Published October 9, 2025 | Version v1
Dataset Open

Dataset - Multi-omics-driven kinetic modeling reveals metabolic vulnerabilities and differential drug-response dynamics in ovarian cancer

  • 1. ROR icon École Polytechnique Fédérale de Lausanne
  • 2. Ludwig Institute for Cancer Research, Department of Oncology, University of Lausanne
  • 3. Ecole Polytechnique Federale de Lausanne, Laboratory of Computational Systems Biotechnology

Description

Dataset required to reproduce the simulation runs from the study "Multi-omics-driven kinetic modeling reveals metabolic vulnerabilities and differential drug-response dynamics in ovarian cancer" by Toumpe et al.

The accompanying code is available at: https://github.com/EPFL-LCSB/human-cancer-kinetic-models

Dataset contains:

  • Steady-state samples for both physiologies, used to represent the metabolic flux and metabolite concentration distributions for parametrizing the kinetic models.
  • Kinetic parameter sets for the BRCA1_wt and BRCA1_mut physiologies, which were used to compute the distributions of control coefficients.
  • Representative kinetic parameter sets for both physiologies, selected from the larger ensembles, which can be used to reproduce the case-study simulations, explore dynamic responses, and perform additional hypothesis-testing analyses.

The second part of the dataset can be found at https://zenodo.org/records/17349420.

Files

README.txt

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Additional details

Funding

European Commission
SHIKIFACTORY100 - Modular cell factories for the production of 100 compounds from the shikimate pathway 814408
Swiss National Science Foundation
Models, Algorithms, Software and Repositories for Synthetic Biology and Biotechnology 188623
Swiss National Science Foundation
Functional chemoinformatic modelling of the host cell metabolome to fight apicomplexan parasites 198543

Software

Repository URL
https://github.com/EPFL-LCSB/human-cancer-kinetic-models
Programming language
Python
Development Status
Active