3D-QSAR study of bis-azaaromatic quaternary ammonium analogs at the blood–brain barrier choline transporter
[Display omitted] Previously, we have developed 3D-QSAR models of the blood–brain barrier (BBB) choline transporter, a transport system that may have utility as a vector for central nervous system drug delivery. In this study, we extended the model by evaluating five bis-azaaromatic quaternary ammon...
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container_title | Bioorganic & medicinal chemistry |
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creator | Geldenhuys, Werner J. Lockman, Paul R. Nguyen, Tiffany H. Van der Schyf, Cornelis J. Crooks, Peter A. Dwoskin, Linda P. Allen, David D. |
description | [Display omitted]
Previously, we have developed 3D-QSAR models of the blood–brain barrier (BBB) choline transporter, a transport system that may have utility as a vector for central nervous system drug delivery. In this study, we extended the model by evaluating five bis-azaaromatic quaternary ammonium compounds for their affinity for the choline binding site on the BBB-choline transporter. The compounds, and their affinities for the transporter, were then incorporated into our existing molecular model, in order to update our knowledge on the molecular recognition factors associated with interaction of ligands at the choline binding site. The current compounds are structurally related to previous substrates that we have evaluated, but offer additional three dimensional aspects compared to the series of compounds previously utilized to define the original models. The compounds showed good affinity for the BBB-choline transporter, exhibiting inhibition constants ranging from 10 to 68
μM, as determined by the in situ rat brain perfusion method. Comparative molecular field analysis (CoMFA) and comparative molecular similarity index analysis (CoMSIA) methods were used to build the new 3D QSAR models. When the new bis-azaaromatic quaternary ammonium compounds were included in the model, the best cross-validated CoMFA
q
2 was found to be 0.536 and the non-cross-validated
r
2 was 0.818. CoMSIA hydrophobic cross-validated
q
2 was 0.506 and the non-cross-validated
r
2 was 0.804. This new model was able to better predict BBB-choline transporter affinity of hemicholinium-3 (predicted 65
μM, actual 54
μM), when compared to an earlier model (predicted 316
μM). |
doi_str_mv | 10.1016/j.bmc.2005.04.020 |
format | Article |
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Previously, we have developed 3D-QSAR models of the blood–brain barrier (BBB) choline transporter, a transport system that may have utility as a vector for central nervous system drug delivery. In this study, we extended the model by evaluating five bis-azaaromatic quaternary ammonium compounds for their affinity for the choline binding site on the BBB-choline transporter. The compounds, and their affinities for the transporter, were then incorporated into our existing molecular model, in order to update our knowledge on the molecular recognition factors associated with interaction of ligands at the choline binding site. The current compounds are structurally related to previous substrates that we have evaluated, but offer additional three dimensional aspects compared to the series of compounds previously utilized to define the original models. The compounds showed good affinity for the BBB-choline transporter, exhibiting inhibition constants ranging from 10 to 68
μM, as determined by the in situ rat brain perfusion method. Comparative molecular field analysis (CoMFA) and comparative molecular similarity index analysis (CoMSIA) methods were used to build the new 3D QSAR models. When the new bis-azaaromatic quaternary ammonium compounds were included in the model, the best cross-validated CoMFA
q
2 was found to be 0.536 and the non-cross-validated
r
2 was 0.818. CoMSIA hydrophobic cross-validated
q
2 was 0.506 and the non-cross-validated
r
2 was 0.804. This new model was able to better predict BBB-choline transporter affinity of hemicholinium-3 (predicted 65
μM, actual 54
μM), when compared to an earlier model (predicted 316
μM).</description><identifier>ISSN: 0968-0896</identifier><identifier>EISSN: 1464-3391</identifier><identifier>DOI: 10.1016/j.bmc.2005.04.020</identifier><identifier>PMID: 15878282</identifier><language>eng</language><publisher>Oxford: Elsevier Ltd</publisher><subject>Animals ; Aza Compounds - chemistry ; Aza Compounds - metabolism ; Binding Sites ; Biological and medical sciences ; Biological Transport ; Blood-Brain Barrier - metabolism ; Blood–brain barrier ; Brain - drug effects ; Brain - metabolism ; Brain drug delivery ; Choline ; Choline - metabolism ; Cholinergic system ; Hemicholinium 3 - metabolism ; Ligands ; Male ; Medical sciences ; Membrane Transport Proteins - metabolism ; Models, Molecular ; Molecular modeling ; Molecular Structure ; Neuropharmacology ; Neurotransmitters. Neurotransmission. Receptors ; Pharmacology. Drug treatments ; Protein Binding ; Quantitative Structure-Activity Relationship ; Quaternary Ammonium Compounds - chemistry ; Quaternary Ammonium Compounds - metabolism ; Rats ; Rats, Inbred F344 ; Transport</subject><ispartof>Bioorganic & medicinal chemistry, 2005-07, Vol.13 (13), p.4253-4261</ispartof><rights>2005 Elsevier Ltd</rights><rights>2005 INIST-CNRS</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c381t-976d97700eb32ea376e0ecfa78af302ac326bcc4f33da136d85c0c8121547f43</citedby><cites>FETCH-LOGICAL-c381t-976d97700eb32ea376e0ecfa78af302ac326bcc4f33da136d85c0c8121547f43</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.bmc.2005.04.020$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,777,781,3537,27905,27906,45976</link.rule.ids><backlink>$$Uhttp://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=16845486$$DView record in Pascal Francis$$Hfree_for_read</backlink><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/15878282$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Geldenhuys, Werner J.</creatorcontrib><creatorcontrib>Lockman, Paul R.</creatorcontrib><creatorcontrib>Nguyen, Tiffany H.</creatorcontrib><creatorcontrib>Van der Schyf, Cornelis J.</creatorcontrib><creatorcontrib>Crooks, Peter A.</creatorcontrib><creatorcontrib>Dwoskin, Linda P.</creatorcontrib><creatorcontrib>Allen, David D.</creatorcontrib><title>3D-QSAR study of bis-azaaromatic quaternary ammonium analogs at the blood–brain barrier choline transporter</title><title>Bioorganic & medicinal chemistry</title><addtitle>Bioorg Med Chem</addtitle><description>[Display omitted]
Previously, we have developed 3D-QSAR models of the blood–brain barrier (BBB) choline transporter, a transport system that may have utility as a vector for central nervous system drug delivery. In this study, we extended the model by evaluating five bis-azaaromatic quaternary ammonium compounds for their affinity for the choline binding site on the BBB-choline transporter. The compounds, and their affinities for the transporter, were then incorporated into our existing molecular model, in order to update our knowledge on the molecular recognition factors associated with interaction of ligands at the choline binding site. The current compounds are structurally related to previous substrates that we have evaluated, but offer additional three dimensional aspects compared to the series of compounds previously utilized to define the original models. The compounds showed good affinity for the BBB-choline transporter, exhibiting inhibition constants ranging from 10 to 68
μM, as determined by the in situ rat brain perfusion method. Comparative molecular field analysis (CoMFA) and comparative molecular similarity index analysis (CoMSIA) methods were used to build the new 3D QSAR models. When the new bis-azaaromatic quaternary ammonium compounds were included in the model, the best cross-validated CoMFA
q
2 was found to be 0.536 and the non-cross-validated
r
2 was 0.818. CoMSIA hydrophobic cross-validated
q
2 was 0.506 and the non-cross-validated
r
2 was 0.804. This new model was able to better predict BBB-choline transporter affinity of hemicholinium-3 (predicted 65
μM, actual 54
μM), when compared to an earlier model (predicted 316
μM).</description><subject>Animals</subject><subject>Aza Compounds - chemistry</subject><subject>Aza Compounds - metabolism</subject><subject>Binding Sites</subject><subject>Biological and medical sciences</subject><subject>Biological Transport</subject><subject>Blood-Brain Barrier - metabolism</subject><subject>Blood–brain barrier</subject><subject>Brain - drug effects</subject><subject>Brain - metabolism</subject><subject>Brain drug delivery</subject><subject>Choline</subject><subject>Choline - metabolism</subject><subject>Cholinergic system</subject><subject>Hemicholinium 3 - metabolism</subject><subject>Ligands</subject><subject>Male</subject><subject>Medical sciences</subject><subject>Membrane Transport Proteins - metabolism</subject><subject>Models, Molecular</subject><subject>Molecular modeling</subject><subject>Molecular Structure</subject><subject>Neuropharmacology</subject><subject>Neurotransmitters. Neurotransmission. Receptors</subject><subject>Pharmacology. Drug treatments</subject><subject>Protein Binding</subject><subject>Quantitative Structure-Activity Relationship</subject><subject>Quaternary Ammonium Compounds - chemistry</subject><subject>Quaternary Ammonium Compounds - metabolism</subject><subject>Rats</subject><subject>Rats, Inbred F344</subject><subject>Transport</subject><issn>0968-0896</issn><issn>1464-3391</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2005</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kM1u1DAUhS1ERaeFB2CDvIFdwvVPHEesqpYCUqUK6N66cRzqURJPbadSWfEOvGGfBFczUnes7uY7R_d8hLxlUDNg6uO27mdbc4CmBlkDhxdkw6SSlRAde0k20Cldge7UMTlJaQsAXHbsFTlmjW4113xDZnFRff959oOmvA4PNIy096nC34gxzJi9pXcrZhcXjA8U5zksfp0pLjiFX4lipvnW0X4KYXj887eP6BfaY4zeRWpvw-QXR3PEJe1CLC2vydGIU3JvDveU3Fx-vjn_Wl1df_l2fnZVWaFZrrpWDV3bArhecIeiVQ6cHbHVOArgaAVXvbVyFGJAJtSgGwtWM84a2Y5SnJIP-9pdDHerS9nMPlk3Tbi4sCajWq2VAigg24M2hpSiG80u-rlMNQzMk2KzNUWxeVJsQJqiuGTeHcrXfnbDc-LgtADvDwAmi9NY5lufnjmlZSO1KtynPeeKiftizCTr3WLd4KOz2QzB_-eNf4bEmy8</recordid><startdate>20050701</startdate><enddate>20050701</enddate><creator>Geldenhuys, Werner J.</creator><creator>Lockman, Paul R.</creator><creator>Nguyen, Tiffany H.</creator><creator>Van der Schyf, Cornelis J.</creator><creator>Crooks, Peter A.</creator><creator>Dwoskin, Linda P.</creator><creator>Allen, David D.</creator><general>Elsevier Ltd</general><general>Elsevier Science</general><scope>IQODW</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>7X8</scope></search><sort><creationdate>20050701</creationdate><title>3D-QSAR study of bis-azaaromatic quaternary ammonium analogs at the blood–brain barrier choline transporter</title><author>Geldenhuys, Werner J. ; Lockman, Paul R. ; Nguyen, Tiffany H. ; Van der Schyf, Cornelis J. ; Crooks, Peter A. ; Dwoskin, Linda P. ; Allen, David D.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c381t-976d97700eb32ea376e0ecfa78af302ac326bcc4f33da136d85c0c8121547f43</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2005</creationdate><topic>Animals</topic><topic>Aza Compounds - chemistry</topic><topic>Aza Compounds - metabolism</topic><topic>Binding Sites</topic><topic>Biological and medical sciences</topic><topic>Biological Transport</topic><topic>Blood-Brain Barrier - metabolism</topic><topic>Blood–brain barrier</topic><topic>Brain - drug effects</topic><topic>Brain - metabolism</topic><topic>Brain drug delivery</topic><topic>Choline</topic><topic>Choline - metabolism</topic><topic>Cholinergic system</topic><topic>Hemicholinium 3 - metabolism</topic><topic>Ligands</topic><topic>Male</topic><topic>Medical sciences</topic><topic>Membrane Transport Proteins - metabolism</topic><topic>Models, Molecular</topic><topic>Molecular modeling</topic><topic>Molecular Structure</topic><topic>Neuropharmacology</topic><topic>Neurotransmitters. Neurotransmission. Receptors</topic><topic>Pharmacology. Drug treatments</topic><topic>Protein Binding</topic><topic>Quantitative Structure-Activity Relationship</topic><topic>Quaternary Ammonium Compounds - chemistry</topic><topic>Quaternary Ammonium Compounds - metabolism</topic><topic>Rats</topic><topic>Rats, Inbred F344</topic><topic>Transport</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Geldenhuys, Werner J.</creatorcontrib><creatorcontrib>Lockman, Paul R.</creatorcontrib><creatorcontrib>Nguyen, Tiffany H.</creatorcontrib><creatorcontrib>Van der Schyf, Cornelis J.</creatorcontrib><creatorcontrib>Crooks, Peter A.</creatorcontrib><creatorcontrib>Dwoskin, Linda P.</creatorcontrib><creatorcontrib>Allen, David D.</creatorcontrib><collection>Pascal-Francis</collection><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>Bioorganic & medicinal chemistry</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Geldenhuys, Werner J.</au><au>Lockman, Paul R.</au><au>Nguyen, Tiffany H.</au><au>Van der Schyf, Cornelis J.</au><au>Crooks, Peter A.</au><au>Dwoskin, Linda P.</au><au>Allen, David D.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>3D-QSAR study of bis-azaaromatic quaternary ammonium analogs at the blood–brain barrier choline transporter</atitle><jtitle>Bioorganic & medicinal chemistry</jtitle><addtitle>Bioorg Med Chem</addtitle><date>2005-07-01</date><risdate>2005</risdate><volume>13</volume><issue>13</issue><spage>4253</spage><epage>4261</epage><pages>4253-4261</pages><issn>0968-0896</issn><eissn>1464-3391</eissn><abstract>[Display omitted]
Previously, we have developed 3D-QSAR models of the blood–brain barrier (BBB) choline transporter, a transport system that may have utility as a vector for central nervous system drug delivery. In this study, we extended the model by evaluating five bis-azaaromatic quaternary ammonium compounds for their affinity for the choline binding site on the BBB-choline transporter. The compounds, and their affinities for the transporter, were then incorporated into our existing molecular model, in order to update our knowledge on the molecular recognition factors associated with interaction of ligands at the choline binding site. The current compounds are structurally related to previous substrates that we have evaluated, but offer additional three dimensional aspects compared to the series of compounds previously utilized to define the original models. The compounds showed good affinity for the BBB-choline transporter, exhibiting inhibition constants ranging from 10 to 68
μM, as determined by the in situ rat brain perfusion method. Comparative molecular field analysis (CoMFA) and comparative molecular similarity index analysis (CoMSIA) methods were used to build the new 3D QSAR models. When the new bis-azaaromatic quaternary ammonium compounds were included in the model, the best cross-validated CoMFA
q
2 was found to be 0.536 and the non-cross-validated
r
2 was 0.818. CoMSIA hydrophobic cross-validated
q
2 was 0.506 and the non-cross-validated
r
2 was 0.804. This new model was able to better predict BBB-choline transporter affinity of hemicholinium-3 (predicted 65
μM, actual 54
μM), when compared to an earlier model (predicted 316
μM).</abstract><cop>Oxford</cop><pub>Elsevier Ltd</pub><pmid>15878282</pmid><doi>10.1016/j.bmc.2005.04.020</doi><tpages>9</tpages></addata></record> |
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source | MEDLINE; Elsevier ScienceDirect Journals |
subjects | Animals Aza Compounds - chemistry Aza Compounds - metabolism Binding Sites Biological and medical sciences Biological Transport Blood-Brain Barrier - metabolism Blood–brain barrier Brain - drug effects Brain - metabolism Brain drug delivery Choline Choline - metabolism Cholinergic system Hemicholinium 3 - metabolism Ligands Male Medical sciences Membrane Transport Proteins - metabolism Models, Molecular Molecular modeling Molecular Structure Neuropharmacology Neurotransmitters. Neurotransmission. Receptors Pharmacology. Drug treatments Protein Binding Quantitative Structure-Activity Relationship Quaternary Ammonium Compounds - chemistry Quaternary Ammonium Compounds - metabolism Rats Rats, Inbred F344 Transport |
title | 3D-QSAR study of bis-azaaromatic quaternary ammonium analogs at the blood–brain barrier choline transporter |
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