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Predictions of Cleavability of Calpain Proteolysis by Quantitative Structure-Activity Relationship Analysis Using Newly Determined Cleavage Sites and Catalytic Efficiencies of an Oligopeptide Array

Calpains are intracellular Ca(2+)-regulated cysteine proteases that are essential for various cellular functions. Mammalian conventional calpains (calpain-1 and calpain-2) modulate the structure and function of their substrates by limited proteolysis. Thus, it is critically important to determine th...

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Autores principales: Shinkai-Ouchi, Fumiko, Koyama, Suguru, Ono, Yasuko, Hata, Shoji, Ojima, Koichi, Shindo, Mayumi, duVerle, David, Ueno, Mika, Kitamura, Fujiko, Doi, Naoko, Takigawa, Ichigaku, Mamitsuka, Hiroshi, Sorimachi, Hiroyuki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The American Society for Biochemistry and Molecular Biology 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4824854/
https://www.ncbi.nlm.nih.gov/pubmed/26796116
http://dx.doi.org/10.1074/mcp.M115.053413
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author Shinkai-Ouchi, Fumiko
Koyama, Suguru
Ono, Yasuko
Hata, Shoji
Ojima, Koichi
Shindo, Mayumi
duVerle, David
Ueno, Mika
Kitamura, Fujiko
Doi, Naoko
Takigawa, Ichigaku
Mamitsuka, Hiroshi
Sorimachi, Hiroyuki
author_facet Shinkai-Ouchi, Fumiko
Koyama, Suguru
Ono, Yasuko
Hata, Shoji
Ojima, Koichi
Shindo, Mayumi
duVerle, David
Ueno, Mika
Kitamura, Fujiko
Doi, Naoko
Takigawa, Ichigaku
Mamitsuka, Hiroshi
Sorimachi, Hiroyuki
author_sort Shinkai-Ouchi, Fumiko
collection PubMed
description Calpains are intracellular Ca(2+)-regulated cysteine proteases that are essential for various cellular functions. Mammalian conventional calpains (calpain-1 and calpain-2) modulate the structure and function of their substrates by limited proteolysis. Thus, it is critically important to determine the site(s) in proteins at which calpains cleave. However, the calpains' substrate specificity remains unclear, because the amino acid (aa) sequences around their cleavage sites are very diverse. To clarify calpains' substrate specificities, 84 20-mer oligopeptides, corresponding to P10-P10′ of reported cleavage site sequences, were proteolyzed by calpains, and the catalytic efficiencies (k(cat)/K(m)) were globally determined by LC/MS. This analysis revealed 483 cleavage site sequences, including 360 novel ones. The k(cat)/K(m)s for 119 sites ranged from 12.5–1,710 M(−1)s(−1). Although most sites were cleaved by both calpain-1 and −2 with a similar k(cat)/K(m), sequence comparisons revealed distinct aa preferences at P9-P7/P2/P5′. The aa compositions of the novel sites were not statistically different from those of previously reported sites as a whole, suggesting calpains have a strict implicit rule for sequence specificity, and that the limited proteolysis of intact substrates is because of substrates' higher-order structures. Cleavage position frequencies indicated that longer sequences N-terminal to the cleavage site (P-sites) were preferred for proteolysis over C-terminal (P′-sites). Quantitative structure-activity relationship (QSAR) analyses using partial least-squares regression and >1,300 aa descriptors achieved k(cat)/K(m) prediction with r = 0.834, and binary-QSAR modeling attained an 87.5% positive prediction value for 132 reported calpain cleavage sites independent of our model construction. These results outperformed previous calpain cleavage predictors, and revealed the importance of the P2, P3′, and P4′ sites, and P1-P2 cooperativity. Furthermore, using our binary-QSAR model, novel cleavage sites in myoglobin were identified, verifying our predictor. This study increases our understanding of calpain substrate specificities, and opens calpains to “next-generation,” i.e. activity-related quantitative and cooperativity-dependent analyses.
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spelling pubmed-48248542016-04-21 Predictions of Cleavability of Calpain Proteolysis by Quantitative Structure-Activity Relationship Analysis Using Newly Determined Cleavage Sites and Catalytic Efficiencies of an Oligopeptide Array Shinkai-Ouchi, Fumiko Koyama, Suguru Ono, Yasuko Hata, Shoji Ojima, Koichi Shindo, Mayumi duVerle, David Ueno, Mika Kitamura, Fujiko Doi, Naoko Takigawa, Ichigaku Mamitsuka, Hiroshi Sorimachi, Hiroyuki Mol Cell Proteomics Research Calpains are intracellular Ca(2+)-regulated cysteine proteases that are essential for various cellular functions. Mammalian conventional calpains (calpain-1 and calpain-2) modulate the structure and function of their substrates by limited proteolysis. Thus, it is critically important to determine the site(s) in proteins at which calpains cleave. However, the calpains' substrate specificity remains unclear, because the amino acid (aa) sequences around their cleavage sites are very diverse. To clarify calpains' substrate specificities, 84 20-mer oligopeptides, corresponding to P10-P10′ of reported cleavage site sequences, were proteolyzed by calpains, and the catalytic efficiencies (k(cat)/K(m)) were globally determined by LC/MS. This analysis revealed 483 cleavage site sequences, including 360 novel ones. The k(cat)/K(m)s for 119 sites ranged from 12.5–1,710 M(−1)s(−1). Although most sites were cleaved by both calpain-1 and −2 with a similar k(cat)/K(m), sequence comparisons revealed distinct aa preferences at P9-P7/P2/P5′. The aa compositions of the novel sites were not statistically different from those of previously reported sites as a whole, suggesting calpains have a strict implicit rule for sequence specificity, and that the limited proteolysis of intact substrates is because of substrates' higher-order structures. Cleavage position frequencies indicated that longer sequences N-terminal to the cleavage site (P-sites) were preferred for proteolysis over C-terminal (P′-sites). Quantitative structure-activity relationship (QSAR) analyses using partial least-squares regression and >1,300 aa descriptors achieved k(cat)/K(m) prediction with r = 0.834, and binary-QSAR modeling attained an 87.5% positive prediction value for 132 reported calpain cleavage sites independent of our model construction. These results outperformed previous calpain cleavage predictors, and revealed the importance of the P2, P3′, and P4′ sites, and P1-P2 cooperativity. Furthermore, using our binary-QSAR model, novel cleavage sites in myoglobin were identified, verifying our predictor. This study increases our understanding of calpain substrate specificities, and opens calpains to “next-generation,” i.e. activity-related quantitative and cooperativity-dependent analyses. The American Society for Biochemistry and Molecular Biology 2016-04 2016-01-21 /pmc/articles/PMC4824854/ /pubmed/26796116 http://dx.doi.org/10.1074/mcp.M115.053413 Text en © 2016 by The American Society for Biochemistry and Molecular Biology, Inc. Author's Choice—Final version free via Creative Commons CC-BY license (http://creativecommons.org/licenses/by/4.0) .
spellingShingle Research
Shinkai-Ouchi, Fumiko
Koyama, Suguru
Ono, Yasuko
Hata, Shoji
Ojima, Koichi
Shindo, Mayumi
duVerle, David
Ueno, Mika
Kitamura, Fujiko
Doi, Naoko
Takigawa, Ichigaku
Mamitsuka, Hiroshi
Sorimachi, Hiroyuki
Predictions of Cleavability of Calpain Proteolysis by Quantitative Structure-Activity Relationship Analysis Using Newly Determined Cleavage Sites and Catalytic Efficiencies of an Oligopeptide Array
title Predictions of Cleavability of Calpain Proteolysis by Quantitative Structure-Activity Relationship Analysis Using Newly Determined Cleavage Sites and Catalytic Efficiencies of an Oligopeptide Array
title_full Predictions of Cleavability of Calpain Proteolysis by Quantitative Structure-Activity Relationship Analysis Using Newly Determined Cleavage Sites and Catalytic Efficiencies of an Oligopeptide Array
title_fullStr Predictions of Cleavability of Calpain Proteolysis by Quantitative Structure-Activity Relationship Analysis Using Newly Determined Cleavage Sites and Catalytic Efficiencies of an Oligopeptide Array
title_full_unstemmed Predictions of Cleavability of Calpain Proteolysis by Quantitative Structure-Activity Relationship Analysis Using Newly Determined Cleavage Sites and Catalytic Efficiencies of an Oligopeptide Array
title_short Predictions of Cleavability of Calpain Proteolysis by Quantitative Structure-Activity Relationship Analysis Using Newly Determined Cleavage Sites and Catalytic Efficiencies of an Oligopeptide Array
title_sort predictions of cleavability of calpain proteolysis by quantitative structure-activity relationship analysis using newly determined cleavage sites and catalytic efficiencies of an oligopeptide array
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4824854/
https://www.ncbi.nlm.nih.gov/pubmed/26796116
http://dx.doi.org/10.1074/mcp.M115.053413
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