
Judith Bernett
Professorship for Biomedical Network Science
Research associates
Contact
- Since March 2026
Research associate at the Biomedical Network Science Lab, Department Artificial Intelligence in Biomedical Engineering, Friedrich-Alexander University Erlangen-Nürnberg. - Since March 2023
PhD candidate at Data Science in Systems Biology (DaiSyBio), TUM School of Life Sciences, Technical University of Munich, Munich, Germany. - April 2020 – November 2022
MSc Bioinformatics, joined study program of the Technical University of Munich and the Ludwigs-Maximilians-Universität, Munich, Germany. - September 2016 – March 2020
BSc Bioinformatics, joined study program of the Technical University of Munich and the Ludwigs-Maximilians-Universität, Munich, Germany.
2026
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From Hype to Health Check: Critical Evaluation of Drug Response Prediction Models with DrEval
(2026)
DOI: 10.1101/2025.05.26.655288 - , , , , , , , , , , , , , , :
Mapping drug mechanisms with ProteomicsDB: unified omics and cell sensitivity data at scale
In: Nucleic Acids Research 54 (2026), p. D470-D480
ISSN: 0305-1048
DOI: 10.1093/nar/gkaf1265
2025
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Reticulated platelets in coronary artery disease: a multidimensional approach unveils prothrombotic signalling and novel therapeutic targets
In: European Heart Journal 46 (2025), p. 4901-4917
ISSN: 0195-668X
DOI: 10.1093/eurheartj/ehaf694 - , , , , :
Deep learning models for unbiased sequence-based PPI prediction plateau at an accuracy of 0.65
In: Bioinformatics 41 (2025), p. i590-i598
ISSN: 1367-4803
DOI: 10.1093/bioinformatics/btaf192 - , , , , , :
Refinement strategies for Tangram for reliable single-cell to spatial mapping
In: Bioinformatics (Oxford, England) 41 (2025), p. i552-i560
ISSN: 1367-4811
DOI: 10.1093/bioinformatics/btaf194
2024
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Machine Learning and Artificial Intelligence in Drug Repurposing—Challenges and Perspectives
In: Drug Repurposing 1 (2024)
ISSN: 2941-2528
DOI: 10.58647/DRUGREPO.24.1.0004 - , , , , , , :
Guiding questions to avoid data leakage in biological machine learning applications
In: Nature Methods 21 (2024), p. 1444-1453
ISSN: 1548-7091
DOI: 10.1038/s41592-024-02362-y - , , :
Cracking the black box of deep sequence-based protein-protein interaction prediction
In: Briefings in Bioinformatics 25 (2024), Article No.: bbae076
ISSN: 1467-5463
DOI: 10.1093/bib/bbae076
2022
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A systematic comparison of novel and existing differential analysis methods for CyTOF data
In: Briefings in Bioinformatics 23 (2022), Article No.: bbab471
ISSN: 1467-5463
DOI: 10.1093/bib/bbab471 - , , , , , , , :
Robust disease module mining via enumeration of diverse prize-collecting Steiner trees
In: Bioinformatics 38 (2022), p. 1600-1606
ISSN: 1367-4803
DOI: 10.1093/bioinformatics/btab876
URL: https://academic.oup.com/bioinformatics/advance-article/doi/10.1093/bioinformatics/btab876/6497106?guestAccessKey=27c2a19b-11b5-4c3c-88d5-f1131e3809a9
2021
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Network medicine for disease module identification and drug repurposing with the NeDRex platform
In: Nature Communications 12 (2021), Article No.: 6848
ISSN: 2041-1723
DOI: 10.1038/s41467-021-27138-2