of Multiple Organelles Across Different Transmitted-light Microscopy Images with Bag-of-Experts

Yu Zhou, Shuo Zhao, Justin Sonneck, Jianxu Chen

This paper introduces a 'Bag-of-Experts' model for label-free prediction of multiple organelles across transmitted-light microscopy images, showing generalizability across imaging conditions.

IEEE International Symposium on Biomedical Imaging (ISBI) · May 27, 2024Peer-reviewedCell Biology