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Intracellular Metabolomics Identifies Efflux Transporter Inhibitors in a Routine Caco-2 Cell Permeability Assay-Biological Implications
Caco-2 screens are routinely used in laboratories to measure the permeability of compounds and can identify substrates of efflux transporters. In this study, we hypothesized that efflux transporter inhibition of a compound can be predicted by an intracellular metabolic signature in Caco-2 cells in t...
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Published in: | Cells (Basel, Switzerland) Switzerland), 2022-10, Vol.11 (20), p.3286 |
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creator | Naseem, Afia Pal, Akos Gowan, Sharon Asad, Yasmin Donovan, Adam Temesszentandrási-Ambrus, Csilla Kis, Emese Gaborik, Zsuzsanna Bhalay, Gurdip Raynaud, Florence |
description | Caco-2 screens are routinely used in laboratories to measure the permeability of compounds and can identify substrates of efflux transporters. In this study, we hypothesized that efflux transporter inhibition of a compound can be predicted by an intracellular metabolic signature in Caco-2 cells in the assay used to test intestinal permeability. Using selective inhibitors and transporter knock-out (KO) cells and a targeted Liquid Chromatography tandem Mass Spectrometry (LC-MS) method, we identified 11 metabolites increased in cells with depleted P-glycoprotein (Pgp) activity. Four metabolites were altered with Breast Cancer Resistance (BCRP) inhibition and nine metabolites were identified in the Multidrug Drug Resistance Protein 2 (MRP2) signature. A scoring system was created that could discriminate among the three transporters and validated with additional inhibitors. Pgp and MRP2 substrates did not score as inhibitors. In contrast, BCRP substrates and inhibitors showed a similar intracellular metabolomic signature. Network analysis of signature metabolites led us to investigate changes of enzymes in one-carbon metabolism (folate and methionine cycles). Our data shows that methylenetetrahydrofolate reductase (MTHFR) protein levels increased with Pgp inhibition and Thymidylate synthase (TS) protein levels were reduced with Pgp and MRP2 inhibition. In addition, the methionine cycle is also affected by both Pgp and MRP2 inhibition. In summary, we demonstrated that the routine Caco-2 assay has the potential to identify efflux transporter inhibitors in parallel with substrates in the assays currently used in many DMPK laboratories and that inhibition of efflux transporters has biological consequences. |
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In this study, we hypothesized that efflux transporter inhibition of a compound can be predicted by an intracellular metabolic signature in Caco-2 cells in the assay used to test intestinal permeability. Using selective inhibitors and transporter knock-out (KO) cells and a targeted Liquid Chromatography tandem Mass Spectrometry (LC-MS) method, we identified 11 metabolites increased in cells with depleted P-glycoprotein (Pgp) activity. Four metabolites were altered with Breast Cancer Resistance (BCRP) inhibition and nine metabolites were identified in the Multidrug Drug Resistance Protein 2 (MRP2) signature. A scoring system was created that could discriminate among the three transporters and validated with additional inhibitors. Pgp and MRP2 substrates did not score as inhibitors. In contrast, BCRP substrates and inhibitors showed a similar intracellular metabolomic signature. Network analysis of signature metabolites led us to investigate changes of enzymes in one-carbon metabolism (folate and methionine cycles). Our data shows that methylenetetrahydrofolate reductase (MTHFR) protein levels increased with Pgp inhibition and Thymidylate synthase (TS) protein levels were reduced with Pgp and MRP2 inhibition. In addition, the methionine cycle is also affected by both Pgp and MRP2 inhibition. In summary, we demonstrated that the routine Caco-2 assay has the potential to identify efflux transporter inhibitors in parallel with substrates in the assays currently used in many DMPK laboratories and that inhibition of efflux transporters has biological consequences.</description><identifier>ISSN: 2073-4409</identifier><identifier>EISSN: 2073-4409</identifier><identifier>DOI: 10.3390/cells11203286</identifier><identifier>PMID: 36291153</identifier><language>eng</language><publisher>Switzerland: MDPI AG</publisher><subject>ABC transporters ; ATP Binding Cassette Transporter, Subfamily B - metabolism ; ATP Binding Cassette Transporter, Subfamily B, Member 1 - metabolism ; ATP Binding Cassette Transporter, Subfamily G, Member 2 ; Bioavailability ; Biological assay ; Biological transport ; Breast cancer ; breast cancer resistance ; Caco-2 Cells ; Carbon - metabolism ; Cell culture ; Cell lines ; Cell metabolism ; Cell permeability ; Cell research ; Cells ; Chemical inhibitors ; Drug interactions ; Drug resistance ; Experiments ; folate metabolism ; Folic Acid ; Humans ; Identification and classification ; Intracellular ; Laboratories ; Liquid chromatography ; Mass spectroscopy ; Membrane Transport Proteins ; Metabolism ; Metabolites ; Metabolomics ; Methionine ; Methods ; Methylenetetrahydrofolate reductase ; Methylenetetrahydrofolate Reductase (NADPH2) ; MTHFR ; Multidrug Drug Resistance Protein 2 ; Multidrug Resistance-Associated Protein 2 ; Multidrug Resistance-Associated Proteins - metabolism ; Neoplasm Proteins - metabolism ; P-Glycoprotein ; Permeability ; Pharmacokinetics ; Physiological aspects ; protein ; Thymidylate synthase ; Thymidylate Synthase - metabolism</subject><ispartof>Cells (Basel, Switzerland), 2022-10, Vol.11 (20), p.3286</ispartof><rights>COPYRIGHT 2022 MDPI AG</rights><rights>2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>2022 by the authors. 2022</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c548t-d3d5221a7d864e7915c8c4591d836ae4abacbc41b6a59c41a958facf287aae453</citedby><cites>FETCH-LOGICAL-c548t-d3d5221a7d864e7915c8c4591d836ae4abacbc41b6a59c41a958facf287aae453</cites><orcidid>0000-0003-0957-6279 ; 0000-0003-3577-704X ; 0000-0002-1348-8725</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2728455687/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2728455687?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,881,25731,27901,27902,36989,36990,44566,53766,53768,74869</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/36291153$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Naseem, Afia</creatorcontrib><creatorcontrib>Pal, Akos</creatorcontrib><creatorcontrib>Gowan, Sharon</creatorcontrib><creatorcontrib>Asad, Yasmin</creatorcontrib><creatorcontrib>Donovan, Adam</creatorcontrib><creatorcontrib>Temesszentandrási-Ambrus, Csilla</creatorcontrib><creatorcontrib>Kis, Emese</creatorcontrib><creatorcontrib>Gaborik, Zsuzsanna</creatorcontrib><creatorcontrib>Bhalay, Gurdip</creatorcontrib><creatorcontrib>Raynaud, Florence</creatorcontrib><title>Intracellular Metabolomics Identifies Efflux Transporter Inhibitors in a Routine Caco-2 Cell Permeability Assay-Biological Implications</title><title>Cells (Basel, Switzerland)</title><addtitle>Cells</addtitle><description>Caco-2 screens are routinely used in laboratories to measure the permeability of compounds and can identify substrates of efflux transporters. In this study, we hypothesized that efflux transporter inhibition of a compound can be predicted by an intracellular metabolic signature in Caco-2 cells in the assay used to test intestinal permeability. Using selective inhibitors and transporter knock-out (KO) cells and a targeted Liquid Chromatography tandem Mass Spectrometry (LC-MS) method, we identified 11 metabolites increased in cells with depleted P-glycoprotein (Pgp) activity. Four metabolites were altered with Breast Cancer Resistance (BCRP) inhibition and nine metabolites were identified in the Multidrug Drug Resistance Protein 2 (MRP2) signature. A scoring system was created that could discriminate among the three transporters and validated with additional inhibitors. Pgp and MRP2 substrates did not score as inhibitors. In contrast, BCRP substrates and inhibitors showed a similar intracellular metabolomic signature. Network analysis of signature metabolites led us to investigate changes of enzymes in one-carbon metabolism (folate and methionine cycles). Our data shows that methylenetetrahydrofolate reductase (MTHFR) protein levels increased with Pgp inhibition and Thymidylate synthase (TS) protein levels were reduced with Pgp and MRP2 inhibition. In addition, the methionine cycle is also affected by both Pgp and MRP2 inhibition. In summary, we demonstrated that the routine Caco-2 assay has the potential to identify efflux transporter inhibitors in parallel with substrates in the assays currently used in many DMPK laboratories and that inhibition of efflux transporters has biological consequences.</description><subject>ABC transporters</subject><subject>ATP Binding Cassette Transporter, Subfamily B - metabolism</subject><subject>ATP Binding Cassette Transporter, Subfamily B, Member 1 - metabolism</subject><subject>ATP Binding Cassette Transporter, Subfamily G, Member 2</subject><subject>Bioavailability</subject><subject>Biological assay</subject><subject>Biological transport</subject><subject>Breast cancer</subject><subject>breast cancer resistance</subject><subject>Caco-2 Cells</subject><subject>Carbon - metabolism</subject><subject>Cell culture</subject><subject>Cell lines</subject><subject>Cell metabolism</subject><subject>Cell permeability</subject><subject>Cell research</subject><subject>Cells</subject><subject>Chemical inhibitors</subject><subject>Drug interactions</subject><subject>Drug resistance</subject><subject>Experiments</subject><subject>folate metabolism</subject><subject>Folic Acid</subject><subject>Humans</subject><subject>Identification and classification</subject><subject>Intracellular</subject><subject>Laboratories</subject><subject>Liquid chromatography</subject><subject>Mass spectroscopy</subject><subject>Membrane Transport Proteins</subject><subject>Metabolism</subject><subject>Metabolites</subject><subject>Metabolomics</subject><subject>Methionine</subject><subject>Methods</subject><subject>Methylenetetrahydrofolate reductase</subject><subject>Methylenetetrahydrofolate Reductase (NADPH2)</subject><subject>MTHFR</subject><subject>Multidrug Drug Resistance Protein 2</subject><subject>Multidrug Resistance-Associated Protein 2</subject><subject>Multidrug Resistance-Associated Proteins - metabolism</subject><subject>Neoplasm Proteins - metabolism</subject><subject>P-Glycoprotein</subject><subject>Permeability</subject><subject>Pharmacokinetics</subject><subject>Physiological aspects</subject><subject>protein</subject><subject>Thymidylate synthase</subject><subject>Thymidylate Synthase - metabolism</subject><issn>2073-4409</issn><issn>2073-4409</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNptkk1v1DAQhiMEolXpkSuyxIVLij8T54K0rEqJVARC5WxNHGfrlWMvdoLYX8DfrsOW0kXYB49m3nms-SiKlwRfMNbgt9o4lwihmFFZPSlOKa5ZyTlunj6yT4rzlLY4H0kqgsXz4oRVtCFEsNPiV-unCAtndhDRJzNBF1wYrU6o7Y2f7GBNQpfD4Oaf6CaCT7sQJxNR629tZ6cQE7IeAfoa5sl6g9agQ0nROiPRFxNHA511dtqjVUqwL9_bjN9YDQ61485lY7LBpxfFswFcMuf371nx7cPlzfpjef35ql2vrkstuJzKnvWCUgJ1Lytu6oYILTUXDeklq8Bw6EB3mpOuAtHkFxohB9ADlTXksGBnRXvg9gG2ahftCHGvAlj12xHiRkGcrHZGVbmBkhiNqah4h5uOsX6oicm_EM47yKx3B9Zu7kbTa7O00h1BjyPe3qpN-KGaChPSsAx4cw-I4fts0qRGm5ZZgDdhTorWtBGU14Jn6et_pNswR59btagkF6KS9V_VBnIB1g9hGe4CVauaC04w5zKrLv6jyrc3ee7Bm8Fm_1FCeUjQMaQUzfBQI8FqWUR1tIhZ_-pxYx7Uf9aO3QEiEtpR</recordid><startdate>20221001</startdate><enddate>20221001</enddate><creator>Naseem, Afia</creator><creator>Pal, Akos</creator><creator>Gowan, Sharon</creator><creator>Asad, Yasmin</creator><creator>Donovan, Adam</creator><creator>Temesszentandrási-Ambrus, Csilla</creator><creator>Kis, Emese</creator><creator>Gaborik, Zsuzsanna</creator><creator>Bhalay, Gurdip</creator><creator>Raynaud, Florence</creator><general>MDPI AG</general><general>MDPI</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>8FD</scope><scope>8FE</scope><scope>8FH</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FR3</scope><scope>GNUQQ</scope><scope>HCIFZ</scope><scope>LK8</scope><scope>M7P</scope><scope>P64</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>RC3</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0003-0957-6279</orcidid><orcidid>https://orcid.org/0000-0003-3577-704X</orcidid><orcidid>https://orcid.org/0000-0002-1348-8725</orcidid></search><sort><creationdate>20221001</creationdate><title>Intracellular Metabolomics Identifies Efflux Transporter Inhibitors in a Routine Caco-2 Cell Permeability Assay-Biological Implications</title><author>Naseem, Afia ; Pal, Akos ; Gowan, Sharon ; Asad, Yasmin ; Donovan, Adam ; Temesszentandrási-Ambrus, Csilla ; Kis, Emese ; Gaborik, Zsuzsanna ; Bhalay, Gurdip ; Raynaud, Florence</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c548t-d3d5221a7d864e7915c8c4591d836ae4abacbc41b6a59c41a958facf287aae453</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>ABC transporters</topic><topic>ATP Binding Cassette Transporter, Subfamily B - metabolism</topic><topic>ATP Binding Cassette Transporter, Subfamily B, Member 1 - metabolism</topic><topic>ATP Binding Cassette Transporter, Subfamily G, Member 2</topic><topic>Bioavailability</topic><topic>Biological assay</topic><topic>Biological transport</topic><topic>Breast cancer</topic><topic>breast cancer resistance</topic><topic>Caco-2 Cells</topic><topic>Carbon - metabolism</topic><topic>Cell culture</topic><topic>Cell lines</topic><topic>Cell metabolism</topic><topic>Cell permeability</topic><topic>Cell research</topic><topic>Cells</topic><topic>Chemical inhibitors</topic><topic>Drug interactions</topic><topic>Drug resistance</topic><topic>Experiments</topic><topic>folate metabolism</topic><topic>Folic Acid</topic><topic>Humans</topic><topic>Identification and classification</topic><topic>Intracellular</topic><topic>Laboratories</topic><topic>Liquid chromatography</topic><topic>Mass spectroscopy</topic><topic>Membrane Transport Proteins</topic><topic>Metabolism</topic><topic>Metabolites</topic><topic>Metabolomics</topic><topic>Methionine</topic><topic>Methods</topic><topic>Methylenetetrahydrofolate reductase</topic><topic>Methylenetetrahydrofolate Reductase (NADPH2)</topic><topic>MTHFR</topic><topic>Multidrug Drug Resistance Protein 2</topic><topic>Multidrug Resistance-Associated Protein 2</topic><topic>Multidrug Resistance-Associated Proteins - metabolism</topic><topic>Neoplasm Proteins - metabolism</topic><topic>P-Glycoprotein</topic><topic>Permeability</topic><topic>Pharmacokinetics</topic><topic>Physiological aspects</topic><topic>protein</topic><topic>Thymidylate synthase</topic><topic>Thymidylate Synthase - metabolism</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Naseem, Afia</creatorcontrib><creatorcontrib>Pal, Akos</creatorcontrib><creatorcontrib>Gowan, Sharon</creatorcontrib><creatorcontrib>Asad, Yasmin</creatorcontrib><creatorcontrib>Donovan, Adam</creatorcontrib><creatorcontrib>Temesszentandrási-Ambrus, Csilla</creatorcontrib><creatorcontrib>Kis, Emese</creatorcontrib><creatorcontrib>Gaborik, Zsuzsanna</creatorcontrib><creatorcontrib>Bhalay, Gurdip</creatorcontrib><creatorcontrib>Raynaud, Florence</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Technology Research Database</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Natural Science Collection</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central</collection><collection>ProQuest Central Essentials</collection><collection>Biological Science Collection</collection><collection>ProQuest Central</collection><collection>Natural Science Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</collection><collection>Engineering Research Database</collection><collection>ProQuest Central Student</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Biological Science Collection</collection><collection>Biological Science Database</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>Genetics Abstracts</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>Cells (Basel, Switzerland)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Naseem, Afia</au><au>Pal, Akos</au><au>Gowan, Sharon</au><au>Asad, Yasmin</au><au>Donovan, Adam</au><au>Temesszentandrási-Ambrus, Csilla</au><au>Kis, Emese</au><au>Gaborik, Zsuzsanna</au><au>Bhalay, Gurdip</au><au>Raynaud, Florence</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Intracellular Metabolomics Identifies Efflux Transporter Inhibitors in a Routine Caco-2 Cell Permeability Assay-Biological Implications</atitle><jtitle>Cells (Basel, Switzerland)</jtitle><addtitle>Cells</addtitle><date>2022-10-01</date><risdate>2022</risdate><volume>11</volume><issue>20</issue><spage>3286</spage><pages>3286-</pages><issn>2073-4409</issn><eissn>2073-4409</eissn><abstract>Caco-2 screens are routinely used in laboratories to measure the permeability of compounds and can identify substrates of efflux transporters. In this study, we hypothesized that efflux transporter inhibition of a compound can be predicted by an intracellular metabolic signature in Caco-2 cells in the assay used to test intestinal permeability. Using selective inhibitors and transporter knock-out (KO) cells and a targeted Liquid Chromatography tandem Mass Spectrometry (LC-MS) method, we identified 11 metabolites increased in cells with depleted P-glycoprotein (Pgp) activity. Four metabolites were altered with Breast Cancer Resistance (BCRP) inhibition and nine metabolites were identified in the Multidrug Drug Resistance Protein 2 (MRP2) signature. A scoring system was created that could discriminate among the three transporters and validated with additional inhibitors. Pgp and MRP2 substrates did not score as inhibitors. In contrast, BCRP substrates and inhibitors showed a similar intracellular metabolomic signature. Network analysis of signature metabolites led us to investigate changes of enzymes in one-carbon metabolism (folate and methionine cycles). Our data shows that methylenetetrahydrofolate reductase (MTHFR) protein levels increased with Pgp inhibition and Thymidylate synthase (TS) protein levels were reduced with Pgp and MRP2 inhibition. In addition, the methionine cycle is also affected by both Pgp and MRP2 inhibition. 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subjects | ABC transporters ATP Binding Cassette Transporter, Subfamily B - metabolism ATP Binding Cassette Transporter, Subfamily B, Member 1 - metabolism ATP Binding Cassette Transporter, Subfamily G, Member 2 Bioavailability Biological assay Biological transport Breast cancer breast cancer resistance Caco-2 Cells Carbon - metabolism Cell culture Cell lines Cell metabolism Cell permeability Cell research Cells Chemical inhibitors Drug interactions Drug resistance Experiments folate metabolism Folic Acid Humans Identification and classification Intracellular Laboratories Liquid chromatography Mass spectroscopy Membrane Transport Proteins Metabolism Metabolites Metabolomics Methionine Methods Methylenetetrahydrofolate reductase Methylenetetrahydrofolate Reductase (NADPH2) MTHFR Multidrug Drug Resistance Protein 2 Multidrug Resistance-Associated Protein 2 Multidrug Resistance-Associated Proteins - metabolism Neoplasm Proteins - metabolism P-Glycoprotein Permeability Pharmacokinetics Physiological aspects protein Thymidylate synthase Thymidylate Synthase - metabolism |
title | Intracellular Metabolomics Identifies Efflux Transporter Inhibitors in a Routine Caco-2 Cell Permeability Assay-Biological Implications |
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