Personal profile
Biography
2016 – current: Senior Lecturer, Faculty of Biology, Medicine and Health, University of Manchester.
2011 – 2016: Lecturer, Faculty of Life Sciences, University of Manchester.
2006 – 2011: Physical/Life Sciences Interface Independent Research Fellow, Faculty of Life Sciences, University of Manchester.
2003 – 2006: Postdoctoral Researcher, Kyoto University Bioinformatics Center (Japan).
1999 – 2003: PhD in Computer Engineering, Laval University (Canada).
1995 – 1999: Research Associate, Max-Planck Institute for Biochemistry (Germany).
1991 – 1994: Degree in Engineering, École Centrale Paris (France).
Research interests
Pathways and biological systems modelling
Our research focuses on advancing bioinformatics and biological systems modelling, with a particular emphasis on networks and cellular dynamics. We integrate mathematics, computer science and systems biology to model, analyse and predict the behaviour of biological networks.
One major area of research is constraint-based analysis of metabolic networks, where we integrate large-scale multi-omics data to refine flux balance analysis tools. Our aim is to uncover emergent metabolic patterns, deepen our understanding of cellular mechanisms and develop robust predictive models applicable across diverse biological systems.
Another key focus is dynamic and integrative modelling of biological networks. By combining stochastic approaches, differential equations and machine learning, we capture the complexity of interactions between metabolism, gene regulation and cellular signalling. These models provide a general framework for studying a wide range of biological systems, with an emphasis on predicting emergent behaviours rather than specific applications.
Additionally, we apply network theory to analyse complex biological systems, such as protein-protein interactions and signalling pathways. Our goal is to develop algorithms that generate testable hypotheses from heterogeneous data, fostering a more systemic understanding of cellular processes.
External positions
External Examiner, University of Glasgow
1 Oct 2023 → 30 Sept 2027
Research Beacons, Institutes and Platforms
- Digital Futures
- Institute for Data Science and AI
- Lydia Becker Institute
- Christabel Pankhurst Institute
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 2 Zero Hunger
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SDG 3 Good Health and Well-being
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SDG 6 Clean Water and Sanitation
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SDG 7 Affordable and Clean Energy
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SDG 9 Industry, Innovation, and Infrastructure
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SDG 11 Sustainable Cities and Communities
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SDG 13 Climate Action
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SDG 14 Life Below Water
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Collaborations and top research areas from the last five years
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Building basement membranes with computational approaches
Stevenson Harris, A., Lennon, R. & Schwartz, J.-M., 9 Jul 2025, In: Matrix Biology. 140, p. 88-99Research output: Contribution to journal › Review article › peer-review
Open Access -
Exploring focal adhesion data: dynamic parameter extraction from FRAP and FLAP experiments using chemical master equation
de Oliveira, L. R., Fernandes, M. G., Patane, J. S. L., Schwartz, J.-M., Krieger, J. E., Ballestrem, C. & Miyakawa, A. A., 6 May 2025, In: Frontiers in Molecular Biosciences. 12, 1587608.Research output: Contribution to journal › Article › peer-review
Open Access -
Flux Sampling Suggests Metabolic Signatures of High Antibody‐Producing CHO Cells
Meeson, K., Watson, J., Rosser, S., Hawke, E., Pitt, A., Moses, T., Pybus, L., Rattray, M., Dickson, A. & Schwartz, J.-M., 11 Apr 2025, In: Biotechnology and Bioengineering. 122, 7, p. 1898-1913Research output: Contribution to journal › Article › peer-review
Open Access -
From Discovery to Delivery: A Rapid and Targeted Proteomics Workflow for Monitoring Chinese Hamster Ovary Biomanufacturing
Eldrid-Otterburn, C., Hawke, E., Cain, K., Meeson, K., Watson, J., Spiess, R., Smith, W., Russell, M., Hoare, R., Raven, J. A., Schwartz, J.-M., Rattray, M., Pybus, L., Dickson, A., Pitt, A. & Barran, P., 1 Jul 2025, In: Molecular & Cellular Proteomics. 24, 7, 101011.Research output: Contribution to journal › Article › peer-review
Open Access -
Metabolic Models
Schwartz, J.-M. & Soons, Z., 22 Mar 2025, Encyclopedia of Bioinformatics and Computational Biology. Ranganathan, S., Cannataro, M. & Khan, M. A. (eds.). 2 ed. Elsevier BV, Vol. 3. p. 510-518 8 p.Research output: Chapter in Book/Conference proceeding › Entry for encyclopedia/dictionary › peer-review
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Optimisation of CHO for Biotherapeutic Manufacture
Dickson, A. (PI), Barran, P. (CoI), Pitt, A. (CoI), Rattray, M. (CoI) & Schwartz, J.-M. (CoI)
1/10/21 → 30/09/26
Project: Research
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Macrophage sensing of extracellular ATP during inflammation
Lopez-Castejon, G. (PI), Francavilla, C. (CoI) & Schwartz, J.-M. (CoI)
1/09/20 → 30/06/24
Project: Research
Activities
- 2 Examination