Network generation enhances interpretation of proteomic data from induced apoptosis
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Updated: Jun 16, 2026

JUMPn: A Streamlined Application for Protein Co-Expression Clustering and Network Analysis in Proteomics
Published on: October 19, 2021
Ruth F Deighton1, Lorraine E Kerr, Duncan M Short
1Division of Clinical Neurosciences, Western General Hospital, and Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh UK. Ruth.Deighton@ed.ac.uk
Abstract:
Thirteen proteins (identified with 2-D gels and MALDI-TOF MS) are significantly altered during staurosporine-induced apoptosis in SH-SY5Y cells. To gain further insight into the integrated cellular response to apoptosis, we have investigated whether a network can be generated of direct and indirect interactions between these 13 proteins. A network that contains 12 out of the 13 proteins was generated using Ingenuity Pathway Analysis (IPA) and this network is dominated (89%) by direct protein-protein interactions. This network scored 34 with IPA. Bootstrapping 1000 random lists of 13 proteins suggested that the frequency of this score occurring by chance was 1 in 500. We examined whether subsets of proteins such as HSPs, which were elevated after staurosporine, had a disproportionate impact on the network generated. There was no evidence that any subset of 8 from the 13 proteins contributed disproportionately to the network. Network generation, using IPA, identified common features (such as endoplasmic reticular stress protein interactions) in apoptotic studies from different laboratories. The generation of protein interaction networks clearly enhances the interpretation of proteomic data, but only when interpreted cautiously, particularly in respect of statistical analyses.
Insights
This study maps protein interactions during apoptosis in SH-SY5Y cells. Generated protein networks enhance understanding of cellular responses and proteomic data interpretation.
Area of Science:
- Cellular Biology
- Proteomics
- Bioinformatics
Background:
- Apoptosis is a critical cellular process.
- Understanding protein interactions during apoptosis is key to cellular response.
- Proteomic studies identify altered proteins but require network analysis for deeper insights.
Purpose of the Study:
- To generate a protein interaction network from proteins altered during staurosporine-induced apoptosis.
- To investigate direct and indirect interactions among 13 significantly altered proteins in SH-SY5Y cells.
- To assess the utility of protein interaction networks in interpreting proteomic data.
Main Methods:
- Two-dimensional gel electrophoresis (2-D gels) and MALDI-TOF Mass Spectrometry (MS) for protein identification.
- Ingenuity Pathway Analysis (IPA) for network generation and analysis.
- Statistical bootstrapping to assess the significance of the generated network.
Main Results:
- A network of 12 out of 13 altered proteins was generated, dominated by direct protein-protein interactions (89%).
- The network score (34) was statistically significant (p < 1/500), indicating non-randomness.
- No specific subset of proteins disproportionately influenced the network structure.
- Network analysis revealed common features, like endoplasmic reticular stress interactions, across different apoptotic studies.
Conclusions:
- Protein interaction network generation significantly enhances the interpretation of proteomic data in apoptosis studies.
- IPA is a valuable tool for constructing and analyzing these networks.
- Caution is advised when interpreting network data, especially regarding statistical significance and potential biases.
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