Nonlinear Mixed‐Effects Model of Z‐Endoxifen Concentrations in Tamoxifen‐Treated Patients from the CEPAM Cohort
Tamoxifen is widely used in patients with hormone receptor‐positive breast cancer. The polymorphic enzyme CYP2D6 is primarily responsible for metabolic activation of tamoxifen, resulting in substantial interindividual variability of plasma concentrations of its most important metabolite, Z‐endoxifen...
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creator | Mc Laughlin, Anna M. Helland, Thomas Klima, Fenja Koolen, Stijn L.W. Schaik, Ron H.N. Mathijssen, Ron H.J. Neven, Patrick Swen, Jesse J. Guchelaar, Henk‐Jan Dalenc, Florence White‐Koning, Melanie Michelet, Robin Mikus, Gerd Schroth, Werner Mürdter, Thomas Brauch, Hiltrud Schwab, Matthias Søiland, Håvard Mellgren, Gunnar Thomas, Fabienne Kloft, Charlotte Hertz, Daniel L. Agema, Bram C. Sanchez‐Spitman, Anabel Almeida, Thais Nardin, Jeanine Casali‐da‐Rocha, José Claudio Moo‐Puc, Rosa Esther Rangel‐Mendez, Jorge Aarón McMillin, Gwendolyn Hennig, Ewa E. Brewczyńska, Elżbieta Venzon Antunes, Marina Haufroid, Vincent Thorén, Linda Madlensky, Lisa Pierce, John Nakaumra, Yusuke Kubo, Michiaki Zembutsu, Hitoshi Bianchi Ximenez, João Paulo Lanchote, Vera Lucia Rae, James M. Hayes, Daniel F Stearns, Vered Skaar, Todd C Desta, Zeruesenay Scott, Stuart A Desnick, Robert J Park, In Hae Woo, Hye In Lee, Soo‐Youn Fernandez‐Santander, Ana Romero‐Lorca, Alicia Villajos, Apolonia Novillo Alonso, María Gaibar Johansson, Harriet Bonanni, Bernardo DeCensi, Andrea Gurney, Howard Balleine, Rosemary Irvin, William J. McLeod, Howard L. Goetz, Matthew P. Reid, Joel M. Suman, Vera J. Areepium, Nutthada Charoenchokthavee, Wanaporn Eccles, Diana Tapper, William Chowbay, Balram Khor, Chiea Chuen Hsuen, Elaine Lim Tfayli, Arafat Zgheib, Nathalie K. Arellano, Cécile |
description | Tamoxifen is widely used in patients with hormone receptor‐positive breast cancer. The polymorphic enzyme CYP2D6 is primarily responsible for metabolic activation of tamoxifen, resulting in substantial interindividual variability of plasma concentrations of its most important metabolite, Z‐endoxifen. The Z‐endoxifen concentration thresholds below which tamoxifen treatment is less efficacious have been proposed but not validated, and prospective trials of individualized tamoxifen treatment to achieve Z‐endoxifen concentration thresholds are considered infeasible. Therefore, we aim to validate the association between Z‐endoxifen concentration and tamoxifen treatment outcomes, and identify a Z‐endoxifen concentration threshold of tamoxifen efficacy, using pharmacometric modeling and simulation. As a first step, the CYP2D6 Endoxifen Percentage Activity Model (CEPAM) cohort was created by pooling data from 28 clinical studies (> 7,000 patients) with measured endoxifen plasma concentrations. After cleaning, data from 6,083 patients were used to develop a nonlinear mixed‐effect (NLME) model for tamoxifen and Z‐endoxifen pharmacokinetics that includes a conversion factor to allow inclusion of studies that measured total endoxifen but not Z‐endoxifen. The final parent‐metabolite NLME model confirmed the primary role of CYP2D6, and contributions from body weight, CYP2C9 phenotype, and co‐medication with CYP2D6 inhibitors, on Z‐endoxifen pharmacokinetics. Future work will use the model to simulate Z‐endoxifen concentrations in patients receiving single agent tamoxifen treatment within large prospective clinical trials with long‐term survival to identify the Z‐endoxifen concentration threshold below which tamoxifen is less efficacious. Identification of this concentration threshold would allow personalized tamoxifen treatment to improve outcomes in patients with hormone receptor‐positive breast cancer. |
doi_str_mv | 10.1002/cpt.3238 |
format | Article |
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The polymorphic enzyme CYP2D6 is primarily responsible for metabolic activation of tamoxifen, resulting in substantial interindividual variability of plasma concentrations of its most important metabolite, Z‐endoxifen. The Z‐endoxifen concentration thresholds below which tamoxifen treatment is less efficacious have been proposed but not validated, and prospective trials of individualized tamoxifen treatment to achieve Z‐endoxifen concentration thresholds are considered infeasible. Therefore, we aim to validate the association between Z‐endoxifen concentration and tamoxifen treatment outcomes, and identify a Z‐endoxifen concentration threshold of tamoxifen efficacy, using pharmacometric modeling and simulation. As a first step, the CYP2D6 Endoxifen Percentage Activity Model (CEPAM) cohort was created by pooling data from 28 clinical studies (> 7,000 patients) with measured endoxifen plasma concentrations. After cleaning, data from 6,083 patients were used to develop a nonlinear mixed‐effect (NLME) model for tamoxifen and Z‐endoxifen pharmacokinetics that includes a conversion factor to allow inclusion of studies that measured total endoxifen but not Z‐endoxifen. The final parent‐metabolite NLME model confirmed the primary role of CYP2D6, and contributions from body weight, CYP2C9 phenotype, and co‐medication with CYP2D6 inhibitors, on Z‐endoxifen pharmacokinetics. Future work will use the model to simulate Z‐endoxifen concentrations in patients receiving single agent tamoxifen treatment within large prospective clinical trials with long‐term survival to identify the Z‐endoxifen concentration threshold below which tamoxifen is less efficacious. Identification of this concentration threshold would allow personalized tamoxifen treatment to improve outcomes in patients with hormone receptor‐positive breast cancer.</description><identifier>ISSN: 0009-9236</identifier><identifier>ISSN: 1532-6535</identifier><identifier>EISSN: 1532-6535</identifier><identifier>DOI: 10.1002/cpt.3238</identifier><identifier>PMID: 38494911</identifier><language>eng</language><publisher>United States: American Society for Clinical Pharmacology and Therapeutics</publisher><subject>Aged ; Antineoplastic Agents, Hormonal ; Antineoplastic Agents, Hormonal - blood ; Antineoplastic Agents, Hormonal - pharmacokinetics ; Antineoplastic Agents, Hormonal - therapeutic use ; Breast Neoplasms ; Breast Neoplasms - drug therapy ; Cancer ; Cohort Studies ; Computer Simulation ; Cytochrome P-450 CYP2D6 ; Cytochrome P-450 CYP2D6 - genetics ; Cytochrome P-450 CYP2D6 - metabolism ; Female ; Humans ; Life Sciences ; Middle Aged ; Models, Biological ; Nonlinear Dynamics ; Pharmaceutical sciences ; Pharmacology ; Tamoxifen ; Tamoxifen - analogs & derivatives ; Tamoxifen - blood ; Tamoxifen - pharmacokinetics ; Tamoxifen - therapeutic use ; Treatment Outcome</subject><ispartof>Clinical pharmacology and therapeutics, 2024-09, Vol.116 (3), p.690-702</ispartof><rights>2024 The Authors. published by Wiley Periodicals LLC on behalf of American Society for Clinical Pharmacology and Therapeutics.</rights><rights>2024 The Authors. 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F</creatorcontrib><creatorcontrib>Stearns, Vered</creatorcontrib><creatorcontrib>Skaar, Todd C</creatorcontrib><creatorcontrib>Desta, Zeruesenay</creatorcontrib><creatorcontrib>Scott, Stuart A</creatorcontrib><creatorcontrib>Desnick, Robert J</creatorcontrib><creatorcontrib>Park, In Hae</creatorcontrib><creatorcontrib>Woo, Hye In</creatorcontrib><creatorcontrib>Lee, Soo‐Youn</creatorcontrib><creatorcontrib>Fernandez‐Santander, Ana</creatorcontrib><creatorcontrib>Romero‐Lorca, Alicia</creatorcontrib><creatorcontrib>Villajos, Apolonia Novillo</creatorcontrib><creatorcontrib>Alonso, María Gaibar</creatorcontrib><creatorcontrib>Johansson, Harriet</creatorcontrib><creatorcontrib>Bonanni, Bernardo</creatorcontrib><creatorcontrib>DeCensi, Andrea</creatorcontrib><creatorcontrib>Gurney, Howard</creatorcontrib><creatorcontrib>Balleine, Rosemary</creatorcontrib><creatorcontrib>Irvin, William J.</creatorcontrib><creatorcontrib>McLeod, Howard L.</creatorcontrib><creatorcontrib>Goetz, Matthew P.</creatorcontrib><creatorcontrib>Reid, Joel M.</creatorcontrib><creatorcontrib>Suman, Vera J.</creatorcontrib><creatorcontrib>Areepium, Nutthada</creatorcontrib><creatorcontrib>Charoenchokthavee, Wanaporn</creatorcontrib><creatorcontrib>Eccles, Diana</creatorcontrib><creatorcontrib>Tapper, William</creatorcontrib><creatorcontrib>Chowbay, Balram</creatorcontrib><creatorcontrib>Khor, Chiea Chuen</creatorcontrib><creatorcontrib>Hsuen, Elaine Lim</creatorcontrib><creatorcontrib>Tfayli, Arafat</creatorcontrib><creatorcontrib>Zgheib, Nathalie K.</creatorcontrib><creatorcontrib>Arellano, Cécile</creatorcontrib><creatorcontrib>CYP2D6 Endoxifen Percentage Activity Model (CEPAM) Consortium</creatorcontrib><creatorcontrib>the CYP2D6 Endoxifen Percentage Activity Model (CEPAM) Consortium</creatorcontrib><title>Nonlinear Mixed‐Effects Model of Z‐Endoxifen Concentrations in Tamoxifen‐Treated Patients from the CEPAM Cohort</title><title>Clinical pharmacology and therapeutics</title><addtitle>Clin Pharmacol Ther</addtitle><description>Tamoxifen is widely used in patients with hormone receptor‐positive breast cancer. The polymorphic enzyme CYP2D6 is primarily responsible for metabolic activation of tamoxifen, resulting in substantial interindividual variability of plasma concentrations of its most important metabolite, Z‐endoxifen. The Z‐endoxifen concentration thresholds below which tamoxifen treatment is less efficacious have been proposed but not validated, and prospective trials of individualized tamoxifen treatment to achieve Z‐endoxifen concentration thresholds are considered infeasible. Therefore, we aim to validate the association between Z‐endoxifen concentration and tamoxifen treatment outcomes, and identify a Z‐endoxifen concentration threshold of tamoxifen efficacy, using pharmacometric modeling and simulation. As a first step, the CYP2D6 Endoxifen Percentage Activity Model (CEPAM) cohort was created by pooling data from 28 clinical studies (> 7,000 patients) with measured endoxifen plasma concentrations. After cleaning, data from 6,083 patients were used to develop a nonlinear mixed‐effect (NLME) model for tamoxifen and Z‐endoxifen pharmacokinetics that includes a conversion factor to allow inclusion of studies that measured total endoxifen but not Z‐endoxifen. The final parent‐metabolite NLME model confirmed the primary role of CYP2D6, and contributions from body weight, CYP2C9 phenotype, and co‐medication with CYP2D6 inhibitors, on Z‐endoxifen pharmacokinetics. Future work will use the model to simulate Z‐endoxifen concentrations in patients receiving single agent tamoxifen treatment within large prospective clinical trials with long‐term survival to identify the Z‐endoxifen concentration threshold below which tamoxifen is less efficacious. Identification of this concentration threshold would allow personalized tamoxifen treatment to improve outcomes in patients with hormone receptor‐positive breast cancer.</description><subject>Aged</subject><subject>Antineoplastic Agents, Hormonal</subject><subject>Antineoplastic Agents, Hormonal - blood</subject><subject>Antineoplastic Agents, Hormonal - pharmacokinetics</subject><subject>Antineoplastic Agents, Hormonal - therapeutic use</subject><subject>Breast Neoplasms</subject><subject>Breast Neoplasms - drug therapy</subject><subject>Cancer</subject><subject>Cohort Studies</subject><subject>Computer Simulation</subject><subject>Cytochrome P-450 CYP2D6</subject><subject>Cytochrome P-450 CYP2D6 - genetics</subject><subject>Cytochrome P-450 CYP2D6 - metabolism</subject><subject>Female</subject><subject>Humans</subject><subject>Life Sciences</subject><subject>Middle Aged</subject><subject>Models, Biological</subject><subject>Nonlinear Dynamics</subject><subject>Pharmaceutical sciences</subject><subject>Pharmacology</subject><subject>Tamoxifen</subject><subject>Tamoxifen - analogs & derivatives</subject><subject>Tamoxifen - blood</subject><subject>Tamoxifen - pharmacokinetics</subject><subject>Tamoxifen - therapeutic use</subject><subject>Treatment 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Mixed‐Effects Model of Z‐Endoxifen Concentrations in Tamoxifen‐Treated Patients from the CEPAM Cohort</title><author>Mc Laughlin, Anna M. ; Helland, Thomas ; Klima, Fenja ; Koolen, Stijn L.W. ; Schaik, Ron H.N. ; Mathijssen, Ron H.J. ; Neven, Patrick ; Swen, Jesse J. ; Guchelaar, Henk‐Jan ; Dalenc, Florence ; White‐Koning, Melanie ; Michelet, Robin ; Mikus, Gerd ; Schroth, Werner ; Mürdter, Thomas ; Brauch, Hiltrud ; Schwab, Matthias ; Søiland, Håvard ; Mellgren, Gunnar ; Thomas, Fabienne ; Kloft, Charlotte ; Hertz, Daniel L. ; Agema, Bram C. ; Sanchez‐Spitman, Anabel ; Almeida, Thais ; Nardin, Jeanine ; Casali‐da‐Rocha, José Claudio ; Moo‐Puc, Rosa Esther ; Rangel‐Mendez, Jorge Aarón ; McMillin, Gwendolyn ; Hennig, Ewa E. ; Brewczyńska, Elżbieta ; Venzon Antunes, Marina ; Haufroid, Vincent ; Thorén, Linda ; Madlensky, Lisa ; Pierce, John ; Nakaumra, Yusuke ; Kubo, Michiaki ; Zembutsu, Hitoshi ; Bianchi Ximenez, João Paulo ; Lanchote, Vera Lucia ; Rae, James M. ; Hayes, Daniel F ; Stearns, Vered ; Skaar, Todd C ; Desta, Zeruesenay ; Scott, Stuart A ; Desnick, Robert J ; Park, In Hae ; Woo, Hye In ; Lee, Soo‐Youn ; Fernandez‐Santander, Ana ; Romero‐Lorca, Alicia ; Villajos, Apolonia Novillo ; Alonso, María Gaibar ; Johansson, Harriet ; Bonanni, Bernardo ; DeCensi, Andrea ; Gurney, Howard ; Balleine, Rosemary ; Irvin, William J. ; McLeod, Howard L. ; Goetz, Matthew P. ; Reid, Joel M. ; Suman, Vera J. ; Areepium, Nutthada ; Charoenchokthavee, Wanaporn ; Eccles, Diana ; Tapper, William ; Chowbay, Balram ; Khor, Chiea Chuen ; Hsuen, Elaine Lim ; Tfayli, Arafat ; Zgheib, Nathalie K. ; Arellano, Cécile</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3508-8fe9f7af19af48a40cabef18a90bf72ab4c5a3b8b1f282973aa6585aaf4302503</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Aged</topic><topic>Antineoplastic Agents, Hormonal</topic><topic>Antineoplastic Agents, Hormonal - blood</topic><topic>Antineoplastic Agents, Hormonal - pharmacokinetics</topic><topic>Antineoplastic Agents, Hormonal - therapeutic use</topic><topic>Breast Neoplasms</topic><topic>Breast Neoplasms - drug therapy</topic><topic>Cancer</topic><topic>Cohort Studies</topic><topic>Computer Simulation</topic><topic>Cytochrome P-450 CYP2D6</topic><topic>Cytochrome P-450 CYP2D6 - genetics</topic><topic>Cytochrome P-450 CYP2D6 - metabolism</topic><topic>Female</topic><topic>Humans</topic><topic>Life Sciences</topic><topic>Middle Aged</topic><topic>Models, Biological</topic><topic>Nonlinear Dynamics</topic><topic>Pharmaceutical sciences</topic><topic>Pharmacology</topic><topic>Tamoxifen</topic><topic>Tamoxifen - analogs & derivatives</topic><topic>Tamoxifen - blood</topic><topic>Tamoxifen - pharmacokinetics</topic><topic>Tamoxifen - therapeutic use</topic><topic>Treatment Outcome</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Mc Laughlin, Anna M.</creatorcontrib><creatorcontrib>Helland, Thomas</creatorcontrib><creatorcontrib>Klima, Fenja</creatorcontrib><creatorcontrib>Koolen, Stijn L.W.</creatorcontrib><creatorcontrib>Schaik, Ron H.N.</creatorcontrib><creatorcontrib>Mathijssen, Ron H.J.</creatorcontrib><creatorcontrib>Neven, Patrick</creatorcontrib><creatorcontrib>Swen, Jesse J.</creatorcontrib><creatorcontrib>Guchelaar, Henk‐Jan</creatorcontrib><creatorcontrib>Dalenc, Florence</creatorcontrib><creatorcontrib>White‐Koning, Melanie</creatorcontrib><creatorcontrib>Michelet, Robin</creatorcontrib><creatorcontrib>Mikus, Gerd</creatorcontrib><creatorcontrib>Schroth, Werner</creatorcontrib><creatorcontrib>Mürdter, Thomas</creatorcontrib><creatorcontrib>Brauch, Hiltrud</creatorcontrib><creatorcontrib>Schwab, Matthias</creatorcontrib><creatorcontrib>Søiland, Håvard</creatorcontrib><creatorcontrib>Mellgren, Gunnar</creatorcontrib><creatorcontrib>Thomas, Fabienne</creatorcontrib><creatorcontrib>Kloft, Charlotte</creatorcontrib><creatorcontrib>Hertz, Daniel L.</creatorcontrib><creatorcontrib>Agema, Bram C.</creatorcontrib><creatorcontrib>Sanchez‐Spitman, Anabel</creatorcontrib><creatorcontrib>Almeida, Thais</creatorcontrib><creatorcontrib>Nardin, Jeanine</creatorcontrib><creatorcontrib>Casali‐da‐Rocha, José Claudio</creatorcontrib><creatorcontrib>Moo‐Puc, Rosa Esther</creatorcontrib><creatorcontrib>Rangel‐Mendez, Jorge Aarón</creatorcontrib><creatorcontrib>McMillin, Gwendolyn</creatorcontrib><creatorcontrib>Hennig, Ewa E.</creatorcontrib><creatorcontrib>Brewczyńska, Elżbieta</creatorcontrib><creatorcontrib>Venzon Antunes, Marina</creatorcontrib><creatorcontrib>Haufroid, Vincent</creatorcontrib><creatorcontrib>Thorén, Linda</creatorcontrib><creatorcontrib>Madlensky, Lisa</creatorcontrib><creatorcontrib>Pierce, John</creatorcontrib><creatorcontrib>Nakaumra, Yusuke</creatorcontrib><creatorcontrib>Kubo, Michiaki</creatorcontrib><creatorcontrib>Zembutsu, Hitoshi</creatorcontrib><creatorcontrib>Bianchi Ximenez, João Paulo</creatorcontrib><creatorcontrib>Lanchote, Vera Lucia</creatorcontrib><creatorcontrib>Rae, James M.</creatorcontrib><creatorcontrib>Hayes, Daniel F</creatorcontrib><creatorcontrib>Stearns, Vered</creatorcontrib><creatorcontrib>Skaar, Todd C</creatorcontrib><creatorcontrib>Desta, Zeruesenay</creatorcontrib><creatorcontrib>Scott, Stuart A</creatorcontrib><creatorcontrib>Desnick, Robert J</creatorcontrib><creatorcontrib>Park, In Hae</creatorcontrib><creatorcontrib>Woo, Hye In</creatorcontrib><creatorcontrib>Lee, Soo‐Youn</creatorcontrib><creatorcontrib>Fernandez‐Santander, Ana</creatorcontrib><creatorcontrib>Romero‐Lorca, Alicia</creatorcontrib><creatorcontrib>Villajos, Apolonia Novillo</creatorcontrib><creatorcontrib>Alonso, María Gaibar</creatorcontrib><creatorcontrib>Johansson, Harriet</creatorcontrib><creatorcontrib>Bonanni, Bernardo</creatorcontrib><creatorcontrib>DeCensi, Andrea</creatorcontrib><creatorcontrib>Gurney, Howard</creatorcontrib><creatorcontrib>Balleine, Rosemary</creatorcontrib><creatorcontrib>Irvin, William J.</creatorcontrib><creatorcontrib>McLeod, Howard L.</creatorcontrib><creatorcontrib>Goetz, Matthew P.</creatorcontrib><creatorcontrib>Reid, Joel M.</creatorcontrib><creatorcontrib>Suman, Vera J.</creatorcontrib><creatorcontrib>Areepium, Nutthada</creatorcontrib><creatorcontrib>Charoenchokthavee, Wanaporn</creatorcontrib><creatorcontrib>Eccles, Diana</creatorcontrib><creatorcontrib>Tapper, William</creatorcontrib><creatorcontrib>Chowbay, Balram</creatorcontrib><creatorcontrib>Khor, Chiea Chuen</creatorcontrib><creatorcontrib>Hsuen, Elaine Lim</creatorcontrib><creatorcontrib>Tfayli, Arafat</creatorcontrib><creatorcontrib>Zgheib, Nathalie K.</creatorcontrib><creatorcontrib>Arellano, Cécile</creatorcontrib><creatorcontrib>CYP2D6 Endoxifen Percentage Activity Model (CEPAM) Consortium</creatorcontrib><creatorcontrib>the CYP2D6 Endoxifen Percentage Activity Model (CEPAM) Consortium</creatorcontrib><collection>Wiley Online Library Open Access</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><collection>Hyper Article en Ligne (HAL)</collection><jtitle>Clinical pharmacology and therapeutics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Mc Laughlin, Anna M.</au><au>Helland, Thomas</au><au>Klima, Fenja</au><au>Koolen, Stijn L.W.</au><au>Schaik, Ron H.N.</au><au>Mathijssen, Ron H.J.</au><au>Neven, Patrick</au><au>Swen, Jesse J.</au><au>Guchelaar, Henk‐Jan</au><au>Dalenc, Florence</au><au>White‐Koning, Melanie</au><au>Michelet, Robin</au><au>Mikus, Gerd</au><au>Schroth, Werner</au><au>Mürdter, Thomas</au><au>Brauch, Hiltrud</au><au>Schwab, Matthias</au><au>Søiland, Håvard</au><au>Mellgren, Gunnar</au><au>Thomas, Fabienne</au><au>Kloft, Charlotte</au><au>Hertz, Daniel L.</au><au>Agema, Bram C.</au><au>Sanchez‐Spitman, Anabel</au><au>Almeida, Thais</au><au>Nardin, Jeanine</au><au>Casali‐da‐Rocha, José Claudio</au><au>Moo‐Puc, Rosa Esther</au><au>Rangel‐Mendez, Jorge Aarón</au><au>McMillin, Gwendolyn</au><au>Hennig, Ewa E.</au><au>Brewczyńska, Elżbieta</au><au>Venzon Antunes, Marina</au><au>Haufroid, Vincent</au><au>Thorén, Linda</au><au>Madlensky, Lisa</au><au>Pierce, John</au><au>Nakaumra, Yusuke</au><au>Kubo, Michiaki</au><au>Zembutsu, Hitoshi</au><au>Bianchi Ximenez, João Paulo</au><au>Lanchote, Vera Lucia</au><au>Rae, James M.</au><au>Hayes, Daniel F</au><au>Stearns, Vered</au><au>Skaar, Todd C</au><au>Desta, Zeruesenay</au><au>Scott, Stuart A</au><au>Desnick, Robert J</au><au>Park, In Hae</au><au>Woo, Hye In</au><au>Lee, Soo‐Youn</au><au>Fernandez‐Santander, Ana</au><au>Romero‐Lorca, Alicia</au><au>Villajos, Apolonia Novillo</au><au>Alonso, María Gaibar</au><au>Johansson, Harriet</au><au>Bonanni, Bernardo</au><au>DeCensi, Andrea</au><au>Gurney, Howard</au><au>Balleine, Rosemary</au><au>Irvin, William J.</au><au>McLeod, Howard L.</au><au>Goetz, Matthew P.</au><au>Reid, Joel M.</au><au>Suman, Vera J.</au><au>Areepium, Nutthada</au><au>Charoenchokthavee, Wanaporn</au><au>Eccles, Diana</au><au>Tapper, William</au><au>Chowbay, Balram</au><au>Khor, Chiea Chuen</au><au>Hsuen, Elaine Lim</au><au>Tfayli, Arafat</au><au>Zgheib, Nathalie K.</au><au>Arellano, Cécile</au><aucorp>CYP2D6 Endoxifen Percentage Activity Model (CEPAM) Consortium</aucorp><aucorp>the CYP2D6 Endoxifen Percentage Activity Model (CEPAM) Consortium</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Nonlinear Mixed‐Effects Model of Z‐Endoxifen Concentrations in Tamoxifen‐Treated Patients from the CEPAM Cohort</atitle><jtitle>Clinical pharmacology and therapeutics</jtitle><addtitle>Clin Pharmacol Ther</addtitle><date>2024-09</date><risdate>2024</risdate><volume>116</volume><issue>3</issue><spage>690</spage><epage>702</epage><pages>690-702</pages><issn>0009-9236</issn><issn>1532-6535</issn><eissn>1532-6535</eissn><abstract>Tamoxifen is widely used in patients with hormone receptor‐positive breast cancer. The polymorphic enzyme CYP2D6 is primarily responsible for metabolic activation of tamoxifen, resulting in substantial interindividual variability of plasma concentrations of its most important metabolite, Z‐endoxifen. The Z‐endoxifen concentration thresholds below which tamoxifen treatment is less efficacious have been proposed but not validated, and prospective trials of individualized tamoxifen treatment to achieve Z‐endoxifen concentration thresholds are considered infeasible. Therefore, we aim to validate the association between Z‐endoxifen concentration and tamoxifen treatment outcomes, and identify a Z‐endoxifen concentration threshold of tamoxifen efficacy, using pharmacometric modeling and simulation. As a first step, the CYP2D6 Endoxifen Percentage Activity Model (CEPAM) cohort was created by pooling data from 28 clinical studies (> 7,000 patients) with measured endoxifen plasma concentrations. After cleaning, data from 6,083 patients were used to develop a nonlinear mixed‐effect (NLME) model for tamoxifen and Z‐endoxifen pharmacokinetics that includes a conversion factor to allow inclusion of studies that measured total endoxifen but not Z‐endoxifen. The final parent‐metabolite NLME model confirmed the primary role of CYP2D6, and contributions from body weight, CYP2C9 phenotype, and co‐medication with CYP2D6 inhibitors, on Z‐endoxifen pharmacokinetics. Future work will use the model to simulate Z‐endoxifen concentrations in patients receiving single agent tamoxifen treatment within large prospective clinical trials with long‐term survival to identify the Z‐endoxifen concentration threshold below which tamoxifen is less efficacious. Identification of this concentration threshold would allow personalized tamoxifen treatment to improve outcomes in patients with hormone receptor‐positive breast cancer.</abstract><cop>United States</cop><pub>American Society for Clinical Pharmacology and Therapeutics</pub><pmid>38494911</pmid><doi>10.1002/cpt.3238</doi><tpages>13</tpages><orcidid>https://orcid.org/0000-0001-5667-5697</orcidid><orcidid>https://orcid.org/0000-0001-7531-2736</orcidid><orcidid>https://orcid.org/0000-0002-9285-2774</orcidid><orcidid>https://orcid.org/0000-0002-3965-5552</orcidid><orcidid>https://orcid.org/0000-0001-5072-5489</orcidid><orcidid>https://orcid.org/0009-0002-8504-9788</orcidid><orcidid>https://orcid.org/0000-0002-5485-607X</orcidid><orcidid>https://orcid.org/0000-0002-9984-075X</orcidid><orcidid>https://orcid.org/0000-0003-0501-1035</orcidid><orcidid>https://orcid.org/0000-0003-1783-133X</orcidid><orcidid>https://orcid.org/0000-0002-7085-1383</orcidid><orcidid>https://orcid.org/0000-0003-1864-2151</orcidid><orcidid>https://orcid.org/0000-0001-9344-8514</orcidid><orcidid>https://orcid.org/0000-0002-8681-9601</orcidid><orcidid>https://orcid.org/0000-0002-0973-7530</orcidid><orcidid>https://orcid.org/0000-0001-9886-412X</orcidid><orcidid>https://orcid.org/0000-0002-5936-1877</orcidid><orcidid>https://orcid.org/0000-0003-1412-4592</orcidid><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | ISSN: 0009-9236 |
ispartof | Clinical pharmacology and therapeutics, 2024-09, Vol.116 (3), p.690-702 |
issn | 0009-9236 1532-6535 1532-6535 |
language | eng |
recordid | cdi_hal_primary_oai_HAL_hal_04821733v1 |
source | MEDLINE; Wiley Online Library Journals Frontfile Complete |
subjects | Aged Antineoplastic Agents, Hormonal Antineoplastic Agents, Hormonal - blood Antineoplastic Agents, Hormonal - pharmacokinetics Antineoplastic Agents, Hormonal - therapeutic use Breast Neoplasms Breast Neoplasms - drug therapy Cancer Cohort Studies Computer Simulation Cytochrome P-450 CYP2D6 Cytochrome P-450 CYP2D6 - genetics Cytochrome P-450 CYP2D6 - metabolism Female Humans Life Sciences Middle Aged Models, Biological Nonlinear Dynamics Pharmaceutical sciences Pharmacology Tamoxifen Tamoxifen - analogs & derivatives Tamoxifen - blood Tamoxifen - pharmacokinetics Tamoxifen - therapeutic use Treatment Outcome |
title | Nonlinear Mixed‐Effects Model of Z‐Endoxifen Concentrations in Tamoxifen‐Treated Patients from the CEPAM Cohort |
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