Biography
Dr Hajk-Georg Drost is a Principal Investigator within the Division of Computational Biology. He studied computer science and bioinformatics with a strong focus on statistical learning, machine learning, and predictive modeling with applications in comparative genomics and evolutionary developmental biology (BSc and MSc in Bioinformatics, and in a PhD in Computer Science (2013-2015) at the Institute of Computer Science – Martin-Luther University Halle, Germany). In 2015, he joined the laboratory of Jerzy Paszkowski at the Sainsbury Laboratory and Genetics Department at the University of Cambridge (2015-2018) and then joined the second lab of Elliot Meyerowitz (first lab at Caltech) as a senior postdoc at the Sainsbury Laboratory in Cambridge (2018-2019). At Cambridge, he was fortunate to be elected Fellow of the Cambridge Philosophical Society and Postdoctoral Affiliate of Trinity College.
Between 2019-2024, he established a Computational Biology Group in the Department of Molecular Biology (led by Detlef Weigel) at the Max Planck Institute for Biology Tubingen, Germany. There, he contributed to the growing field of Machine Learning in biology and life sciences as well as to protein biology at tree-of-life scale which is part of the emerging field of Digital Biology. He moved to the University of Dundee as Senior Lecturer in 2024 and was fortunate to be awarded the Royal Society Wolfson Fellowship which supports his team’s efforts to harness AI and machine learning to uncover fundamental principles of developmental regulation to guide drug discovery efforts to prevent or mitigate the effects of human developmental diseases.
Research
Digital Biology is rapidly emerging as a transformative field, merging biological sciences with advanced computational technologies. Our discipline is concerned with how to effectively leverage intelligent software, predictive analytics, and high-performance computing to decode complex biological data to lead the way for groundbreaking advancements in healthcare and pharmaceuticals.
Intelligent software is adaptive, scalable, and user-friendly. Inspired by recent advancements in deep learning and cloud-computing, we develop intelligent open-source software and harness it to translate the predictive capacity of artificial intelligence into molecular biology research for healthcare benefits. Our ultimate aim is to drive fundamental research and develop enabling technologies to support the estimated $250B R&D transformation of the potential $10T global healthcare market through Digital Biology and Generative Artificial Intelligence.
We approach this ambitious goal by developing intelligent biological sequence search engines, AI models, and big data mining architectures to unlock comparative and functional genomics at tree-of-life scale for (generative) drug discovery and disease marker identification through inference of gene regulatory networks from integrative multi-omics datasets.
In detail, my team explored how causal hypotheses can be tested when inferring gene regulatory interactions from multi-omics datasets to understand how biological function is retained evolutionary time or diversifies with perturbation effects that can lead to (developmental) diseases (e.g. cancer). Here at the University of Dundee, we seek to make long-term investments into the intelligent software architectures and methodological innovation in Generative (Life Science) AI that is required to translate digital biology research and machine learning methodologies into bio-pharmaceutical and medical application.
Selected Publications
- B Buchfink, É Barbé, H Ashkenazy, K Reuter, JA Kennedy, HG Drost*. Clustering the protein universe of life using DIAMOND DeepClust. Nature Methods 23, 724-727 (2026)
- Christoph Schuster, Alexander Gabel+ , Hajk-Georg Drost+, Ivo Grosse, Ottoline Leyser, Elliot M. Meyerowitz. Evolutionary transcriptomics unveils rapid changes of gene expression patterns in flowering plants. Cell 189 (2), 375-385 (2026). + equal contribution
- Jaruwatana S. Lotharukpong, Min Zheng, Remy Luthringer, Hajk-Georg Drost*, Susana M. Coelho*. A Transcriptomic Hourglass In Brown Algae. Nature 635, 129-135 (2024)
- B Buchfink, K Reuter, HG Drost*. Sensitive protein alignments at tree-of-life scale using DIAMOND. Nature Methods, 18, 366–368 (2021)
- M Quint, HG Drost et al. A transcriptomic hourglass in plant embryogenesis. Nature 490 (7418), 89-101 (2012) (journal cover)
- HG Drost* et al. myTAI: evolutionary transcriptomics with R. Bioinformatics 34 (9), 1589-1590 (2018)
- Erica Dinatale, Rory J Craig, Claudia Martinho, Hajk-Georg Drost*, Susana M Coelho*. Characterization of the transposable element landscape shaping the Ectocarpus genome. Genome Biology 26 (1), 320 (2025).
- Andrei Preoteasa, Andreas Grigorjew, Alexandru Tomescu*, Hajk-Georg Drost*. EMERALD-UI: An interactive web application to unveil novel protein biology hidden in the alternative alignment space. Bioinformatics in press (2026)
- Andreas Grigorjew, Artur Gynter, Fernando Dias, Benjamin Buchfink, Hajk-Georg Drost*, and Alexandru I. Tomescu*. Sensitive inference of alignment-safe intervals from biodiverse protein sequence clusters using EMERALD. Genome Biology, 24:168 (2023)
-
HG Drost*. Philentropy: Information Theory and Distance Quantification with R. Journal of Open Source Software, 3(26), 765 (2018)
People in my lab
- Stefan Manolache (PG Research)
- Ken Man (PG Research)
- Eloise Clarkson (PG Research, with JHI)
- Amirmohammad Yousefi (PG Research, with JHI)
- Erin Chung (PG Research, through EMBL-UoD program)
Teaching
- Postgraduate - Master Projects and PhD Projects in Computational Biology, Bioinformatics, and Machine Learning in Biology
- Undergraduate - Honours Projects and lectures/workshops/tutorials in BS32038 - Bioinformatics Methods ( SEM 2 )
Public Engagement
Recent articles for the public:
- Google for the Tree of Life
- Speeding up sequence alignment across the tree of life
- Ventured and gained: bachelor’s thesis becomes story in Nature
- SecretSanta: A new tool for deciphering the secret language of cell-to-cell communication
- Harnessing tomato jumping genes could help speed-breed drought-resistant crops
- What do tomato plants have to do with the climate crisis?
Awards
| Award | Year |
|---|---|
| Innovation and Knowledge Exchange awards / University of Dundee Venture McGhee Award | 2025 |
| Innovation and Knowledge Exchange awards / University of Dundee Venture Staff Award | 2025 |
| Personal Fellowships / Royal Society Wolfson Fellowship | 2024 |
Stories
- Type
- Press release
University crowns Scotland’s newest entrepreneurs
Some of Scotland’s brightest business prospects have been recognised by the UK’s leading entrepreneurial university.
- Type
- News
Royal Society Wolfson Fellowship for Hajk Drost
Dr Hajk Drost who joined the School as a Principal Investigator in April, has been awarded a Royal Society Wolfson Fellowship.
