Multiple Linear Regression Analysis Indicates Association of P-Glycoprotein Substrate or Inhibitor Character with Bitterness Intensity Measured with a Sensor

P-glycoprotein (P-gp) regulates absorption of many drugs in the gastrointestinal tract and their accumulation in tumor tissues, but the basis of substrate recognition by P-gp remains unclear. Bitter-tasting phenylthiocarbamide, which stimulates taste receptor 2 member 38 (T2R38), increases P-gp acti...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Journal of pharmaceutical sciences 2015-09, Vol.104 (9), p.2789-2794
Hauptverfasser: Yano, Kentaro, Mita, Suzune, Morimoto, Kaori, haraguchi, Tamami, arakawa, Hiroshi, Yoshida, Miyako, Yamashita, Fumiyoshi, Uchida, Takahiro, Ogihara, Takuo
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page 2794
container_issue 9
container_start_page 2789
container_title Journal of pharmaceutical sciences
container_volume 104
creator Yano, Kentaro
Mita, Suzune
Morimoto, Kaori
haraguchi, Tamami
arakawa, Hiroshi
Yoshida, Miyako
Yamashita, Fumiyoshi
Uchida, Takahiro
Ogihara, Takuo
description P-glycoprotein (P-gp) regulates absorption of many drugs in the gastrointestinal tract and their accumulation in tumor tissues, but the basis of substrate recognition by P-gp remains unclear. Bitter-tasting phenylthiocarbamide, which stimulates taste receptor 2 member 38 (T2R38), increases P-gp activity and is a substrate of P-gp. This led us to hypothesize that bitterness intensity might be a predictor of P-gp-inhibitor/substrate status. Here, we measured the bitterness intensity of a panel of P-gp substrates and nonsubstrates with various taste sensors, and used multiple linear regression analysis to examine the relationship between P-gp-inhibitor/substrate status and various physical properties, including intensity of bitter taste measured with the taste sensor. We calculated the first principal component analysis score (PC1) as the representative value of bitterness, as all taste sensor’s outputs shared significant correlation. The P-gp substrates showed remarkably greater mean bitterness intensity than non-P-gp substrates. We found that Km value of P-gp substrates were correlated with molecular weight, log P, and PC1 value, and the coefficient of determination (R2) of the linear regression equation was 0.63. This relationship might be useful as an aid to predict P-gp substrate status at an early stage of drug discovery. © 2014 Wiley Periodicals, Inc. and the American Pharmacists Association.
doi_str_mv 10.1002/jps.24232
format Article
fullrecord <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_1709190860</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><els_id>S0022354916300582</els_id><sourcerecordid>3775465071</sourcerecordid><originalsourceid>FETCH-LOGICAL-c4652-91abe9ce11805eabe14a73c779de8d2a888820d0224f6809cf55f7a71d83d48f3</originalsourceid><addsrcrecordid>eNqNkc9uEzEQxi0EoqFw4AWQJS70sK3ttffPMUS0FKWiInC2HHuWONqsU4-Xah-Gd8VtWg4IJHzxyPObb8bzEfKas1POmDjb7vFUSFGKJ2TGlWBFxXj9lMxyThSlku0ReYG4ZYxVTKnn5EgoJVXFxYz8vBr75Pc90KUfwET6Bb5HQPRhoPPB9BN6pJeD89YkQDpHDNabdJcOHb0uLvrJhn0MCfxAV-MaU8wgDTEXbfzapxwtNiYamyDSW5829L1POR5yk8wkGNCniV6BwTGCOyCGrvJ7iC_Js870CK8e7mPy7fzD18XHYvn54nIxXxZWVkoULTdraC1w3jAFOebS1KWt69ZB44Rp8hHM5W3IrmpYazulutrU3DWlk01XHpN3B938k5sRMOmdRwt9bwYII2pes5a3rKnY_6CylLIRVUbf_oFuwxjzUu-pMo8ua5WpkwNlY0CM0Ol99DsTJ82ZvrNXZ3v1vb2ZffOgOK534H6Tj35m4OwA3Poepn8r6U_Xq0fJ8lABeb8_PESN1sNgwfkINmkX_F8G-QXNysJG</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>1703465475</pqid></control><display><type>article</type><title>Multiple Linear Regression Analysis Indicates Association of P-Glycoprotein Substrate or Inhibitor Character with Bitterness Intensity Measured with a Sensor</title><source>MEDLINE</source><source>Wiley Online Library</source><source>Alma/SFX Local Collection</source><creator>Yano, Kentaro ; Mita, Suzune ; Morimoto, Kaori ; haraguchi, Tamami ; arakawa, Hiroshi ; Yoshida, Miyako ; Yamashita, Fumiyoshi ; Uchida, Takahiro ; Ogihara, Takuo</creator><creatorcontrib>Yano, Kentaro ; Mita, Suzune ; Morimoto, Kaori ; haraguchi, Tamami ; arakawa, Hiroshi ; Yoshida, Miyako ; Yamashita, Fumiyoshi ; Uchida, Takahiro ; Ogihara, Takuo</creatorcontrib><description>P-glycoprotein (P-gp) regulates absorption of many drugs in the gastrointestinal tract and their accumulation in tumor tissues, but the basis of substrate recognition by P-gp remains unclear. Bitter-tasting phenylthiocarbamide, which stimulates taste receptor 2 member 38 (T2R38), increases P-gp activity and is a substrate of P-gp. This led us to hypothesize that bitterness intensity might be a predictor of P-gp-inhibitor/substrate status. Here, we measured the bitterness intensity of a panel of P-gp substrates and nonsubstrates with various taste sensors, and used multiple linear regression analysis to examine the relationship between P-gp-inhibitor/substrate status and various physical properties, including intensity of bitter taste measured with the taste sensor. We calculated the first principal component analysis score (PC1) as the representative value of bitterness, as all taste sensor’s outputs shared significant correlation. The P-gp substrates showed remarkably greater mean bitterness intensity than non-P-gp substrates. We found that Km value of P-gp substrates were correlated with molecular weight, log P, and PC1 value, and the coefficient of determination (R2) of the linear regression equation was 0.63. This relationship might be useful as an aid to predict P-gp substrate status at an early stage of drug discovery. © 2014 Wiley Periodicals, Inc. and the American Pharmacists Association.</description><identifier>ISSN: 0022-3549</identifier><identifier>EISSN: 1520-6017</identifier><identifier>DOI: 10.1002/jps.24232</identifier><identifier>PMID: 25545612</identifier><identifier>CODEN: JPMSAE</identifier><language>eng</language><publisher>United States: Elsevier Inc</publisher><subject>absorption ; Algorithms ; ATP-Binding Cassette, Sub-Family B, Member 1 - antagonists &amp; inhibitors ; ATP-Binding Cassette, Sub-Family B, Member 1 - metabolism ; Biosensing Techniques ; bitterness intensity ; Carrier Proteins - metabolism ; Cell Line ; correlation efficient ; Humans ; inhibition ; Linear Models ; Log P ; Molecular Weight ; multiple linear regression analysis ; Multivariate analysis ; P-glycoprotein ; Physicochemical properties ; Principal Component Analysis ; Solubility ; Substrate Specificity ; Taste - drug effects ; Transporters</subject><ispartof>Journal of pharmaceutical sciences, 2015-09, Vol.104 (9), p.2789-2794</ispartof><rights>2015 Wiley Periodicals, Inc. and the American Pharmacists Association</rights><rights>2014 Wiley Periodicals, Inc. and the American Pharmacists Association</rights><rights>2014 Wiley Periodicals, Inc. and the American Pharmacists Association.</rights><rights>Copyright © 2015 Wiley Periodicals, Inc., A Wiley Company</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c4652-91abe9ce11805eabe14a73c779de8d2a888820d0224f6809cf55f7a71d83d48f3</citedby><cites>FETCH-LOGICAL-c4652-91abe9ce11805eabe14a73c779de8d2a888820d0224f6809cf55f7a71d83d48f3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1002%2Fjps.24232$$EPDF$$P50$$Gwiley$$H</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1002%2Fjps.24232$$EHTML$$P50$$Gwiley$$H</linktohtml><link.rule.ids>314,776,780,1411,27901,27902,45550,45551</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/25545612$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Yano, Kentaro</creatorcontrib><creatorcontrib>Mita, Suzune</creatorcontrib><creatorcontrib>Morimoto, Kaori</creatorcontrib><creatorcontrib>haraguchi, Tamami</creatorcontrib><creatorcontrib>arakawa, Hiroshi</creatorcontrib><creatorcontrib>Yoshida, Miyako</creatorcontrib><creatorcontrib>Yamashita, Fumiyoshi</creatorcontrib><creatorcontrib>Uchida, Takahiro</creatorcontrib><creatorcontrib>Ogihara, Takuo</creatorcontrib><title>Multiple Linear Regression Analysis Indicates Association of P-Glycoprotein Substrate or Inhibitor Character with Bitterness Intensity Measured with a Sensor</title><title>Journal of pharmaceutical sciences</title><addtitle>J Pharm Sci</addtitle><description>P-glycoprotein (P-gp) regulates absorption of many drugs in the gastrointestinal tract and their accumulation in tumor tissues, but the basis of substrate recognition by P-gp remains unclear. Bitter-tasting phenylthiocarbamide, which stimulates taste receptor 2 member 38 (T2R38), increases P-gp activity and is a substrate of P-gp. This led us to hypothesize that bitterness intensity might be a predictor of P-gp-inhibitor/substrate status. Here, we measured the bitterness intensity of a panel of P-gp substrates and nonsubstrates with various taste sensors, and used multiple linear regression analysis to examine the relationship between P-gp-inhibitor/substrate status and various physical properties, including intensity of bitter taste measured with the taste sensor. We calculated the first principal component analysis score (PC1) as the representative value of bitterness, as all taste sensor’s outputs shared significant correlation. The P-gp substrates showed remarkably greater mean bitterness intensity than non-P-gp substrates. We found that Km value of P-gp substrates were correlated with molecular weight, log P, and PC1 value, and the coefficient of determination (R2) of the linear regression equation was 0.63. This relationship might be useful as an aid to predict P-gp substrate status at an early stage of drug discovery. © 2014 Wiley Periodicals, Inc. and the American Pharmacists Association.</description><subject>absorption</subject><subject>Algorithms</subject><subject>ATP-Binding Cassette, Sub-Family B, Member 1 - antagonists &amp; inhibitors</subject><subject>ATP-Binding Cassette, Sub-Family B, Member 1 - metabolism</subject><subject>Biosensing Techniques</subject><subject>bitterness intensity</subject><subject>Carrier Proteins - metabolism</subject><subject>Cell Line</subject><subject>correlation efficient</subject><subject>Humans</subject><subject>inhibition</subject><subject>Linear Models</subject><subject>Log P</subject><subject>Molecular Weight</subject><subject>multiple linear regression analysis</subject><subject>Multivariate analysis</subject><subject>P-glycoprotein</subject><subject>Physicochemical properties</subject><subject>Principal Component Analysis</subject><subject>Solubility</subject><subject>Substrate Specificity</subject><subject>Taste - drug effects</subject><subject>Transporters</subject><issn>0022-3549</issn><issn>1520-6017</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqNkc9uEzEQxi0EoqFw4AWQJS70sK3ttffPMUS0FKWiInC2HHuWONqsU4-Xah-Gd8VtWg4IJHzxyPObb8bzEfKas1POmDjb7vFUSFGKJ2TGlWBFxXj9lMxyThSlku0ReYG4ZYxVTKnn5EgoJVXFxYz8vBr75Pc90KUfwET6Bb5HQPRhoPPB9BN6pJeD89YkQDpHDNabdJcOHb0uLvrJhn0MCfxAV-MaU8wgDTEXbfzapxwtNiYamyDSW5829L1POR5yk8wkGNCniV6BwTGCOyCGrvJ7iC_Js870CK8e7mPy7fzD18XHYvn54nIxXxZWVkoULTdraC1w3jAFOebS1KWt69ZB44Rp8hHM5W3IrmpYazulutrU3DWlk01XHpN3B938k5sRMOmdRwt9bwYII2pes5a3rKnY_6CylLIRVUbf_oFuwxjzUu-pMo8ua5WpkwNlY0CM0Ol99DsTJ82ZvrNXZ3v1vb2ZffOgOK534H6Tj35m4OwA3Poepn8r6U_Xq0fJ8lABeb8_PESN1sNgwfkINmkX_F8G-QXNysJG</recordid><startdate>201509</startdate><enddate>201509</enddate><creator>Yano, Kentaro</creator><creator>Mita, Suzune</creator><creator>Morimoto, Kaori</creator><creator>haraguchi, Tamami</creator><creator>arakawa, Hiroshi</creator><creator>Yoshida, Miyako</creator><creator>Yamashita, Fumiyoshi</creator><creator>Uchida, Takahiro</creator><creator>Ogihara, Takuo</creator><general>Elsevier Inc</general><general>Elsevier Limited</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>7QO</scope><scope>7QP</scope><scope>7QR</scope><scope>7TK</scope><scope>7U7</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>P64</scope><scope>RC3</scope><scope>7X8</scope></search><sort><creationdate>201509</creationdate><title>Multiple Linear Regression Analysis Indicates Association of P-Glycoprotein Substrate or Inhibitor Character with Bitterness Intensity Measured with a Sensor</title><author>Yano, Kentaro ; Mita, Suzune ; Morimoto, Kaori ; haraguchi, Tamami ; arakawa, Hiroshi ; Yoshida, Miyako ; Yamashita, Fumiyoshi ; Uchida, Takahiro ; Ogihara, Takuo</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c4652-91abe9ce11805eabe14a73c779de8d2a888820d0224f6809cf55f7a71d83d48f3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>absorption</topic><topic>Algorithms</topic><topic>ATP-Binding Cassette, Sub-Family B, Member 1 - antagonists &amp; inhibitors</topic><topic>ATP-Binding Cassette, Sub-Family B, Member 1 - metabolism</topic><topic>Biosensing Techniques</topic><topic>bitterness intensity</topic><topic>Carrier Proteins - metabolism</topic><topic>Cell Line</topic><topic>correlation efficient</topic><topic>Humans</topic><topic>inhibition</topic><topic>Linear Models</topic><topic>Log P</topic><topic>Molecular Weight</topic><topic>multiple linear regression analysis</topic><topic>Multivariate analysis</topic><topic>P-glycoprotein</topic><topic>Physicochemical properties</topic><topic>Principal Component Analysis</topic><topic>Solubility</topic><topic>Substrate Specificity</topic><topic>Taste - drug effects</topic><topic>Transporters</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Yano, Kentaro</creatorcontrib><creatorcontrib>Mita, Suzune</creatorcontrib><creatorcontrib>Morimoto, Kaori</creatorcontrib><creatorcontrib>haraguchi, Tamami</creatorcontrib><creatorcontrib>arakawa, Hiroshi</creatorcontrib><creatorcontrib>Yoshida, Miyako</creatorcontrib><creatorcontrib>Yamashita, Fumiyoshi</creatorcontrib><creatorcontrib>Uchida, Takahiro</creatorcontrib><creatorcontrib>Ogihara, Takuo</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Biotechnology Research Abstracts</collection><collection>Calcium &amp; Calcified Tissue Abstracts</collection><collection>Chemoreception Abstracts</collection><collection>Neurosciences Abstracts</collection><collection>Toxicology Abstracts</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Genetics Abstracts</collection><collection>MEDLINE - Academic</collection><jtitle>Journal of pharmaceutical sciences</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Yano, Kentaro</au><au>Mita, Suzune</au><au>Morimoto, Kaori</au><au>haraguchi, Tamami</au><au>arakawa, Hiroshi</au><au>Yoshida, Miyako</au><au>Yamashita, Fumiyoshi</au><au>Uchida, Takahiro</au><au>Ogihara, Takuo</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Multiple Linear Regression Analysis Indicates Association of P-Glycoprotein Substrate or Inhibitor Character with Bitterness Intensity Measured with a Sensor</atitle><jtitle>Journal of pharmaceutical sciences</jtitle><addtitle>J Pharm Sci</addtitle><date>2015-09</date><risdate>2015</risdate><volume>104</volume><issue>9</issue><spage>2789</spage><epage>2794</epage><pages>2789-2794</pages><issn>0022-3549</issn><eissn>1520-6017</eissn><coden>JPMSAE</coden><abstract>P-glycoprotein (P-gp) regulates absorption of many drugs in the gastrointestinal tract and their accumulation in tumor tissues, but the basis of substrate recognition by P-gp remains unclear. Bitter-tasting phenylthiocarbamide, which stimulates taste receptor 2 member 38 (T2R38), increases P-gp activity and is a substrate of P-gp. This led us to hypothesize that bitterness intensity might be a predictor of P-gp-inhibitor/substrate status. Here, we measured the bitterness intensity of a panel of P-gp substrates and nonsubstrates with various taste sensors, and used multiple linear regression analysis to examine the relationship between P-gp-inhibitor/substrate status and various physical properties, including intensity of bitter taste measured with the taste sensor. We calculated the first principal component analysis score (PC1) as the representative value of bitterness, as all taste sensor’s outputs shared significant correlation. The P-gp substrates showed remarkably greater mean bitterness intensity than non-P-gp substrates. We found that Km value of P-gp substrates were correlated with molecular weight, log P, and PC1 value, and the coefficient of determination (R2) of the linear regression equation was 0.63. This relationship might be useful as an aid to predict P-gp substrate status at an early stage of drug discovery. © 2014 Wiley Periodicals, Inc. and the American Pharmacists Association.</abstract><cop>United States</cop><pub>Elsevier Inc</pub><pmid>25545612</pmid><doi>10.1002/jps.24232</doi><tpages>6</tpages><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier ISSN: 0022-3549
ispartof Journal of pharmaceutical sciences, 2015-09, Vol.104 (9), p.2789-2794
issn 0022-3549
1520-6017
language eng
recordid cdi_proquest_miscellaneous_1709190860
source MEDLINE; Wiley Online Library; Alma/SFX Local Collection
subjects absorption
Algorithms
ATP-Binding Cassette, Sub-Family B, Member 1 - antagonists & inhibitors
ATP-Binding Cassette, Sub-Family B, Member 1 - metabolism
Biosensing Techniques
bitterness intensity
Carrier Proteins - metabolism
Cell Line
correlation efficient
Humans
inhibition
Linear Models
Log P
Molecular Weight
multiple linear regression analysis
Multivariate analysis
P-glycoprotein
Physicochemical properties
Principal Component Analysis
Solubility
Substrate Specificity
Taste - drug effects
Transporters
title Multiple Linear Regression Analysis Indicates Association of P-Glycoprotein Substrate or Inhibitor Character with Bitterness Intensity Measured with a Sensor
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-11T21%3A08%3A49IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Multiple%20Linear%20Regression%20Analysis%20Indicates%20Association%20of%20P-Glycoprotein%20Substrate%20or%20Inhibitor%20Character%20with%20Bitterness%20Intensity%20Measured%20with%20a%20Sensor&rft.jtitle=Journal%20of%20pharmaceutical%20sciences&rft.au=Yano,%20Kentaro&rft.date=2015-09&rft.volume=104&rft.issue=9&rft.spage=2789&rft.epage=2794&rft.pages=2789-2794&rft.issn=0022-3549&rft.eissn=1520-6017&rft.coden=JPMSAE&rft_id=info:doi/10.1002/jps.24232&rft_dat=%3Cproquest_cross%3E3775465071%3C/proquest_cross%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=1703465475&rft_id=info:pmid/25545612&rft_els_id=S0022354916300582&rfr_iscdi=true