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The Druggable Pocketome of Corynebacterium diphtheriae: A New Approach for in silico Putative Druggable Targets

Diphtheria is an acute and highly infectious disease, previously regarded as endemic in nature but vaccine-preventable, is caused by Corynebacterium diphtheriae (Cd). In this work, we used an in silico approach along the 13 complete genome sequences of C. diphtheriae followed by a computational asse...

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Autores principales: Hassan, Syed S., Jamal, Syed B., Radusky, Leandro G., Tiwari, Sandeep, Ullah, Asad, Ali, Javed, Behramand, de Carvalho, Paulo V. S. D., Shams, Rida, Khan, Sabir, Figueiredo, Henrique C. P., Barh, Debmalya, Ghosh, Preetam, Silva, Artur, Baumbach, Jan, Röttger, Richard, Turjanski, Adrián G., Azevedo, Vasco A. C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5816920/
https://www.ncbi.nlm.nih.gov/pubmed/29487617
http://dx.doi.org/10.3389/fgene.2018.00044
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author Hassan, Syed S.
Jamal, Syed B.
Radusky, Leandro G.
Tiwari, Sandeep
Ullah, Asad
Ali, Javed
Behramand,
de Carvalho, Paulo V. S. D.
Shams, Rida
Khan, Sabir
Figueiredo, Henrique C. P.
Barh, Debmalya
Ghosh, Preetam
Silva, Artur
Baumbach, Jan
Röttger, Richard
Turjanski, Adrián G.
Azevedo, Vasco A. C.
author_facet Hassan, Syed S.
Jamal, Syed B.
Radusky, Leandro G.
Tiwari, Sandeep
Ullah, Asad
Ali, Javed
Behramand,
de Carvalho, Paulo V. S. D.
Shams, Rida
Khan, Sabir
Figueiredo, Henrique C. P.
Barh, Debmalya
Ghosh, Preetam
Silva, Artur
Baumbach, Jan
Röttger, Richard
Turjanski, Adrián G.
Azevedo, Vasco A. C.
author_sort Hassan, Syed S.
collection PubMed
description Diphtheria is an acute and highly infectious disease, previously regarded as endemic in nature but vaccine-preventable, is caused by Corynebacterium diphtheriae (Cd). In this work, we used an in silico approach along the 13 complete genome sequences of C. diphtheriae followed by a computational assessment of structural information of the binding sites to characterize the “pocketome druggability.” To this end, we first computed the “modelome” (3D structures of a complete genome) of a randomly selected reference strain Cd NCTC13129; that had 13,763 open reading frames (ORFs) and resulted in 1,253 (∼9%) structure models. The amino acid sequences of these modeled structures were compared with the remaining 12 genomes and consequently, 438 conserved protein sequences were obtained. The RCSB-PDB database was consulted to check the template structures for these conserved proteins and as a result, 401 adequate 3D models were obtained. We subsequently predicted the protein pockets for the obtained set of models and kept only the conserved pockets that had highly druggable (HD) values (137 across all strains). Later, an off-target host homology analyses was performed considering the human proteome using NCBI database. Furthermore, the gene essentiality analysis was carried out that gave a final set of 10-conserved targets possessing highly druggable protein pockets. To check the target identification robustness of the pipeline used in this work, we crosschecked the final target list with another in-house target identification approach for C. diphtheriae thereby obtaining three common targets, these were; hisE-phosphoribosyl-ATP pyrophosphatase, glpX-fructose 1,6-bisphosphatase II, and rpsH-30S ribosomal protein S8. Our predicted results suggest that the in silico approach used could potentially aid in experimental polypharmacological target determination in C. diphtheriae and other pathogens, thereby, might complement the existing and new drug-discovery pipelines.
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spelling pubmed-58169202018-02-27 The Druggable Pocketome of Corynebacterium diphtheriae: A New Approach for in silico Putative Druggable Targets Hassan, Syed S. Jamal, Syed B. Radusky, Leandro G. Tiwari, Sandeep Ullah, Asad Ali, Javed Behramand, de Carvalho, Paulo V. S. D. Shams, Rida Khan, Sabir Figueiredo, Henrique C. P. Barh, Debmalya Ghosh, Preetam Silva, Artur Baumbach, Jan Röttger, Richard Turjanski, Adrián G. Azevedo, Vasco A. C. Front Genet Genetics Diphtheria is an acute and highly infectious disease, previously regarded as endemic in nature but vaccine-preventable, is caused by Corynebacterium diphtheriae (Cd). In this work, we used an in silico approach along the 13 complete genome sequences of C. diphtheriae followed by a computational assessment of structural information of the binding sites to characterize the “pocketome druggability.” To this end, we first computed the “modelome” (3D structures of a complete genome) of a randomly selected reference strain Cd NCTC13129; that had 13,763 open reading frames (ORFs) and resulted in 1,253 (∼9%) structure models. The amino acid sequences of these modeled structures were compared with the remaining 12 genomes and consequently, 438 conserved protein sequences were obtained. The RCSB-PDB database was consulted to check the template structures for these conserved proteins and as a result, 401 adequate 3D models were obtained. We subsequently predicted the protein pockets for the obtained set of models and kept only the conserved pockets that had highly druggable (HD) values (137 across all strains). Later, an off-target host homology analyses was performed considering the human proteome using NCBI database. Furthermore, the gene essentiality analysis was carried out that gave a final set of 10-conserved targets possessing highly druggable protein pockets. To check the target identification robustness of the pipeline used in this work, we crosschecked the final target list with another in-house target identification approach for C. diphtheriae thereby obtaining three common targets, these were; hisE-phosphoribosyl-ATP pyrophosphatase, glpX-fructose 1,6-bisphosphatase II, and rpsH-30S ribosomal protein S8. Our predicted results suggest that the in silico approach used could potentially aid in experimental polypharmacological target determination in C. diphtheriae and other pathogens, thereby, might complement the existing and new drug-discovery pipelines. Frontiers Media S.A. 2018-02-13 /pmc/articles/PMC5816920/ /pubmed/29487617 http://dx.doi.org/10.3389/fgene.2018.00044 Text en Copyright © 2018 Hassan, Jamal, Radusky, Tiwari, Ullah, Ali, Behramand, de Carvalho, Shams, Khan, Figueiredo, Barh, Ghosh, Silva, Baumbach, Röttger, Turjanski and Azevedo. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Genetics
Hassan, Syed S.
Jamal, Syed B.
Radusky, Leandro G.
Tiwari, Sandeep
Ullah, Asad
Ali, Javed
Behramand,
de Carvalho, Paulo V. S. D.
Shams, Rida
Khan, Sabir
Figueiredo, Henrique C. P.
Barh, Debmalya
Ghosh, Preetam
Silva, Artur
Baumbach, Jan
Röttger, Richard
Turjanski, Adrián G.
Azevedo, Vasco A. C.
The Druggable Pocketome of Corynebacterium diphtheriae: A New Approach for in silico Putative Druggable Targets
title The Druggable Pocketome of Corynebacterium diphtheriae: A New Approach for in silico Putative Druggable Targets
title_full The Druggable Pocketome of Corynebacterium diphtheriae: A New Approach for in silico Putative Druggable Targets
title_fullStr The Druggable Pocketome of Corynebacterium diphtheriae: A New Approach for in silico Putative Druggable Targets
title_full_unstemmed The Druggable Pocketome of Corynebacterium diphtheriae: A New Approach for in silico Putative Druggable Targets
title_short The Druggable Pocketome of Corynebacterium diphtheriae: A New Approach for in silico Putative Druggable Targets
title_sort druggable pocketome of corynebacterium diphtheriae: a new approach for in silico putative druggable targets
topic Genetics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5816920/
https://www.ncbi.nlm.nih.gov/pubmed/29487617
http://dx.doi.org/10.3389/fgene.2018.00044
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