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Updated: May 28, 2026

JUMPn: A Streamlined Application for Protein Co-Expression Clustering and Network Analysis in Proteomics
Published on: October 19, 2021
A systems biology approach for detecting toxicity-related hotspots inside protein interaction networks
Kaushal Desai1, David Brott, Xiaohua Hu
1Drexel University, Philadelphia, PA 19104, USA. kd24@drexel.edu
Abstract:
Drug-induced neutropenia can be fatal when severe and therefore requires an improved understanding of its mechanism(s) of toxicity. Systems biology provides an opportunity to understand adverse events after drug administration using analysis of biomolecular networks. In this study, a human protein interaction network was analyzed to identify proteins that are most central to topological paths connecting a drug's target proteins to hematopoiesis-related proteins. For a set of non-immune neutropenia inducing drugs, 9 proteins were found to be common to putative signaling paths across all drugs evaluated. All 9 proteins showed relevance to neutrophil biology. Geneset enrichment analysis showed that proteins associated with cancer-related processes such as apoptosis provide topological linkages between drug targets and proteins involved in neutrophil production. The algorithm can be applied towards analysis of any toxicity where the drugs and the physiological processes involved in the toxic mechanism are known.
Insights
Severe drug-induced neutropenia necessitates understanding toxicity mechanisms. Systems biology analysis identified 9 key proteins linking drug targets to neutrophil production, revealing cancer-related pathways involved in this adverse drug reaction.
Area of Science:
- Pharmacology
- Systems Biology
- Toxicology
Background:
- Drug-induced neutropenia is a potentially fatal adverse drug reaction.
- Understanding the molecular mechanisms of drug toxicity is crucial for improving patient safety.
- Systems biology approaches offer novel insights into complex biological networks and drug effects.
Purpose of the Study:
- To identify central proteins in signaling pathways connecting drug targets to hematopoiesis.
- To elucidate the molecular mechanisms underlying drug-induced neutropenia using network analysis.
- To develop a generalizable computational approach for predicting drug toxicities.
Main Methods:
- Analysis of a human protein-protein interaction network.
- Identification of topological paths between drug targets and hematopoiesis-related proteins.
- Application of network analysis to a set of non-immune neutropenia-inducing drugs.
Main Results:
- Nine proteins were consistently found in critical signaling pathways across multiple drugs.
- These nine proteins are directly relevant to neutrophil biology.
- Gene set enrichment analysis revealed cancer-related processes, including apoptosis, as key links between drug targets and neutrophil production.
Conclusions:
- A systems biology approach successfully identified key proteins and pathways involved in drug-induced neutropenia.
- Cancer-related pathways play a role in linking drug targets to neutrophil production.
- The developed algorithm can be applied to predict other drug-induced toxicities.
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