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Conformational Dynamics and Binding Free Energies of Inhibitors of BACE-1: From the Perspective of Protonation Equilibria
BACE-1 is the β-secretase responsible for the initial amyloidogenesis in Alzheimer's disease, catalyzing hydrolytic cleavage of substrate in a pH-sensitive manner. The catalytic mechanism of BACE-1 requires water-mediated proton transfer from aspartyl dyad to the substrate, as well as structura...
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Published in: | PLoS computational biology 2015-10, Vol.11 (10), p.e1004341-e1004341 |
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description | BACE-1 is the β-secretase responsible for the initial amyloidogenesis in Alzheimer's disease, catalyzing hydrolytic cleavage of substrate in a pH-sensitive manner. The catalytic mechanism of BACE-1 requires water-mediated proton transfer from aspartyl dyad to the substrate, as well as structural flexibility in the flap region. Thus, the coupling of protonation and conformational equilibria is essential to a full in silico characterization of BACE-1. In this work, we perform constant pH replica exchange molecular dynamics simulations on both apo BACE-1 and five BACE-1-inhibitor complexes to examine the effect of pH on dynamics and inhibitor binding properties of BACE-1. In our simulations, we find that solution pH controls the conformational flexibility of apo BACE-1, whereas bound inhibitors largely limit the motions of the holo enzyme at all levels of pH. The microscopic pKa values of titratable residues in BACE-1 including its aspartyl dyad are computed and compared between apo and inhibitor-bound states. Changes in protonation between the apo and holo forms suggest a thermodynamic linkage between binding of inhibitors and protons localized at the dyad. Utilizing our recently developed computational protocol applying the binding polynomial formalism to the constant pH molecular dynamics (CpHMD) framework, we are able to obtain the pH-dependent binding free energy profiles for various BACE-1-inhibitor complexes. Our results highlight the importance of correctly addressing the binding-induced protonation changes in protein-ligand systems where binding accompanies a net proton transfer. This work comprises the first application of our CpHMD-based free energy computational method to protein-ligand complexes and illustrates the value of CpHMD as an all-purpose tool for obtaining pH-dependent dynamics and binding free energies of biological systems. |
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The catalytic mechanism of BACE-1 requires water-mediated proton transfer from aspartyl dyad to the substrate, as well as structural flexibility in the flap region. Thus, the coupling of protonation and conformational equilibria is essential to a full in silico characterization of BACE-1. In this work, we perform constant pH replica exchange molecular dynamics simulations on both apo BACE-1 and five BACE-1-inhibitor complexes to examine the effect of pH on dynamics and inhibitor binding properties of BACE-1. In our simulations, we find that solution pH controls the conformational flexibility of apo BACE-1, whereas bound inhibitors largely limit the motions of the holo enzyme at all levels of pH. The microscopic pKa values of titratable residues in BACE-1 including its aspartyl dyad are computed and compared between apo and inhibitor-bound states. Changes in protonation between the apo and holo forms suggest a thermodynamic linkage between binding of inhibitors and protons localized at the dyad. Utilizing our recently developed computational protocol applying the binding polynomial formalism to the constant pH molecular dynamics (CpHMD) framework, we are able to obtain the pH-dependent binding free energy profiles for various BACE-1-inhibitor complexes. Our results highlight the importance of correctly addressing the binding-induced protonation changes in protein-ligand systems where binding accompanies a net proton transfer. This work comprises the first application of our CpHMD-based free energy computational method to protein-ligand complexes and illustrates the value of CpHMD as an all-purpose tool for obtaining pH-dependent dynamics and binding free energies of biological systems.</description><identifier>ISSN: 1553-7358</identifier><identifier>ISSN: 1553-734X</identifier><identifier>EISSN: 1553-7358</identifier><identifier>DOI: 10.1371/journal.pcbi.1004341</identifier><identifier>PMID: 26506513</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Alzheimer's disease ; Alzheimers disease ; Amyloid Precursor Protein Secretases - antagonists & inhibitors ; Amyloid Precursor Protein Secretases - ultrastructure ; Amyloidosis ; Analysis ; Aspartic Acid Endopeptidases - antagonists & inhibitors ; Aspartic Acid Endopeptidases - ultrastructure ; Binding Sites ; Catalysis ; Chemical properties ; Energy Transfer ; Enzyme Inhibitors - chemistry ; Enzymes ; Equilibrium ; Flexibility ; Ligands ; Models, Chemical ; Molecular Dynamics Simulation ; Protein Binding ; Protein Conformation ; Proteins ; Protons ; Structure-Activity Relationship ; Thermodynamics</subject><ispartof>PLoS computational biology, 2015-10, Vol.11 (10), p.e1004341-e1004341</ispartof><rights>COPYRIGHT 2015 Public Library of Science</rights><rights>2015 Kim et al 2015 Kim et al</rights><rights>2015 Public Library of Science. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited: Kim MO, Blachly PG, McCammon JA (2015) Conformational Dynamics and Binding Free Energies of Inhibitors of BACE-1: From the Perspective of Protonation Equilibria. PLoS Comput Biol 11(10): e1004341. doi:10.1371/journal.pcbi.1004341</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c699t-16bc3abb31844ef50e4da975503da9a4fca2d6c3a9803d6672d7e184e2448c183</citedby><cites>FETCH-LOGICAL-c699t-16bc3abb31844ef50e4da975503da9a4fca2d6c3a9803d6672d7e184e2448c183</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC4623973/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC4623973/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,315,733,786,790,891,27957,27958,37048,53827,53829</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/26506513$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Livesay, Dennis R</contributor><creatorcontrib>Kim, M Olivia</creatorcontrib><creatorcontrib>Blachly, Patrick G</creatorcontrib><creatorcontrib>McCammon, J Andrew</creatorcontrib><title>Conformational Dynamics and Binding Free Energies of Inhibitors of BACE-1: From the Perspective of Protonation Equilibria</title><title>PLoS computational biology</title><addtitle>PLoS Comput Biol</addtitle><description>BACE-1 is the β-secretase responsible for the initial amyloidogenesis in Alzheimer's disease, catalyzing hydrolytic cleavage of substrate in a pH-sensitive manner. The catalytic mechanism of BACE-1 requires water-mediated proton transfer from aspartyl dyad to the substrate, as well as structural flexibility in the flap region. Thus, the coupling of protonation and conformational equilibria is essential to a full in silico characterization of BACE-1. In this work, we perform constant pH replica exchange molecular dynamics simulations on both apo BACE-1 and five BACE-1-inhibitor complexes to examine the effect of pH on dynamics and inhibitor binding properties of BACE-1. In our simulations, we find that solution pH controls the conformational flexibility of apo BACE-1, whereas bound inhibitors largely limit the motions of the holo enzyme at all levels of pH. The microscopic pKa values of titratable residues in BACE-1 including its aspartyl dyad are computed and compared between apo and inhibitor-bound states. Changes in protonation between the apo and holo forms suggest a thermodynamic linkage between binding of inhibitors and protons localized at the dyad. Utilizing our recently developed computational protocol applying the binding polynomial formalism to the constant pH molecular dynamics (CpHMD) framework, we are able to obtain the pH-dependent binding free energy profiles for various BACE-1-inhibitor complexes. Our results highlight the importance of correctly addressing the binding-induced protonation changes in protein-ligand systems where binding accompanies a net proton transfer. This work comprises the first application of our CpHMD-based free energy computational method to protein-ligand complexes and illustrates the value of CpHMD as an all-purpose tool for obtaining pH-dependent dynamics and binding free energies of biological systems.</description><subject>Alzheimer's disease</subject><subject>Alzheimers disease</subject><subject>Amyloid Precursor Protein Secretases - antagonists & inhibitors</subject><subject>Amyloid Precursor Protein Secretases - ultrastructure</subject><subject>Amyloidosis</subject><subject>Analysis</subject><subject>Aspartic Acid Endopeptidases - antagonists & inhibitors</subject><subject>Aspartic Acid Endopeptidases - ultrastructure</subject><subject>Binding Sites</subject><subject>Catalysis</subject><subject>Chemical properties</subject><subject>Energy Transfer</subject><subject>Enzyme Inhibitors - chemistry</subject><subject>Enzymes</subject><subject>Equilibrium</subject><subject>Flexibility</subject><subject>Ligands</subject><subject>Models, Chemical</subject><subject>Molecular Dynamics Simulation</subject><subject>Protein Binding</subject><subject>Protein Conformation</subject><subject>Proteins</subject><subject>Protons</subject><subject>Structure-Activity Relationship</subject><subject>Thermodynamics</subject><issn>1553-7358</issn><issn>1553-734X</issn><issn>1553-7358</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><sourceid>DOA</sourceid><recordid>eNqVkl1v0zAUhiMEYqPwDxBE4gYuWvydZBdIXemg0gQTH9eW45ykrhK7s5Np_fdz1m5aJW5QLmwfP-f1yTlvkrzFaIZphj9v3OCtamdbXZoZRohRhp8lp5hzOs0oz58_2Z8kr0LYIBS3hXiZnBDBkeCYnia7hbO1853qjYtq6dedVZ3RIVW2Ss-NrYxt0gsPkC4t-MZASF2druzalKZ3_v50Pl8sp_gsYq5L-zWkV-DDFnRvbmC8v_Kuj-LjC-nyejCtKb1Rr5MXtWoDvDmsk-TvxfLP4vv08ue31WJ-OdWiKPopFqWmqiwpzhmDmiNglSoyzhGNq2K1VqQSESnyGBEiI1UGkQXCWK5xTifJ-73utnVBHroWJM4oZYLw2LdJstoTlVMbufWmU34nnTLyPuB8I5XvjW5BEoGVyrhglCCGGSlRnaHYzZqwss6gjFpfDq8NZQeVBtt71R6JHt9Ys5aNu5GxFlrEmibJx4OAd9cDhF52JmhoW2XBDWPdJCc859n4Zx_2aKNiaSbOMSrqEZfz6AaRFwTjSM3-QcWvgjhoZ6E2MX6U8OkoITI93PaNGkKQq9-__oP9ccyyPau9C8FD_dgVjORo6YfhyNHS8mDpmPbuaUcfkx48TO8AW6bxeg</recordid><startdate>20151001</startdate><enddate>20151001</enddate><creator>Kim, M Olivia</creator><creator>Blachly, Patrick G</creator><creator>McCammon, J Andrew</creator><general>Public Library of Science</general><general>Public Library of Science (PLoS)</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>ISN</scope><scope>ISR</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope></search><sort><creationdate>20151001</creationdate><title>Conformational Dynamics and Binding Free Energies of Inhibitors of BACE-1: From the Perspective of Protonation Equilibria</title><author>Kim, M Olivia ; Blachly, Patrick G ; McCammon, J Andrew</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c699t-16bc3abb31844ef50e4da975503da9a4fca2d6c3a9803d6672d7e184e2448c183</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>Alzheimer's disease</topic><topic>Alzheimers disease</topic><topic>Amyloid Precursor Protein Secretases - antagonists & inhibitors</topic><topic>Amyloid Precursor Protein Secretases - ultrastructure</topic><topic>Amyloidosis</topic><topic>Analysis</topic><topic>Aspartic Acid Endopeptidases - antagonists & inhibitors</topic><topic>Aspartic Acid Endopeptidases - ultrastructure</topic><topic>Binding Sites</topic><topic>Catalysis</topic><topic>Chemical properties</topic><topic>Energy Transfer</topic><topic>Enzyme Inhibitors - chemistry</topic><topic>Enzymes</topic><topic>Equilibrium</topic><topic>Flexibility</topic><topic>Ligands</topic><topic>Models, Chemical</topic><topic>Molecular Dynamics Simulation</topic><topic>Protein Binding</topic><topic>Protein Conformation</topic><topic>Proteins</topic><topic>Protons</topic><topic>Structure-Activity Relationship</topic><topic>Thermodynamics</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Kim, M Olivia</creatorcontrib><creatorcontrib>Blachly, Patrick G</creatorcontrib><creatorcontrib>McCammon, J Andrew</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Gale In Context: Canada</collection><collection>Science in Context</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>PLoS computational biology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Kim, M Olivia</au><au>Blachly, Patrick G</au><au>McCammon, J Andrew</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Conformational Dynamics and Binding Free Energies of Inhibitors of BACE-1: From the Perspective of Protonation Equilibria</atitle><jtitle>PLoS computational biology</jtitle><addtitle>PLoS Comput Biol</addtitle><date>2015-10-01</date><risdate>2015</risdate><volume>11</volume><issue>10</issue><spage>e1004341</spage><epage>e1004341</epage><pages>e1004341-e1004341</pages><issn>1553-7358</issn><issn>1553-734X</issn><eissn>1553-7358</eissn><notes>ObjectType-Article-1</notes><notes>SourceType-Scholarly Journals-1</notes><notes>ObjectType-Feature-2</notes><notes>content type line 23</notes><notes>Conceived and designed the experiments: MOK PGB JAM. Performed the experiments: MOK. Analyzed the data: MOK. Wrote the paper: MOK PGB.</notes><notes>The authors have declared that no competing interests exist.</notes><abstract>BACE-1 is the β-secretase responsible for the initial amyloidogenesis in Alzheimer's disease, catalyzing hydrolytic cleavage of substrate in a pH-sensitive manner. The catalytic mechanism of BACE-1 requires water-mediated proton transfer from aspartyl dyad to the substrate, as well as structural flexibility in the flap region. Thus, the coupling of protonation and conformational equilibria is essential to a full in silico characterization of BACE-1. In this work, we perform constant pH replica exchange molecular dynamics simulations on both apo BACE-1 and five BACE-1-inhibitor complexes to examine the effect of pH on dynamics and inhibitor binding properties of BACE-1. In our simulations, we find that solution pH controls the conformational flexibility of apo BACE-1, whereas bound inhibitors largely limit the motions of the holo enzyme at all levels of pH. The microscopic pKa values of titratable residues in BACE-1 including its aspartyl dyad are computed and compared between apo and inhibitor-bound states. Changes in protonation between the apo and holo forms suggest a thermodynamic linkage between binding of inhibitors and protons localized at the dyad. Utilizing our recently developed computational protocol applying the binding polynomial formalism to the constant pH molecular dynamics (CpHMD) framework, we are able to obtain the pH-dependent binding free energy profiles for various BACE-1-inhibitor complexes. Our results highlight the importance of correctly addressing the binding-induced protonation changes in protein-ligand systems where binding accompanies a net proton transfer. This work comprises the first application of our CpHMD-based free energy computational method to protein-ligand complexes and illustrates the value of CpHMD as an all-purpose tool for obtaining pH-dependent dynamics and binding free energies of biological systems.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>26506513</pmid><doi>10.1371/journal.pcbi.1004341</doi><oa>free_for_read</oa></addata></record> |
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subjects | Alzheimer's disease Alzheimers disease Amyloid Precursor Protein Secretases - antagonists & inhibitors Amyloid Precursor Protein Secretases - ultrastructure Amyloidosis Analysis Aspartic Acid Endopeptidases - antagonists & inhibitors Aspartic Acid Endopeptidases - ultrastructure Binding Sites Catalysis Chemical properties Energy Transfer Enzyme Inhibitors - chemistry Enzymes Equilibrium Flexibility Ligands Models, Chemical Molecular Dynamics Simulation Protein Binding Protein Conformation Proteins Protons Structure-Activity Relationship Thermodynamics |
title | Conformational Dynamics and Binding Free Energies of Inhibitors of BACE-1: From the Perspective of Protonation Equilibria |
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