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Research Group Julien Gagneur


Link to website at TUM PI Matchmaking

Julien Gagneur

Prof. Dr.

Principal Investigator

Julien Gagneur

is Assistant Professor for Computational Biology at TU Munich.

His research focuses on delineating the genetic basis of gene regulation and its implication in diseases. To this end, he is developing statistical and machine learning algorithms and works with experimentalists to design novel experimental approaches. His group is also developing strategies to pinpoint the cause of genetic disorders by integrating data from genetics and ‘multiomics’ disciplines such as transcriptomics and proteomics.

Team members @MCML

PhD Students

Link to website

Pedro Tomaz da Silva

Link to website

Johannes Hingerl

Link to website

Tilman Hoffbauer

Alexander Karollus

Alexander Karollus

Recent News @MCML

Link to MCML Researchers in Highly-Ranked Journals

02.01.2025

MCML Researchers in Highly-Ranked Journals

130 Papers in 2025 Highlight Scientific Impact

Link to Pedro Tomaz Da Silva Wins ISBM 2024 Best RegSys Poster Award

21.07.2024

Pedro Tomaz Da Silva Wins ISBM 2024 Best RegSys Poster Award

Our Junior Member Honored for Work on DNA Language Models

Link to MCML Researchers in Highly-Ranked Journals

02.01.2024

MCML Researchers in Highly-Ranked Journals

93 Papers in 2024 Highlight Scientific Impact

Link to ERC Synergy Grant for Julien Gagneur

26.10.2023

ERC Synergy Grant for Julien Gagneur

A Chatbot for Gene Regulation

Publications @MCML

2025


[11] Top Journal
P. T. da SilvaA. KarollusJ. Hingerl • G. S. T. Galindez • N. Wagner • X. Hernandez-Alias • D. Incarnato • J. Gagneur
Nucleotide dependency analysis of genomic language models detects functional elements.
Nature Genetics 57. Oct. 2025. DOI

[10] Top Journal
J. Hingerl • L. D. Martens • A. Karollus • T. Manz • J. D. Buenrostro • F. J. Theis • J. Gagneur
scooby: Modeling multi-modal genomic profiles from DNA sequence at single-cell resolution.
Nature Methods. Oct. 2025. DOI

[9] Top Journal
J. HingerlA. KarollusJ. Gagneur
Flashzoi: An enhanced Borzoi for accelerated genomic analysis.
Bioinformatics 41.9. Sep. 2025. DOI

[8] Top Journal
D. Di Fraia • A. Marino • J. H. Lee • E. Kelmer Sacramento • M. Baumgart • S. Bagnoli • T. Balla • F. Schalk • S. Kamrad • R. Guan • C. Caterino • C. Giannuzzi • P. T. da Silva • A. K. Sahu • H. Gut • G. Siano • M.  • E. Terzibasi-Tozzini • E. F. Fornasiero • J. Gagneur • C. Englert • K. R. Patil • C. Correia-Melo • D. D. Nedialkova • J. Frydman • A. Cellerino • A. Ori
Altered translation elongation contributes to key hallmarks of aging in the killifish brain.
Science 389.6759. Jul. 2025. DOI

[7]
P. T. da SilvaA. KarollusJ. Hingerl • G. Galindez • N. Wagner • X. Hernandez-Alias • D. Incarnato • J. Gagneur
Nucleotide dependency analysis of DNA language models reveals genomic functional elements.
CSHL 2025 - 5th Cold Spring Harbor conference on Probabilistic Modeling in Genomics. Cold Spring Harbor Laboratory, New York, USA, Mar 05-08, 2025. DOI URL

2024


[6]
J. HingerlA. KarollusJ. Gagneur
Flashzoi: An enhanced Borzoi model for accelerated genomic analysis.
Preprint (Dec. 2024). DOI

[5] Top Journal
B. Clarke • E. Holtkamp • H. Öztürk • M. Mück • M. Wahlberg • K. Meyer • F. Munzlinger • F. Brechtmann • F. R. Hölzlwimmer • J. Lindner • Z. Chen • J. Gagneur • O. Stegle
Integration of variant annotations using deep set networks boosts rare variant association testing.
Nature Genetics 56. Sep. 2024. DOI

[4]
D. Di Fraia • A. Marino • J. H. Lee • E. Kelmer Sacramento • M. Baumgart • S. Bagnoli • P. T. da Silva • A. K. Sahu • G. Siano • M. Tiessen • E. Terzibasi-Tozzini • J. Gagneur • J. Frydman • A. Cellerino • A. Ori
Impaired biogenesis of basic proteins impacts multiple hallmarks of the aging brain.
Preprint (Jan. 2024). DOI

2023


[3]
F. Brechtmann • T. Bechtler • S. Londhe • C. Mertes • J. Gagneur
Evaluation of input data modality choices on functional gene embeddings.
NAR Genomics and Bioinformatics 5.4. Dec. 2023. DOI

[2] Top Journal
A. KarollusJ. Hingerl • D. Gankin • M. Grosshauser • K. Klemon • J. Gagneur
Species-aware DNA language models capture regulatory elements and their evolution.
Genome Biology 35.83. Apr. 2023. DOI

[1]
P. T. da Silva • Y. Zhang • E. Theodorakis • L. D. Martens • V. A. Yépez • V. Pelechano • J. Gagneur
Cellular energy regulates mRNA translation and degradation in a codon-specific manner.
Preprint (Apr. 2023). DOI