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...
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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 |
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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 & 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 & 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 ; 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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> |
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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 |
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