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Updated: Mar 24, 2026

JUMPn: A Streamlined Application for Protein Co-Expression Clustering and Network Analysis in Proteomics
Published on: October 19, 2021
Systems biology of the structural proteome
Elizabeth Brunk1,2, Nathan Mih3, Jonathan Monk1
1Department of Bioengineering, University of California, La Jolla, San Diego, CA, 92093, USA.
Genome-scale models with protein structures (GEM-PRO) integrate molecular data for Escherichia coli and Thermotoga maritima, enabling deeper insights into cellular functions and organismal adaptations. This approach links genotype to phenotype for advanced systems biology research.
Area of Science:
- Systems Biology
- Structural Biology
- Computational Biology
Background:
- Genome-scale models (GEMs) are foundational for understanding organism-specific metabolic, protein synthesis, and regulatory networks.
- Integrating protein structural information into GEMs expands systems biology research into structural systems biology and systems pharmacology.
- Current GEMs provide a structured knowledge base for computational biological studies.
Purpose of the Study:
- To present the generation, application, and dissemination of genome-scale models with protein structures (GEM-PRO).
- To demonstrate the utility of integrating molecular-scale analyses with systems biology approaches.
- To provide resources and tutorials for linking protein information to GEMs.
Main Methods:
- Development of genome-scale models incorporating protein structural data (GEM-PRO).
- Comparative analyses of temperature-dependent growth, protein fold families, substrate specificity, and proteome features.
- Utilizing a public GitHub repository for dissemination and tutorials.
Main Results:
- GEM-PRO models were generated for Escherichia coli and Thermotoga maritima.
- Integration of molecular and systems biology approaches revealed insights into temperature effects on growth and protein distributions.
- Comparative analyses highlighted characteristic features of whole-cell proteomes.
Conclusions:
- GEM-PRO provides a direct link from genotype to phenotypic function through structured protein information.
- Integrating protein structural properties enhances the modeling and prediction of cellular phenotypes and comparative systems biology.
- GEM-PRO offers insights into the physical embodiment of genotype and aids in exploring organismal adaptive strategies.
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