AA1 – Mechanisms of Life

Project

AA1-10

New Methods for Inhibiting Sars-Cov2 Cell Entry

Project Heads

Frank Noé, Oliver Daumke

Project Members

Peter Bernat Szabo (since 01.09.2021)
Leon Klein (since 01.05.2024)

Project Duration

01.04.2021 − 31.03.2024

Located at

FU Berlin

Description

We will develop new mathematical and machine learning methods to computationally design drugs inhibiting cell entry of the novel corona virus SARS-CoV-2.

External Website

Related Publications

  • Leon Klein and Frank Noé. “Transferable Boltzmann Generators”. In: arXiv preprint (2024).
  • Patrick Bryant et al. “Structure prediction of protein-ligand complexes from sequence information with Umol”. In: Nature Communications 15 (1), 4536 (2024).
  • Johannes Schimunek et al. “A community effort to discover small molecule SARS-CoV-2 inhibitors”. In: Molecular Informatics 43 (1), e202300262 (2023).
  • Daniëlle de Jong-Bolm et al. “Protein nanobarcodes enable single-step multiplexed fluorescence imaging”. In: PLoS Biology 21 (12), e3002427 (2023).
  • Patrick Bryant and Frank Noe. “Improved protein complex prediction with AlphaFold-multimer by denoising the MSA profile”. In: bioRxiv (2023), pp. 2023–07.
  • Tuan Le, Frank Noe, and Djork-Arné Clevert. “Representation Learning on Biomolecular Structures using Equivariant Graph Attention”. In: Learning on Graphs Conference. PMLR. 2022, pp. 30–1.
  • Andreas Mardt et al. “Deep learning to decompose macromolecules into independent Markovian domains”. In: Nature Communications 13.1 (2022), p. 7101.
  • Moritz Hoffmann et al. “Deeptime: a Python library for machine learning dynamical models from time series data”. In: Machine Learning: Science and Technology 3.1 (2021), p. 015009.
  • Tim Hempel et al. “Synergistic inhibition of SARS-CoV-2 cell entry by otamixaban and covalent protease inhibitors: pre-clinical assessment of pharmacological and molecular properties”. In: Chemical science 12.38 (2021), pp. 12600–12609.
  • Tim Hempel et al. “Molecular mechanism of inhibiting the SARS-CoV-2 cell entry facilitator TMPRSS2 with camostat and nafamostat”. In: Chemical Science 12.3 (2021), pp. 983–992.
  • Victoria Callahan et al. “Alpha 1 Antitrypsin is an Inhibitor of the SARS-CoV2-Priming Protease TMPRSS2”. In: (2020).
  • Markus Hoffmann et al. “Camostat mesylate inhibits SARS-CoV-2 activation by TMPRSS2-related proteases and its metabolite GBPA exerts antiviral activity”. In: eBioMedicine 65 (Mar. 2021).

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