Gene-regulatory mechanisms

The Focus Group “Gene-regulatory Mechanisms” consists of Anna Boyksen Fellow Prof. Priscilla Furth (Georgetown University), Hans Fischer Senior Fellow Prof. Lothar Hennighausen (NIH/NIDDK), and their host Prof. Markus List (TUM School of Life Sciences).

High-precision genome editing tools have the potential to cure human genetic diseases. The most important question now is to learn which gene edits can lead to a cure without risking severe side effects. Multifactorial diseases are often caused by dysregulation of genes rather than dysfunction. It is thus not sufficient to simply inactivate or repair dysfunctional genes. Instead, we need to elucidate and understand how genes are regulated to allow for more fine-grained interventions that restore the gene-regulatory balance found in healthy cells. This is a daunting task, as multiple genes among the more than 20,000 in a mammalian genome, each of which is controlled by several regulatory elements, may be affected in a disease. While the regulation of individual genes has been well studied, we lack a reliable way to predict the presence of genuine biologically relevant regulatory elements. In this Focus Group we seek to use machine learning and artificial intelligence to develop computational tools and methods that offer unprecedented insights into the underlying principles of gene regulation, which will eventually allow more targeted genome-editing studies aimed at curing human diseases.

TUM-IAS funded doctoral candidate:
Markus Hoffmann, Experimental Bioninformatics

Publications by the Focus Group

2023

  • Hoffmann, Markus; Schwartz, Leon; Ciora, Octavia-Andreea; Trummer, Nico; Willruth, Lina-Liv; Jankowski, Jakub; Lee, Hye Kyung; Baumbach, Jan; Furth, Priscilla A; Hennighausen, Lothar; List, Markus: circRNA-sponging: a pipeline for extensive analysis of circRNA expression and their role in miRNA sponging. Bioinformatics Advances 3 (1), 2023 more…
  • Hoffmann, Markus; Willruth, Lina-Liv; Dietrich, Alexander; Lee, Hye Kyung; Knabl, Ludwig; Trummer, Nico; Jankowski, Jakub; Baumbach, Jan; Furth, Priscilla; Hennighausen, Lothar; List, Markus: Insights into SARS-CoV-2 Immune Responses, Disease Severity, and Optimal Sequencing Depth. Insights into SARS-CoV-2 Immune Responses, Disease Severity, and Optimal Sequencing Depth, ScienceOpen, 2023 more…

2022

  • Hernández-Lorenzo, Laura; Hoffmann, Markus; Scheibling, Evelyn; List, Markus; Matías-Guiu, Jordi A.; Ayala, Jose L.: On the limits of graph neural networks for the early diagnosis of Alzheimer’s disease. Scientific Reports 12 (1), 2022 more…
  • Hoffmann, Markus; Trummer, Nico; Jankowski, Jakub; Lee, Hye Kyung; Willruth, Lina-Liv; Lazareva, Olga; Yuan, Kevin; Baumgarten, Nina; Schmidt, Florian; Baumbach, Jan; Schulz, Marcel H.; Blumenthal, David B.; Hennighausen, Lothar; List, Markus: TF-Prioritizer: a java pipeline to prioritize condition-specific transcription factors. bioRxiv, 2022 more…