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Identification of proprotein convertase substrates using genome-wide expression correlation analysis
BACKGROUND: Subtilisin/kexin-like proprotein convertase (PCSK) enzymes have important regulatory function in a wide variety of biological processes. PCSKs proteolytically process at a target sequence that contains basic amino acids arginine and lysine, which results in functional maturation of the t...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3258279/ https://www.ncbi.nlm.nih.gov/pubmed/22185580 http://dx.doi.org/10.1186/1471-2164-12-618 |
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author | Turpeinen, Hannu Kukkurainen, Sampo Pulkkinen, Kati Kauppila, Timo Ojala, Kalle Hytönen, Vesa P Pesu, Marko |
author_facet | Turpeinen, Hannu Kukkurainen, Sampo Pulkkinen, Kati Kauppila, Timo Ojala, Kalle Hytönen, Vesa P Pesu, Marko |
author_sort | Turpeinen, Hannu |
collection | PubMed |
description | BACKGROUND: Subtilisin/kexin-like proprotein convertase (PCSK) enzymes have important regulatory function in a wide variety of biological processes. PCSKs proteolytically process at a target sequence that contains basic amino acids arginine and lysine, which results in functional maturation of the target protein. In vitro assays have showed significant biochemical redundancy between the seven family members, but the phenotypes of PCSK deficient mice and patients carrying an inactive PCSK allele argue for a specific biological function. Modeling the structures of individual PCSK enzymes has offered little insights into the specificity determinants. However, previous studies have shown that there can be a coordinated expression between a PCSK and its target molecule. Here, we have surveyed the putative PCSK target proteins using genome-wide expression correlation analysis and cleavage site prediction algorithms. RESULTS: We first performed a gene expression correlation analysis over the whole genome for all PCSK enzymes. PCSKs were found to cluster differently based on the strength of correlations. The screen for putative PCSK target proteins showed a significant enrichment (p-values from 1.2e-4 to < 1.0e-10) of putative targets among the most positively correlating genes for most PCSKs. Interestingly, there was no enrichment in putative targets among the genes that correlated positively with the biologically redundant PCSK7, whereas PCSK5 showed an inverse correlation. PCSKs also showed a highly variable degree of shared target genes that were identified by expression correlation and cleavage site prediction. Multiple alignments were used to evaluate the putative targets to pinpoint the important residues for the substrate recognition. Finally, we validated our approach and identified biochemically PAPPA1 and ADAMTS6 as novel targets for FURIN proteolytic activity. CONCLUSIONS: Most PCSK enzymes display strong positive expression correlation with predicted target proteins in our genome-wide analysis. We also show that expression correlation screen combined with a cleavage site-prediction analysis can be used to identify novel bona fide target molecules for PCSKs. Exploring the positively correlating genes can thus offer additional insights into the biology of proprotein convertases. |
format | Online Article Text |
id | pubmed-3258279 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-32582792012-01-14 Identification of proprotein convertase substrates using genome-wide expression correlation analysis Turpeinen, Hannu Kukkurainen, Sampo Pulkkinen, Kati Kauppila, Timo Ojala, Kalle Hytönen, Vesa P Pesu, Marko BMC Genomics Research Article BACKGROUND: Subtilisin/kexin-like proprotein convertase (PCSK) enzymes have important regulatory function in a wide variety of biological processes. PCSKs proteolytically process at a target sequence that contains basic amino acids arginine and lysine, which results in functional maturation of the target protein. In vitro assays have showed significant biochemical redundancy between the seven family members, but the phenotypes of PCSK deficient mice and patients carrying an inactive PCSK allele argue for a specific biological function. Modeling the structures of individual PCSK enzymes has offered little insights into the specificity determinants. However, previous studies have shown that there can be a coordinated expression between a PCSK and its target molecule. Here, we have surveyed the putative PCSK target proteins using genome-wide expression correlation analysis and cleavage site prediction algorithms. RESULTS: We first performed a gene expression correlation analysis over the whole genome for all PCSK enzymes. PCSKs were found to cluster differently based on the strength of correlations. The screen for putative PCSK target proteins showed a significant enrichment (p-values from 1.2e-4 to < 1.0e-10) of putative targets among the most positively correlating genes for most PCSKs. Interestingly, there was no enrichment in putative targets among the genes that correlated positively with the biologically redundant PCSK7, whereas PCSK5 showed an inverse correlation. PCSKs also showed a highly variable degree of shared target genes that were identified by expression correlation and cleavage site prediction. Multiple alignments were used to evaluate the putative targets to pinpoint the important residues for the substrate recognition. Finally, we validated our approach and identified biochemically PAPPA1 and ADAMTS6 as novel targets for FURIN proteolytic activity. CONCLUSIONS: Most PCSK enzymes display strong positive expression correlation with predicted target proteins in our genome-wide analysis. We also show that expression correlation screen combined with a cleavage site-prediction analysis can be used to identify novel bona fide target molecules for PCSKs. Exploring the positively correlating genes can thus offer additional insights into the biology of proprotein convertases. BioMed Central 2011-12-20 /pmc/articles/PMC3258279/ /pubmed/22185580 http://dx.doi.org/10.1186/1471-2164-12-618 Text en Copyright ©2011 Turpeinen et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Turpeinen, Hannu Kukkurainen, Sampo Pulkkinen, Kati Kauppila, Timo Ojala, Kalle Hytönen, Vesa P Pesu, Marko Identification of proprotein convertase substrates using genome-wide expression correlation analysis |
title | Identification of proprotein convertase substrates using genome-wide expression correlation analysis |
title_full | Identification of proprotein convertase substrates using genome-wide expression correlation analysis |
title_fullStr | Identification of proprotein convertase substrates using genome-wide expression correlation analysis |
title_full_unstemmed | Identification of proprotein convertase substrates using genome-wide expression correlation analysis |
title_short | Identification of proprotein convertase substrates using genome-wide expression correlation analysis |
title_sort | identification of proprotein convertase substrates using genome-wide expression correlation analysis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3258279/ https://www.ncbi.nlm.nih.gov/pubmed/22185580 http://dx.doi.org/10.1186/1471-2164-12-618 |
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