In silico identification of inhibitors of ribose 5-phosphate isomerase from Trypanosoma cruzi using ligand and structure based approaches
[Display omitted] •Pharmacophore modeling of ribose 5-phosphate isomerase of Trypanosoma cruzi (TcRpi).•Screening of the ZINC Database, yielding 20,183 candidate compounds.•Molecular docking with TcRpi and Rpi of Homo sapiens using the candidate compounds.•211 compounds were chosen as potential sele...
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Veröffentlicht in: | Journal of molecular graphics & modelling 2017-10, Vol.77, p.168-180 |
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•Pharmacophore modeling of ribose 5-phosphate isomerase of Trypanosoma cruzi (TcRpi).•Screening of the ZINC Database, yielding 20,183 candidate compounds.•Molecular docking with TcRpi and Rpi of Homo sapiens using the candidate compounds.•211 compounds were chosen as potential selective inhibitors to TcRpi.•After molecular dynamics simulations, 2 compounds were proposed as TcRpi inhibitors.
Chagas disease, caused by the protozoan Trypanosoma cruzi, affects approximately seven million people, mainly in Latin America, and causes about 7000 deaths annually. The available treatments are unsatisfactory and search for more effective drugs against this pathogen is critical. In this context, the ribose 5-phosphate isomerase (Rpi) enzyme is a potential drug target mainly due to its function in the pentose phosphate pathway and its essentiality (previously shown in other trypanosomatids). In this study, we propose novel potential inhibitors for the Rpi of T. cruzi (TcRpi) based on a computer-aided approach, including structure-based and ligand-based pharmacophore modeling. Along with a substructural and similarity search, the selected pharmacophore hypotheses were used to screen the purchasable subset of the ZINC Database, yielding 20,183 candidate compounds. These compounds were submitted to molecular docking studies in the TcRpi and Human Rpi (HsRpi) active sites in order to identify potential selective inhibitors for the T. cruzi enzyme. After the molecular docking and ADME-T (absorption, distribution, metabolism, excretion and toxicity)/PAINS (pan-assay interference compounds) screenings, 211 molecules were selected as potential TcRpi inhibitors. Out of these, three compounds – ZINC36975961, ZINC63480117, and ZINC43763931 – were submitted to molecular dynamics simulations and two of them – ZINC36975961 and ZINC43763931- had good performance and made interactions with important active site residues over all the simulation time. These compounds could be considered potential TcRpi inhibitors candidates and also may be used as leads for developing new TcRpi inhibitors. |
doi_str_mv | 10.1016/j.jmgm.2017.08.007 |
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•Pharmacophore modeling of ribose 5-phosphate isomerase of Trypanosoma cruzi (TcRpi).•Screening of the ZINC Database, yielding 20,183 candidate compounds.•Molecular docking with TcRpi and Rpi of Homo sapiens using the candidate compounds.•211 compounds were chosen as potential selective inhibitors to TcRpi.•After molecular dynamics simulations, 2 compounds were proposed as TcRpi inhibitors.
Chagas disease, caused by the protozoan Trypanosoma cruzi, affects approximately seven million people, mainly in Latin America, and causes about 7000 deaths annually. The available treatments are unsatisfactory and search for more effective drugs against this pathogen is critical. In this context, the ribose 5-phosphate isomerase (Rpi) enzyme is a potential drug target mainly due to its function in the pentose phosphate pathway and its essentiality (previously shown in other trypanosomatids). In this study, we propose novel potential inhibitors for the Rpi of T. cruzi (TcRpi) based on a computer-aided approach, including structure-based and ligand-based pharmacophore modeling. Along with a substructural and similarity search, the selected pharmacophore hypotheses were used to screen the purchasable subset of the ZINC Database, yielding 20,183 candidate compounds. These compounds were submitted to molecular docking studies in the TcRpi and Human Rpi (HsRpi) active sites in order to identify potential selective inhibitors for the T. cruzi enzyme. After the molecular docking and ADME-T (absorption, distribution, metabolism, excretion and toxicity)/PAINS (pan-assay interference compounds) screenings, 211 molecules were selected as potential TcRpi inhibitors. Out of these, three compounds – ZINC36975961, ZINC63480117, and ZINC43763931 – were submitted to molecular dynamics simulations and two of them – ZINC36975961 and ZINC43763931- had good performance and made interactions with important active site residues over all the simulation time. These compounds could be considered potential TcRpi inhibitors candidates and also may be used as leads for developing new TcRpi inhibitors.</description><identifier>ISSN: 1093-3263</identifier><identifier>EISSN: 1873-4243</identifier><identifier>DOI: 10.1016/j.jmgm.2017.08.007</identifier><identifier>PMID: 28865321</identifier><language>eng</language><publisher>United States: Elsevier Inc</publisher><subject>ADMET ; Aldose-Ketose Isomerases - antagonists & inhibitors ; Aldose-Ketose Isomerases - chemistry ; Catalytic Domain ; Chagas disease ; Chagas Disease - drug therapy ; Chagas Disease - parasitology ; Enzyme Inhibitors - chemistry ; Enzyme Inhibitors - therapeutic use ; Humans ; Ligands ; Molecular docking ; Molecular dynamics ; Molecular Dynamics Simulation ; Pharmacophore modelling ; Protein Binding ; Ribose 5-phosphate isomerase ; Ribosemonophosphates - chemistry ; Ribosemonophosphates - metabolism ; Trypanosoma cruzi ; Trypanosoma cruzi - drug effects ; Trypanosoma cruzi - pathogenicity ; Virtual screening</subject><ispartof>Journal of molecular graphics & modelling, 2017-10, Vol.77, p.168-180</ispartof><rights>2017 Elsevier Inc.</rights><rights>Copyright © 2017 Elsevier Inc. All rights reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c356t-3d367b01748148ada815e36f5372575058a14832181067a535299cf72dd0998c3</citedby><cites>FETCH-LOGICAL-c356t-3d367b01748148ada815e36f5372575058a14832181067a535299cf72dd0998c3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.jmgm.2017.08.007$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,780,784,3550,27924,27925,45995</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/28865321$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>de V. C. Sinatti, Vanessa</creatorcontrib><creatorcontrib>R. Baptista, Luiz Phillippe</creatorcontrib><creatorcontrib>Alves-Ferreira, Marcelo</creatorcontrib><creatorcontrib>Dardenne, Laurent</creatorcontrib><creatorcontrib>Hermínio Martins da Silva, João</creatorcontrib><creatorcontrib>Guimarães, Ana Carolina</creatorcontrib><title>In silico identification of inhibitors of ribose 5-phosphate isomerase from Trypanosoma cruzi using ligand and structure based approaches</title><title>Journal of molecular graphics & modelling</title><addtitle>J Mol Graph Model</addtitle><description>[Display omitted]
•Pharmacophore modeling of ribose 5-phosphate isomerase of Trypanosoma cruzi (TcRpi).•Screening of the ZINC Database, yielding 20,183 candidate compounds.•Molecular docking with TcRpi and Rpi of Homo sapiens using the candidate compounds.•211 compounds were chosen as potential selective inhibitors to TcRpi.•After molecular dynamics simulations, 2 compounds were proposed as TcRpi inhibitors.
Chagas disease, caused by the protozoan Trypanosoma cruzi, affects approximately seven million people, mainly in Latin America, and causes about 7000 deaths annually. The available treatments are unsatisfactory and search for more effective drugs against this pathogen is critical. In this context, the ribose 5-phosphate isomerase (Rpi) enzyme is a potential drug target mainly due to its function in the pentose phosphate pathway and its essentiality (previously shown in other trypanosomatids). In this study, we propose novel potential inhibitors for the Rpi of T. cruzi (TcRpi) based on a computer-aided approach, including structure-based and ligand-based pharmacophore modeling. Along with a substructural and similarity search, the selected pharmacophore hypotheses were used to screen the purchasable subset of the ZINC Database, yielding 20,183 candidate compounds. These compounds were submitted to molecular docking studies in the TcRpi and Human Rpi (HsRpi) active sites in order to identify potential selective inhibitors for the T. cruzi enzyme. After the molecular docking and ADME-T (absorption, distribution, metabolism, excretion and toxicity)/PAINS (pan-assay interference compounds) screenings, 211 molecules were selected as potential TcRpi inhibitors. Out of these, three compounds – ZINC36975961, ZINC63480117, and ZINC43763931 – were submitted to molecular dynamics simulations and two of them – ZINC36975961 and ZINC43763931- had good performance and made interactions with important active site residues over all the simulation time. These compounds could be considered potential TcRpi inhibitors candidates and also may be used as leads for developing new TcRpi inhibitors.</description><subject>ADMET</subject><subject>Aldose-Ketose Isomerases - antagonists & inhibitors</subject><subject>Aldose-Ketose Isomerases - chemistry</subject><subject>Catalytic Domain</subject><subject>Chagas disease</subject><subject>Chagas Disease - drug therapy</subject><subject>Chagas Disease - parasitology</subject><subject>Enzyme Inhibitors - chemistry</subject><subject>Enzyme Inhibitors - therapeutic use</subject><subject>Humans</subject><subject>Ligands</subject><subject>Molecular docking</subject><subject>Molecular dynamics</subject><subject>Molecular Dynamics Simulation</subject><subject>Pharmacophore modelling</subject><subject>Protein Binding</subject><subject>Ribose 5-phosphate isomerase</subject><subject>Ribosemonophosphates - chemistry</subject><subject>Ribosemonophosphates - metabolism</subject><subject>Trypanosoma cruzi</subject><subject>Trypanosoma cruzi - drug effects</subject><subject>Trypanosoma cruzi - pathogenicity</subject><subject>Virtual screening</subject><issn>1093-3263</issn><issn>1873-4243</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2017</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9Uctu1TAUtBCIPuAHWCAv2ST4ET8isUFVoZUqsSlry7Gde89VYgc7QSp_wF_j6BaWLKxjj2bGmjMIvaOkpYTKj6f2NB_mlhGqWqJbQtQLdEm14k3HOv6y3knPG84kv0BXpZwIIVwT9RpdMK2l4Ixeot_3EReYwCUMPsQVRnB2hRRxGjHEIwywplz2V4YhlYBFsxxTWY52DRhKmkO2FR1zmvFjflpsTBW02OXtF-CtQDzgCQ42eryfsubNrVsOeKiyii1LTtYdQ3mDXo12KuHt87xG37_cPt7cNQ_fvt7ffH5oHBdybbjnUg01cqdpp623morA5Si4YkIJIrSteM2mKZHKCi5Y37tRMe9J32vHr9GHs2_9-McWympmKC5Mk40hbcXQnksq-67XlcrOVJdTKTmMZskw2_xkKDF7BeZk9grMXoEh2tQKquj9s_82zMH_k_zdeSV8OhNCTfkTQjbFQYgueMjBrcYn-J__HxqWmRs</recordid><startdate>201710</startdate><enddate>201710</enddate><creator>de V. C. Sinatti, Vanessa</creator><creator>R. Baptista, Luiz Phillippe</creator><creator>Alves-Ferreira, Marcelo</creator><creator>Dardenne, Laurent</creator><creator>Hermínio Martins da Silva, João</creator><creator>Guimarães, Ana Carolina</creator><general>Elsevier Inc</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>201710</creationdate><title>In silico identification of inhibitors of ribose 5-phosphate isomerase from Trypanosoma cruzi using ligand and structure based approaches</title><author>de V. C. Sinatti, Vanessa ; R. Baptista, Luiz Phillippe ; Alves-Ferreira, Marcelo ; Dardenne, Laurent ; Hermínio Martins da Silva, João ; Guimarães, Ana Carolina</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c356t-3d367b01748148ada815e36f5372575058a14832181067a535299cf72dd0998c3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2017</creationdate><topic>ADMET</topic><topic>Aldose-Ketose Isomerases - antagonists & inhibitors</topic><topic>Aldose-Ketose Isomerases - chemistry</topic><topic>Catalytic Domain</topic><topic>Chagas disease</topic><topic>Chagas Disease - drug therapy</topic><topic>Chagas Disease - parasitology</topic><topic>Enzyme Inhibitors - chemistry</topic><topic>Enzyme Inhibitors - therapeutic use</topic><topic>Humans</topic><topic>Ligands</topic><topic>Molecular docking</topic><topic>Molecular dynamics</topic><topic>Molecular Dynamics Simulation</topic><topic>Pharmacophore modelling</topic><topic>Protein Binding</topic><topic>Ribose 5-phosphate isomerase</topic><topic>Ribosemonophosphates - chemistry</topic><topic>Ribosemonophosphates - metabolism</topic><topic>Trypanosoma cruzi</topic><topic>Trypanosoma cruzi - drug effects</topic><topic>Trypanosoma cruzi - pathogenicity</topic><topic>Virtual screening</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>de V. C. Sinatti, Vanessa</creatorcontrib><creatorcontrib>R. Baptista, Luiz Phillippe</creatorcontrib><creatorcontrib>Alves-Ferreira, Marcelo</creatorcontrib><creatorcontrib>Dardenne, Laurent</creatorcontrib><creatorcontrib>Hermínio Martins da Silva, João</creatorcontrib><creatorcontrib>Guimarães, Ana Carolina</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Journal of molecular graphics & modelling</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>de V. C. Sinatti, Vanessa</au><au>R. Baptista, Luiz Phillippe</au><au>Alves-Ferreira, Marcelo</au><au>Dardenne, Laurent</au><au>Hermínio Martins da Silva, João</au><au>Guimarães, Ana Carolina</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>In silico identification of inhibitors of ribose 5-phosphate isomerase from Trypanosoma cruzi using ligand and structure based approaches</atitle><jtitle>Journal of molecular graphics & modelling</jtitle><addtitle>J Mol Graph Model</addtitle><date>2017-10</date><risdate>2017</risdate><volume>77</volume><spage>168</spage><epage>180</epage><pages>168-180</pages><issn>1093-3263</issn><eissn>1873-4243</eissn><abstract>[Display omitted]
•Pharmacophore modeling of ribose 5-phosphate isomerase of Trypanosoma cruzi (TcRpi).•Screening of the ZINC Database, yielding 20,183 candidate compounds.•Molecular docking with TcRpi and Rpi of Homo sapiens using the candidate compounds.•211 compounds were chosen as potential selective inhibitors to TcRpi.•After molecular dynamics simulations, 2 compounds were proposed as TcRpi inhibitors.
Chagas disease, caused by the protozoan Trypanosoma cruzi, affects approximately seven million people, mainly in Latin America, and causes about 7000 deaths annually. The available treatments are unsatisfactory and search for more effective drugs against this pathogen is critical. In this context, the ribose 5-phosphate isomerase (Rpi) enzyme is a potential drug target mainly due to its function in the pentose phosphate pathway and its essentiality (previously shown in other trypanosomatids). In this study, we propose novel potential inhibitors for the Rpi of T. cruzi (TcRpi) based on a computer-aided approach, including structure-based and ligand-based pharmacophore modeling. Along with a substructural and similarity search, the selected pharmacophore hypotheses were used to screen the purchasable subset of the ZINC Database, yielding 20,183 candidate compounds. These compounds were submitted to molecular docking studies in the TcRpi and Human Rpi (HsRpi) active sites in order to identify potential selective inhibitors for the T. cruzi enzyme. After the molecular docking and ADME-T (absorption, distribution, metabolism, excretion and toxicity)/PAINS (pan-assay interference compounds) screenings, 211 molecules were selected as potential TcRpi inhibitors. Out of these, three compounds – ZINC36975961, ZINC63480117, and ZINC43763931 – were submitted to molecular dynamics simulations and two of them – ZINC36975961 and ZINC43763931- had good performance and made interactions with important active site residues over all the simulation time. These compounds could be considered potential TcRpi inhibitors candidates and also may be used as leads for developing new TcRpi inhibitors.</abstract><cop>United States</cop><pub>Elsevier Inc</pub><pmid>28865321</pmid><doi>10.1016/j.jmgm.2017.08.007</doi><tpages>13</tpages></addata></record> |
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subjects | ADMET Aldose-Ketose Isomerases - antagonists & inhibitors Aldose-Ketose Isomerases - chemistry Catalytic Domain Chagas disease Chagas Disease - drug therapy Chagas Disease - parasitology Enzyme Inhibitors - chemistry Enzyme Inhibitors - therapeutic use Humans Ligands Molecular docking Molecular dynamics Molecular Dynamics Simulation Pharmacophore modelling Protein Binding Ribose 5-phosphate isomerase Ribosemonophosphates - chemistry Ribosemonophosphates - metabolism Trypanosoma cruzi Trypanosoma cruzi - drug effects Trypanosoma cruzi - pathogenicity Virtual screening |
title | In silico identification of inhibitors of ribose 5-phosphate isomerase from Trypanosoma cruzi using ligand and structure based approaches |
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