Population Pharmacokinetics and Individualized Dosage Prediction of Cyclosporine in Allogeneic Hematopoietic Stem Cell Transplant Patients

Abstract Background Cyclosporine (CsA), a potent immunosuppressive agent used to prevent rejection, is characterized by large individual variability. The purpose of this study was to explore the pharmacokinetic characteristics of CsA and establish a CsA population pharmacokinetic model that could be...

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Veröffentlicht in:The American journal of the medical sciences 2014-12, Vol.348 (6), p.448-454
Hauptverfasser: Xue, Ling, MS, Zhang, Wen-wen, MS, Ding, Xiao-liang, MS, Zhang, Jing-jing, Miao, Li-yan, PhD, Bao, Jian-an, BPharm
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container_end_page 454
container_issue 6
container_start_page 448
container_title The American journal of the medical sciences
container_volume 348
creator Xue, Ling, MS
Zhang, Wen-wen, MS
Ding, Xiao-liang, MS
Zhang, Jing-jing
Miao, Li-yan, PhD
Bao, Jian-an, BPharm
description Abstract Background Cyclosporine (CsA), a potent immunosuppressive agent used to prevent rejection, is characterized by large individual variability. The purpose of this study was to explore the pharmacokinetic characteristics of CsA and establish a CsA population pharmacokinetic model that could be used for personalized therapy in allogeneic hematopoietic stem cell transplant (allo-HSCT) patients. Methods Clinical data were obtained from 117 allo-HSCT patients. The data analysis was performed using NONMEM software. A first-order conditional estimation with interaction (FOCE-I) method within NONMEM was used to estimate the parameters. The covariates, including demographics, hematological indices, biochemical levels, concurrent drugs, and genetic polymorphisms of CYP3A4 , CYP3A5 , and ABCB1 , were evaluated quantitatively. The stability of the final model was validated by a nonparametric bootstrap procedure. Results A total of 1,571 observed concentrations were collected. A 1-compartment model with first-order absorption and elimination adequately described the pharmacokinetics of CsA. The typical values for clearance (CL), volume of distribution (V), and bioavailability were 29.6 L/hr, 605 L, and 0.619, respectively. The interindividual variability of these parameters was 20.4, 66.1, and 30.4%, respectively. The residual error was 31.4% and 23.7 ng/mL. The duration of CsA therapy, hematocrit, antifungal agent administration, triglycerides, and weight were identified as the main covariates that influenced CL, and hematocrit had a significant effect on V. The internal validation showed that the final model was stable and accurate. Conclusions This study established a population pharmacokinetic model of CsA in allo-HSCT patients that could provide the foundation for personalized use of CsA in the clinic.
doi_str_mv 10.1097/MAJ.0000000000000337
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The purpose of this study was to explore the pharmacokinetic characteristics of CsA and establish a CsA population pharmacokinetic model that could be used for personalized therapy in allogeneic hematopoietic stem cell transplant (allo-HSCT) patients. Methods Clinical data were obtained from 117 allo-HSCT patients. The data analysis was performed using NONMEM software. A first-order conditional estimation with interaction (FOCE-I) method within NONMEM was used to estimate the parameters. The covariates, including demographics, hematological indices, biochemical levels, concurrent drugs, and genetic polymorphisms of CYP3A4 , CYP3A5 , and ABCB1 , were evaluated quantitatively. The stability of the final model was validated by a nonparametric bootstrap procedure. Results A total of 1,571 observed concentrations were collected. A 1-compartment model with first-order absorption and elimination adequately described the pharmacokinetics of CsA. The typical values for clearance (CL), volume of distribution (V), and bioavailability were 29.6 L/hr, 605 L, and 0.619, respectively. The interindividual variability of these parameters was 20.4, 66.1, and 30.4%, respectively. The residual error was 31.4% and 23.7 ng/mL. The duration of CsA therapy, hematocrit, antifungal agent administration, triglycerides, and weight were identified as the main covariates that influenced CL, and hematocrit had a significant effect on V. The internal validation showed that the final model was stable and accurate. Conclusions This study established a population pharmacokinetic model of CsA in allo-HSCT patients that could provide the foundation for personalized use of CsA in the clinic.</description><identifier>ISSN: 0002-9629</identifier><identifier>EISSN: 1538-2990</identifier><identifier>DOI: 10.1097/MAJ.0000000000000337</identifier><identifier>PMID: 25247760</identifier><language>eng</language><publisher>United States: Elsevier Inc</publisher><subject>Adult ; Anemia, Aplastic - therapy ; ATP Binding Cassette Transporter, Subfamily B - genetics ; Cohort Studies ; Cyclosporine ; Cyclosporine - pharmacokinetics ; Cytochrome P-450 CYP3A - genetics ; Female ; Graft Rejection - prevention &amp; control ; Hematologic Diseases - therapy ; Hematopoietic stem cell transplant ; Hematopoietic Stem Cell Transplantation - methods ; Humans ; Immunosuppressive Agents - pharmacokinetics ; Internal Medicine ; Leukemia, Myelogenous, Chronic, BCR-ABL Positive - therapy ; Leukemia, Myeloid, Acute - therapy ; Male ; Models, Biological ; Myelodysplastic Syndromes - therapy ; Personalized therapy ; Polymorphism, Genetic ; Population pharmacokinetics ; Precursor Cell Lymphoblastic Leukemia-Lymphoma - therapy ; Transplantation, Homologous</subject><ispartof>The American journal of the medical sciences, 2014-12, Vol.348 (6), p.448-454</ispartof><rights>Southern Society for Clinical Investigation</rights><rights>2014 Southern Society for Clinical Investigation</rights><rights>Copyright © 2014 by the Southern Society for Clinical Investigation.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c6027-de5f335466b139e4a8d3c977ab91c1d5458d0499e0761fc7422a728dab6773bb3</citedby><cites>FETCH-LOGICAL-c6027-de5f335466b139e4a8d3c977ab91c1d5458d0499e0761fc7422a728dab6773bb3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/25247760$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Xue, Ling, MS</creatorcontrib><creatorcontrib>Zhang, Wen-wen, MS</creatorcontrib><creatorcontrib>Ding, Xiao-liang, MS</creatorcontrib><creatorcontrib>Zhang, Jing-jing</creatorcontrib><creatorcontrib>Miao, Li-yan, PhD</creatorcontrib><creatorcontrib>Bao, Jian-an, BPharm</creatorcontrib><title>Population Pharmacokinetics and Individualized Dosage Prediction of Cyclosporine in Allogeneic Hematopoietic Stem Cell Transplant Patients</title><title>The American journal of the medical sciences</title><addtitle>Am J Med Sci</addtitle><description>Abstract Background Cyclosporine (CsA), a potent immunosuppressive agent used to prevent rejection, is characterized by large individual variability. The purpose of this study was to explore the pharmacokinetic characteristics of CsA and establish a CsA population pharmacokinetic model that could be used for personalized therapy in allogeneic hematopoietic stem cell transplant (allo-HSCT) patients. Methods Clinical data were obtained from 117 allo-HSCT patients. The data analysis was performed using NONMEM software. A first-order conditional estimation with interaction (FOCE-I) method within NONMEM was used to estimate the parameters. The covariates, including demographics, hematological indices, biochemical levels, concurrent drugs, and genetic polymorphisms of CYP3A4 , CYP3A5 , and ABCB1 , were evaluated quantitatively. The stability of the final model was validated by a nonparametric bootstrap procedure. Results A total of 1,571 observed concentrations were collected. A 1-compartment model with first-order absorption and elimination adequately described the pharmacokinetics of CsA. The typical values for clearance (CL), volume of distribution (V), and bioavailability were 29.6 L/hr, 605 L, and 0.619, respectively. The interindividual variability of these parameters was 20.4, 66.1, and 30.4%, respectively. The residual error was 31.4% and 23.7 ng/mL. The duration of CsA therapy, hematocrit, antifungal agent administration, triglycerides, and weight were identified as the main covariates that influenced CL, and hematocrit had a significant effect on V. The internal validation showed that the final model was stable and accurate. Conclusions This study established a population pharmacokinetic model of CsA in allo-HSCT patients that could provide the foundation for personalized use of CsA in the clinic.</description><subject>Adult</subject><subject>Anemia, Aplastic - therapy</subject><subject>ATP Binding Cassette Transporter, Subfamily B - genetics</subject><subject>Cohort Studies</subject><subject>Cyclosporine</subject><subject>Cyclosporine - pharmacokinetics</subject><subject>Cytochrome P-450 CYP3A - genetics</subject><subject>Female</subject><subject>Graft Rejection - prevention &amp; control</subject><subject>Hematologic Diseases - therapy</subject><subject>Hematopoietic stem cell transplant</subject><subject>Hematopoietic Stem Cell Transplantation - methods</subject><subject>Humans</subject><subject>Immunosuppressive Agents - pharmacokinetics</subject><subject>Internal Medicine</subject><subject>Leukemia, Myelogenous, Chronic, BCR-ABL Positive - therapy</subject><subject>Leukemia, Myeloid, Acute - therapy</subject><subject>Male</subject><subject>Models, Biological</subject><subject>Myelodysplastic Syndromes - therapy</subject><subject>Personalized therapy</subject><subject>Polymorphism, Genetic</subject><subject>Population pharmacokinetics</subject><subject>Precursor Cell Lymphoblastic Leukemia-Lymphoma - therapy</subject><subject>Transplantation, Homologous</subject><issn>0002-9629</issn><issn>1538-2990</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2014</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqVks1u1DAUhSMEotPCGyDkJZsU_yRxskEaTYEWFTFSy9py7JuOO44dbKfV8Ah9ajxMQYgNwhtL1vnOtc65RfGK4FOCO_728_LTKf7zMMafFAtSs7akXYefFov8SMuuod1RcRzjLcaEtoQ9L45oTSvOG7woHtZ-mq1Mxju03sgwSuW3xkEyKiLpNLpw2twZPUtrvoNGZz7KG0DrANqon5Qf0GqnrI-TDxlExqGltf4GHBiFzmGUyU_e7B3RVYIRrcBadB2ki5OVLqF1ng4uxRfFs0HaCC8f75Pi64f316vz8vLLx4vV8rJUDaa81FAPjNVV0_SEdVDJVjPVcS77jiii66puNa66DjBvyKB4RanktNWybzhnfc9OijcH3yn4bzPEJEYTVf6UdODnKEhDOeZVRVmWVgepCj7GAIOYghll2AmCxb4FkVsQf7eQsdePE-Z-BP0b-hV7FrQHwb23CULc2vkegtiAtGnzL-93BxRyRHcmU1Hl-FTuI4BKQnvzvwbKGmeUtFvYQbz1c3A5fkFEpAKLq_0S7XcoLxYmDcHsB39rvcA</recordid><startdate>201412</startdate><enddate>201412</enddate><creator>Xue, Ling, MS</creator><creator>Zhang, Wen-wen, MS</creator><creator>Ding, Xiao-liang, MS</creator><creator>Zhang, Jing-jing</creator><creator>Miao, Li-yan, PhD</creator><creator>Bao, Jian-an, BPharm</creator><general>Elsevier Inc</general><general>Copyright by the Southern Society for Clinical Investigation</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>7X8</scope></search><sort><creationdate>201412</creationdate><title>Population Pharmacokinetics and Individualized Dosage Prediction of Cyclosporine in Allogeneic Hematopoietic Stem Cell Transplant Patients</title><author>Xue, Ling, MS ; Zhang, Wen-wen, MS ; Ding, Xiao-liang, MS ; Zhang, Jing-jing ; Miao, Li-yan, PhD ; Bao, Jian-an, BPharm</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c6027-de5f335466b139e4a8d3c977ab91c1d5458d0499e0761fc7422a728dab6773bb3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2014</creationdate><topic>Adult</topic><topic>Anemia, Aplastic - therapy</topic><topic>ATP Binding Cassette Transporter, Subfamily B - genetics</topic><topic>Cohort Studies</topic><topic>Cyclosporine</topic><topic>Cyclosporine - pharmacokinetics</topic><topic>Cytochrome P-450 CYP3A - genetics</topic><topic>Female</topic><topic>Graft Rejection - prevention &amp; control</topic><topic>Hematologic Diseases - therapy</topic><topic>Hematopoietic stem cell transplant</topic><topic>Hematopoietic Stem Cell Transplantation - methods</topic><topic>Humans</topic><topic>Immunosuppressive Agents - pharmacokinetics</topic><topic>Internal Medicine</topic><topic>Leukemia, Myelogenous, Chronic, BCR-ABL Positive - therapy</topic><topic>Leukemia, Myeloid, Acute - therapy</topic><topic>Male</topic><topic>Models, Biological</topic><topic>Myelodysplastic Syndromes - therapy</topic><topic>Personalized therapy</topic><topic>Polymorphism, Genetic</topic><topic>Population pharmacokinetics</topic><topic>Precursor Cell Lymphoblastic Leukemia-Lymphoma - therapy</topic><topic>Transplantation, Homologous</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Xue, Ling, MS</creatorcontrib><creatorcontrib>Zhang, Wen-wen, MS</creatorcontrib><creatorcontrib>Ding, Xiao-liang, MS</creatorcontrib><creatorcontrib>Zhang, Jing-jing</creatorcontrib><creatorcontrib>Miao, Li-yan, PhD</creatorcontrib><creatorcontrib>Bao, Jian-an, BPharm</creatorcontrib><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>The American journal of the medical sciences</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Xue, Ling, MS</au><au>Zhang, Wen-wen, MS</au><au>Ding, Xiao-liang, MS</au><au>Zhang, Jing-jing</au><au>Miao, Li-yan, PhD</au><au>Bao, Jian-an, BPharm</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Population Pharmacokinetics and Individualized Dosage Prediction of Cyclosporine in Allogeneic Hematopoietic Stem Cell Transplant Patients</atitle><jtitle>The American journal of the medical sciences</jtitle><addtitle>Am J Med Sci</addtitle><date>2014-12</date><risdate>2014</risdate><volume>348</volume><issue>6</issue><spage>448</spage><epage>454</epage><pages>448-454</pages><issn>0002-9629</issn><eissn>1538-2990</eissn><abstract>Abstract Background Cyclosporine (CsA), a potent immunosuppressive agent used to prevent rejection, is characterized by large individual variability. The purpose of this study was to explore the pharmacokinetic characteristics of CsA and establish a CsA population pharmacokinetic model that could be used for personalized therapy in allogeneic hematopoietic stem cell transplant (allo-HSCT) patients. Methods Clinical data were obtained from 117 allo-HSCT patients. The data analysis was performed using NONMEM software. A first-order conditional estimation with interaction (FOCE-I) method within NONMEM was used to estimate the parameters. The covariates, including demographics, hematological indices, biochemical levels, concurrent drugs, and genetic polymorphisms of CYP3A4 , CYP3A5 , and ABCB1 , were evaluated quantitatively. The stability of the final model was validated by a nonparametric bootstrap procedure. Results A total of 1,571 observed concentrations were collected. A 1-compartment model with first-order absorption and elimination adequately described the pharmacokinetics of CsA. The typical values for clearance (CL), volume of distribution (V), and bioavailability were 29.6 L/hr, 605 L, and 0.619, respectively. The interindividual variability of these parameters was 20.4, 66.1, and 30.4%, respectively. The residual error was 31.4% and 23.7 ng/mL. The duration of CsA therapy, hematocrit, antifungal agent administration, triglycerides, and weight were identified as the main covariates that influenced CL, and hematocrit had a significant effect on V. The internal validation showed that the final model was stable and accurate. Conclusions This study established a population pharmacokinetic model of CsA in allo-HSCT patients that could provide the foundation for personalized use of CsA in the clinic.</abstract><cop>United States</cop><pub>Elsevier Inc</pub><pmid>25247760</pmid><doi>10.1097/MAJ.0000000000000337</doi><tpages>7</tpages></addata></record>
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subjects Adult
Anemia, Aplastic - therapy
ATP Binding Cassette Transporter, Subfamily B - genetics
Cohort Studies
Cyclosporine
Cyclosporine - pharmacokinetics
Cytochrome P-450 CYP3A - genetics
Female
Graft Rejection - prevention & control
Hematologic Diseases - therapy
Hematopoietic stem cell transplant
Hematopoietic Stem Cell Transplantation - methods
Humans
Immunosuppressive Agents - pharmacokinetics
Internal Medicine
Leukemia, Myelogenous, Chronic, BCR-ABL Positive - therapy
Leukemia, Myeloid, Acute - therapy
Male
Models, Biological
Myelodysplastic Syndromes - therapy
Personalized therapy
Polymorphism, Genetic
Population pharmacokinetics
Precursor Cell Lymphoblastic Leukemia-Lymphoma - therapy
Transplantation, Homologous
title Population Pharmacokinetics and Individualized Dosage Prediction of Cyclosporine in Allogeneic Hematopoietic Stem Cell Transplant Patients
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