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Applying Protein–Protein Interactions and Complex Networks to Identify Novel Genes in Retinitis Pigmentosa Pathogenesis

Retinitis Pigmentosa (RP) is a hereditary retinal disorder that causes the atrophy of photoreceptor rod cells. Since individual defective genes converge on the same disease, we hypothesized that all causal genes of RP belong in a complex network. To explore this hypothesis, we conducted a gene conne...

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Autores principales: Yoon, Su-Bin, Ma, Yu-Chien (Calvin), Venkat, Akaash, Liu, Chun-Yu (Audi), Zheng, Jie J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8999418/
https://www.ncbi.nlm.nih.gov/pubmed/35409321
http://dx.doi.org/10.3390/ijms23073962
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author Yoon, Su-Bin
Ma, Yu-Chien (Calvin)
Venkat, Akaash
Liu, Chun-Yu (Audi)
Zheng, Jie J.
author_facet Yoon, Su-Bin
Ma, Yu-Chien (Calvin)
Venkat, Akaash
Liu, Chun-Yu (Audi)
Zheng, Jie J.
author_sort Yoon, Su-Bin
collection PubMed
description Retinitis Pigmentosa (RP) is a hereditary retinal disorder that causes the atrophy of photoreceptor rod cells. Since individual defective genes converge on the same disease, we hypothesized that all causal genes of RP belong in a complex network. To explore this hypothesis, we conducted a gene connection analysis using 161 genes attributed to RP, compiled from the Retinal Information Network, RetNet. We then examined the protein interaction network (PIN) of these genes. In line with our hypothesis, using STRING, we directly connected 149 genes out of the recognized 159 genes. To uncover the association between the PIN and the ten unrecalled genes, we developed an algorithm to pinpoint the best candidate genes to connect the uncalled genes to the PIN and identified ten such genes. We propose that mutations within these ten genes may also cause RP; this notion is supported by analyzing and categorizing the known causal genes based on cellular locations and related functions. The successful establishment of the PIN among all documented genes and the discovery of novel genes for RP strongly suggest an interconnectedness that causes the disease on the molecular level. In addition, our computational gene search protocol can help identify the genes and loci responsible for genetic diseases, not limited to RP.
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spelling pubmed-89994182022-04-12 Applying Protein–Protein Interactions and Complex Networks to Identify Novel Genes in Retinitis Pigmentosa Pathogenesis Yoon, Su-Bin Ma, Yu-Chien (Calvin) Venkat, Akaash Liu, Chun-Yu (Audi) Zheng, Jie J. Int J Mol Sci Article Retinitis Pigmentosa (RP) is a hereditary retinal disorder that causes the atrophy of photoreceptor rod cells. Since individual defective genes converge on the same disease, we hypothesized that all causal genes of RP belong in a complex network. To explore this hypothesis, we conducted a gene connection analysis using 161 genes attributed to RP, compiled from the Retinal Information Network, RetNet. We then examined the protein interaction network (PIN) of these genes. In line with our hypothesis, using STRING, we directly connected 149 genes out of the recognized 159 genes. To uncover the association between the PIN and the ten unrecalled genes, we developed an algorithm to pinpoint the best candidate genes to connect the uncalled genes to the PIN and identified ten such genes. We propose that mutations within these ten genes may also cause RP; this notion is supported by analyzing and categorizing the known causal genes based on cellular locations and related functions. The successful establishment of the PIN among all documented genes and the discovery of novel genes for RP strongly suggest an interconnectedness that causes the disease on the molecular level. In addition, our computational gene search protocol can help identify the genes and loci responsible for genetic diseases, not limited to RP. MDPI 2022-04-02 /pmc/articles/PMC8999418/ /pubmed/35409321 http://dx.doi.org/10.3390/ijms23073962 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Yoon, Su-Bin
Ma, Yu-Chien (Calvin)
Venkat, Akaash
Liu, Chun-Yu (Audi)
Zheng, Jie J.
Applying Protein–Protein Interactions and Complex Networks to Identify Novel Genes in Retinitis Pigmentosa Pathogenesis
title Applying Protein–Protein Interactions and Complex Networks to Identify Novel Genes in Retinitis Pigmentosa Pathogenesis
title_full Applying Protein–Protein Interactions and Complex Networks to Identify Novel Genes in Retinitis Pigmentosa Pathogenesis
title_fullStr Applying Protein–Protein Interactions and Complex Networks to Identify Novel Genes in Retinitis Pigmentosa Pathogenesis
title_full_unstemmed Applying Protein–Protein Interactions and Complex Networks to Identify Novel Genes in Retinitis Pigmentosa Pathogenesis
title_short Applying Protein–Protein Interactions and Complex Networks to Identify Novel Genes in Retinitis Pigmentosa Pathogenesis
title_sort applying protein–protein interactions and complex networks to identify novel genes in retinitis pigmentosa pathogenesis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8999418/
https://www.ncbi.nlm.nih.gov/pubmed/35409321
http://dx.doi.org/10.3390/ijms23073962
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