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Applying Protein-Protein Interactions and Complex Networks to Identify Novel Genes in Retinitis Pigmentosa
Su-Bin Yoon1, Yu-Chien Calvin Ma1, Akaash Venkat1
1Department of Ophthalmology, Stein Eye Institute, David Geffen School of Medicine at UCLA, Los Angeles, CA 90095, USA.
International Journal of Molecular Sciences
|April 12, 2022
Summary
This study reveals that Retinitis Pigmentosa (RP) genes form a complex network, identifying new candidate genes for this hereditary retinal disorder. Our findings suggest a molecular interconnectedness underlying RP.
Area of Science:
- Genetics
- Ophthalmology
- Molecular Biology
Background:
- Retinitis Pigmentosa (RP) is a hereditary retinal disorder characterized by photoreceptor rod cell atrophy.
- Existing research suggests that individual defective genes converge, hinting at a complex genetic network underlying RP.
Purpose of the Study:
- To investigate the hypothesis that all causal genes for RP are part of a complex network.
- To identify novel candidate genes associated with RP through network analysis.
Main Methods:
- Compiled 161 RP-associated genes from the Retinal Information Network (RetNet).
- Performed gene connection analysis and examined the protein interaction network (PIN) using STRING.
- Developed a novel algorithm to identify candidate genes connecting unrecalled genes to the established PIN.
Main Results:
- Successfully connected 149 out of 159 known RP genes within the protein interaction network.
- Identified ten novel candidate genes potentially causing RP through algorithmic analysis.
- Validated candidate genes by analyzing known RP genes' cellular locations and functions.
Conclusions:
- The established protein interaction network (PIN) for RP genes supports their interconnectedness at a molecular level.
- The discovery of novel RP genes highlights the utility of network analysis in understanding genetic disorders.
- The developed computational protocol can aid in identifying genes responsible for various genetic diseases beyond RP.
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