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Molecular mechanisms and design principles for promiscuous inhibitors to avoid drug resistance: Lessons learned from HIV-1 protease inhibition
ABSTRACT Molecular recognition is central to biology and ranges from highly selective to broadly promiscuous. The ability to modulate specificity at will is particularly important for drug development, and discovery of mechanisms contributing to binding specificity is crucial for our basic understan...
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Published in: | Proteins, structure, function, and bioinformatics structure, function, and bioinformatics, 2015-02, Vol.83 (2), p.351-372 |
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description | ABSTRACT
Molecular recognition is central to biology and ranges from highly selective to broadly promiscuous. The ability to modulate specificity at will is particularly important for drug development, and discovery of mechanisms contributing to binding specificity is crucial for our basic understanding of biology and for applications in health care. In this study, we used computational molecular design to create a large dataset of diverse small molecules with a range of binding specificities. We then performed structural, energetic, and statistical analysis on the dataset to study molecular mechanisms of achieving specificity goals. The work was done in the context of HIV‐1 protease inhibition and the molecular designs targeted a panel of wild‐type and drug‐resistant mutant HIV‐1 protease structures. The analysis focused on mechanisms for promiscuous binding to bind robustly even to resistance mutants. Broadly binding inhibitors tended to be smaller in size, more flexible in chemical structure, and more hydrophobic in nature compared to highly selective ones. Furthermore, structural and energetic analyses illustrated mechanisms by which flexible inhibitors achieved binding; we found ligand conformational adaptation near mutation sites and structural plasticity in targets through torsional flips of asymmetric functional groups to form alternative, compensatory packing interactions or hydrogen bonds. As no inhibitor bound to all variants, we designed small cocktails of inhibitors to do so and discovered that they often jointly covered the target set through mechanistic complementarity. Furthermore, using structural plasticity observed in experiments, and potentially in simulations, is suggested to be a viable means of designing adaptive inhibitors that are promiscuous binders. Proteins 2015; 83:351–372. © 2014 Wiley Periodicals, Inc. |
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Molecular recognition is central to biology and ranges from highly selective to broadly promiscuous. The ability to modulate specificity at will is particularly important for drug development, and discovery of mechanisms contributing to binding specificity is crucial for our basic understanding of biology and for applications in health care. In this study, we used computational molecular design to create a large dataset of diverse small molecules with a range of binding specificities. We then performed structural, energetic, and statistical analysis on the dataset to study molecular mechanisms of achieving specificity goals. The work was done in the context of HIV‐1 protease inhibition and the molecular designs targeted a panel of wild‐type and drug‐resistant mutant HIV‐1 protease structures. The analysis focused on mechanisms for promiscuous binding to bind robustly even to resistance mutants. Broadly binding inhibitors tended to be smaller in size, more flexible in chemical structure, and more hydrophobic in nature compared to highly selective ones. Furthermore, structural and energetic analyses illustrated mechanisms by which flexible inhibitors achieved binding; we found ligand conformational adaptation near mutation sites and structural plasticity in targets through torsional flips of asymmetric functional groups to form alternative, compensatory packing interactions or hydrogen bonds. As no inhibitor bound to all variants, we designed small cocktails of inhibitors to do so and discovered that they often jointly covered the target set through mechanistic complementarity. Furthermore, using structural plasticity observed in experiments, and potentially in simulations, is suggested to be a viable means of designing adaptive inhibitors that are promiscuous binders. Proteins 2015; 83:351–372. © 2014 Wiley Periodicals, Inc.</description><identifier>ISSN: 0887-3585</identifier><identifier>EISSN: 1097-0134</identifier><identifier>DOI: 10.1002/prot.24730</identifier><identifier>PMID: 25410041</identifier><language>eng</language><publisher>United States: Blackwell Publishing Ltd</publisher><subject>binding specificity ; Catalytic Domain ; Darunavir ; drug cocktails ; Drug Design ; drug design principles ; drug resistance ; Drug Resistance, Viral ; HIV Protease - chemistry ; HIV Protease Inhibitors - chemistry ; Human immunodeficiency virus 1 ; Hydrogen Bonding ; Hydrophobic and Hydrophilic Interactions ; Models, Molecular ; molecular mechanisms ; Protein Binding ; Sulfonamides - chemistry</subject><ispartof>Proteins, structure, function, and bioinformatics, 2015-02, Vol.83 (2), p.351-372</ispartof><rights>2014 The Authors. Proteins: Structure, Function, and Bioinformatics Published by Wiley Periodicals, Inc.</rights><rights>2014 Wiley Periodicals, Inc.</rights><rights>2015 Wiley Periodicals, Inc.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c5890-a2a1224371279937c7899eb4ac4f3c42d9e80af807e11858737fb129d73921cc3</citedby><cites>FETCH-LOGICAL-c5890-a2a1224371279937c7899eb4ac4f3c42d9e80af807e11858737fb129d73921cc3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/25410041$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Shen, Yang</creatorcontrib><creatorcontrib>Radhakrishnan, Mala L.</creatorcontrib><creatorcontrib>Tidor, Bruce</creatorcontrib><title>Molecular mechanisms and design principles for promiscuous inhibitors to avoid drug resistance: Lessons learned from HIV-1 protease inhibition</title><title>Proteins, structure, function, and bioinformatics</title><addtitle>Proteins</addtitle><description>ABSTRACT
Molecular recognition is central to biology and ranges from highly selective to broadly promiscuous. The ability to modulate specificity at will is particularly important for drug development, and discovery of mechanisms contributing to binding specificity is crucial for our basic understanding of biology and for applications in health care. In this study, we used computational molecular design to create a large dataset of diverse small molecules with a range of binding specificities. We then performed structural, energetic, and statistical analysis on the dataset to study molecular mechanisms of achieving specificity goals. The work was done in the context of HIV‐1 protease inhibition and the molecular designs targeted a panel of wild‐type and drug‐resistant mutant HIV‐1 protease structures. The analysis focused on mechanisms for promiscuous binding to bind robustly even to resistance mutants. Broadly binding inhibitors tended to be smaller in size, more flexible in chemical structure, and more hydrophobic in nature compared to highly selective ones. Furthermore, structural and energetic analyses illustrated mechanisms by which flexible inhibitors achieved binding; we found ligand conformational adaptation near mutation sites and structural plasticity in targets through torsional flips of asymmetric functional groups to form alternative, compensatory packing interactions or hydrogen bonds. As no inhibitor bound to all variants, we designed small cocktails of inhibitors to do so and discovered that they often jointly covered the target set through mechanistic complementarity. Furthermore, using structural plasticity observed in experiments, and potentially in simulations, is suggested to be a viable means of designing adaptive inhibitors that are promiscuous binders. Proteins 2015; 83:351–372. © 2014 Wiley Periodicals, Inc.</description><subject>binding specificity</subject><subject>Catalytic Domain</subject><subject>Darunavir</subject><subject>drug cocktails</subject><subject>Drug Design</subject><subject>drug design principles</subject><subject>drug resistance</subject><subject>Drug Resistance, Viral</subject><subject>HIV Protease - chemistry</subject><subject>HIV Protease Inhibitors - chemistry</subject><subject>Human immunodeficiency virus 1</subject><subject>Hydrogen Bonding</subject><subject>Hydrophobic and Hydrophilic Interactions</subject><subject>Models, Molecular</subject><subject>molecular mechanisms</subject><subject>Protein Binding</subject><subject>Sulfonamides - chemistry</subject><issn>0887-3585</issn><issn>1097-0134</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><sourceid>24P</sourceid><recordid>eNqNks1uEzEURkcIRNPChgdAltggpCn-m7HNAgmVklYEWqEAS8vx3ElcZuxgzxT6EjwzDmkiYIFYWZbPd2R_vkXxiOBjgjF9vo5hOKZcMHynmBCsRIkJ43eLCZZSlKyS1UFxmNIVxrhWrL5fHNCK5yQnk-LHu9CBHTsTUQ92ZbxLfULGN6iB5JYeraPz1q07SKgNMW9D75Idw5iQ8yu3cEOICQ0BmevgciqOSxRzNA3GW3iBZpBS8Al1YKKHBrVZgM7OP5Vk4xrAJNiJXPAPinut6RI8vF2Pio9vTucnZ-XsYnp-8mpW2koqXBpqCKWcCUKFUkxYIZWCBTeWt8xy2iiQ2LQSCyBEVlIw0S4IVY1gihJr2VHxcutdj4seGgt-iKbT-bG9iTc6GKf_PPFupZfhWnNJFcEyC57eCmL4OkIa9KYW6DrjIXejSV0TxipK2X-gFa9lTRnO6JO_0KswRp-byBSvmSScqEw921I2hpQitPt7E6w3E6E3zepfE5Hhx7-_dI_uRiADZAt8cx3c_EOlLz9czHfScpvJ3wzf9xkTv-g6d13pz--nei6q6evq7aUm7CciVtI-</recordid><startdate>201502</startdate><enddate>201502</enddate><creator>Shen, Yang</creator><creator>Radhakrishnan, Mala L.</creator><creator>Tidor, Bruce</creator><general>Blackwell Publishing Ltd</general><general>Wiley Subscription Services, Inc</general><general>John Wiley and Sons Inc</general><scope>BSCLL</scope><scope>24P</scope><scope>WIN</scope><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>7QL</scope><scope>7QO</scope><scope>7QP</scope><scope>7QR</scope><scope>7TK</scope><scope>7TM</scope><scope>7U9</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>H94</scope><scope>K9.</scope><scope>M7N</scope><scope>P64</scope><scope>RC3</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>201502</creationdate><title>Molecular mechanisms and design principles for promiscuous inhibitors to avoid drug resistance: Lessons learned from HIV-1 protease inhibition</title><author>Shen, Yang ; Radhakrishnan, Mala L. ; Tidor, Bruce</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c5890-a2a1224371279937c7899eb4ac4f3c42d9e80af807e11858737fb129d73921cc3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>binding specificity</topic><topic>Catalytic Domain</topic><topic>Darunavir</topic><topic>drug cocktails</topic><topic>Drug Design</topic><topic>drug design principles</topic><topic>drug resistance</topic><topic>Drug Resistance, Viral</topic><topic>HIV Protease - chemistry</topic><topic>HIV Protease Inhibitors - chemistry</topic><topic>Human immunodeficiency virus 1</topic><topic>Hydrogen Bonding</topic><topic>Hydrophobic and Hydrophilic Interactions</topic><topic>Models, Molecular</topic><topic>molecular mechanisms</topic><topic>Protein Binding</topic><topic>Sulfonamides - chemistry</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Shen, Yang</creatorcontrib><creatorcontrib>Radhakrishnan, Mala L.</creatorcontrib><creatorcontrib>Tidor, Bruce</creatorcontrib><collection>Istex</collection><collection>Wiley Online Library Open Access</collection><collection>Wiley-Blackwell Free Backfiles(OpenAccess)</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Bacteriology Abstracts (Microbiology B)</collection><collection>Biotechnology Research Abstracts</collection><collection>Calcium & Calcified Tissue Abstracts</collection><collection>Chemoreception Abstracts</collection><collection>Neurosciences Abstracts</collection><collection>Nucleic Acids Abstracts</collection><collection>Virology and AIDS Abstracts</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Algology Mycology and Protozoology Abstracts (Microbiology C)</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Genetics Abstracts</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Proteins, structure, function, and bioinformatics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Shen, Yang</au><au>Radhakrishnan, Mala L.</au><au>Tidor, Bruce</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Molecular mechanisms and design principles for promiscuous inhibitors to avoid drug resistance: Lessons learned from HIV-1 protease inhibition</atitle><jtitle>Proteins, structure, function, and bioinformatics</jtitle><addtitle>Proteins</addtitle><date>2015-02</date><risdate>2015</risdate><volume>83</volume><issue>2</issue><spage>351</spage><epage>372</epage><pages>351-372</pages><issn>0887-3585</issn><eissn>1097-0134</eissn><abstract>ABSTRACT
Molecular recognition is central to biology and ranges from highly selective to broadly promiscuous. The ability to modulate specificity at will is particularly important for drug development, and discovery of mechanisms contributing to binding specificity is crucial for our basic understanding of biology and for applications in health care. In this study, we used computational molecular design to create a large dataset of diverse small molecules with a range of binding specificities. We then performed structural, energetic, and statistical analysis on the dataset to study molecular mechanisms of achieving specificity goals. The work was done in the context of HIV‐1 protease inhibition and the molecular designs targeted a panel of wild‐type and drug‐resistant mutant HIV‐1 protease structures. The analysis focused on mechanisms for promiscuous binding to bind robustly even to resistance mutants. Broadly binding inhibitors tended to be smaller in size, more flexible in chemical structure, and more hydrophobic in nature compared to highly selective ones. Furthermore, structural and energetic analyses illustrated mechanisms by which flexible inhibitors achieved binding; we found ligand conformational adaptation near mutation sites and structural plasticity in targets through torsional flips of asymmetric functional groups to form alternative, compensatory packing interactions or hydrogen bonds. As no inhibitor bound to all variants, we designed small cocktails of inhibitors to do so and discovered that they often jointly covered the target set through mechanistic complementarity. Furthermore, using structural plasticity observed in experiments, and potentially in simulations, is suggested to be a viable means of designing adaptive inhibitors that are promiscuous binders. Proteins 2015; 83:351–372. © 2014 Wiley Periodicals, Inc.</abstract><cop>United States</cop><pub>Blackwell Publishing Ltd</pub><pmid>25410041</pmid><doi>10.1002/prot.24730</doi><tpages>22</tpages><oa>free_for_read</oa></addata></record> |
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subjects | binding specificity Catalytic Domain Darunavir drug cocktails Drug Design drug design principles drug resistance Drug Resistance, Viral HIV Protease - chemistry HIV Protease Inhibitors - chemistry Human immunodeficiency virus 1 Hydrogen Bonding Hydrophobic and Hydrophilic Interactions Models, Molecular molecular mechanisms Protein Binding Sulfonamides - chemistry |
title | Molecular mechanisms and design principles for promiscuous inhibitors to avoid drug resistance: Lessons learned from HIV-1 protease inhibition |
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