I am a postdoctoral researcher in the Casale Lab at Helmholtz Munich, focusing on genotype-context interactions, revealing cellular contexts where variants affect expression.
During my Ph.D. I was part of Menden Lab at Helmholtz Munich under the joint supervision of Michael Menden, Natalie Garzorz-Stark, and Francesco Paolo Casale. Furthermore, I was honored to be a Chan Zuckerberg Initiative resident with Theofanis Karaletsos.
My research centers on biomarker discovery for diagnostics and early therapeutic targeting, leveraging transcriptomics data across different resolutions (bulk, qPCR, single-cell, spatial) together with single-cell genetics data. I developed SAFARI, a biomarker discovery framework designed for rare conditions with limited cohort sizes, and used it to reveal a sparse gene signature discriminating early mycosis fungoides from eczema and psoriasis. The markers are covered by a published patent application and are implemented in the research-use-only diagnostic tool Erysk from Dermagnostix.
More recently, I developed FocusMR, an attention-based single-cell Mendelian Randomization framework that combines statistical genetics with multiple instance learning to pinpoint the cellular contexts in which genes act as disease drivers. These mechanistic insights enable more precise therapeutic targeting. This work was selected for oral presentation at the NeurIPS 2025 AI4D3 workshop.
PhD in Machine Learning for Health, 2021 - 2026
Helmholtz Munich
TUM Skills Excellence Program with Major in Data Engineering & Analytics and Minor in Economics, 2021
Technical University of Munich (TUM)
M.Sc. in Data Engineering & Analytics, 2018 - 2020
Technical University of Munich (TUM)
B.Sc. in Applied Informatics with Minor in Engineering Science, 2014 - 2017
University of Bayreuth