Interspecies protein-protein interaction network construction for characterization of host-pathogen interactions: a Candida albicans-zebrafish interaction study
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Updated: May 8, 2026

Non-invasive Imaging of Disseminated Candidiasis in Zebrafish Larvae
Published on: July 30, 2012
Yu-Chao Wang1, Che Lin, Ming-Ta Chuang
1Laboratory of Control and Systems Biology, Department of Electrical Engineering, National Tsing Hua University, Hsinchu 30013, Taiwan.
Background:
Despite clinical research and development in the last decades, infectious diseases remain a top global problem in public health today, being responsible for millions of morbidities and mortalities each year. Therefore, many studies have sought to investigate host-pathogen interactions from various viewpoints in attempts to understand pathogenic and defensive mechanisms, which could help control pathogenic infections. However, most of these efforts have focused predominately on the host or the pathogen individually rather than on a simultaneous analysis of both interaction partners.
Results:
In this study, with the help of simultaneously quantified time-course Candida albicans-zebrafish interaction transcriptomics and other omics data, a computational framework was developed to construct the interspecies protein-protein interaction (PPI) network for C. albicans-zebrafish interactions based on the inference of ortholog-based PPIs and the dynamic modeling of regulatory responses. The identified C. albicans-zebrafish interspecies PPI network highlights the association between C. albicans pathogenesis and the zebrafish redox process, indicating that redox status is critical in the battle between the host and pathogen.
Conclusions:
Advancing from the single-species network construction method, the interspecies network construction approach allows further characterization and elucidation of the host-pathogen interactions. With continued accumulation of interspecies transcriptomics data, the proposed method could be used to explore progressive network rewiring over time, which could benefit the development of network medicine for infectious diseases.
Insights
This study developed a computational framework to analyze host-pathogen interactions by constructing an interspecies protein-protein interaction network. The findings reveal that redox status is critical in the Candida albicans-zebrafish interaction.
Area of Science:
- Microbiology
- Computational Biology
- Systems Biology
Background:
- Infectious diseases pose a significant global public health challenge, causing millions of deaths annually.
- Understanding host-pathogen interactions is crucial for developing effective control strategies.
- Previous research often focused on host or pathogen individually, neglecting simultaneous analysis.
Purpose of the Study:
- To develop a computational framework for constructing interspecies protein-protein interaction (PPI) networks.
- To analyze the dynamic interactions between Candida albicans and zebrafish.
- To identify key molecular mechanisms underlying host-pathogen interactions.
Main Methods:
- Simultaneous quantification of time-course transcriptomics and other omics data for C. albicans-zebrafish interactions.
- Development of a computational framework for interspecies PPI network construction.
- Inference of ortholog-based PPIs and dynamic modeling of regulatory responses.
Main Results:
- Successfully constructed an interspecies PPI network for C. albicans-zebrafish interactions.
- Highlighted the association between C. albicans pathogenesis and the zebrafish redox process.
- Indicated that redox status plays a critical role in host-pathogen interactions.
Conclusions:
- The interspecies network construction approach advances the characterization of host-pathogen interactions beyond single-species methods.
- The proposed method can explore network rewiring over time with accumulating interspecies transcriptomics data.
- This approach holds potential for developing network medicine strategies for infectious diseases.
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