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van Hoogdalem MW, Tanaka R, Johnson TN, Vinks AA, Mizuno T. Development and Verification of a Full Physiologically Based Pharmacokinetic Model for Sublingual Buprenorphine in Healthy Adult Volunteers that Accounts for Nonlinear Bioavailability. Drug Metab Dispos 2024; 52:785-796. [PMID: 38769016 PMCID: PMC11257693 DOI: 10.1124/dmd.124.001643] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2024] [Revised: 05/09/2024] [Accepted: 05/13/2024] [Indexed: 05/22/2024] Open
Abstract
Sublingual buprenorphine is used for opioid use disorder and neonatal opioid withdrawal syndrome. The study aimed to develop a full physiologically based pharmacokinetic (PBPK) model that can adequately describe dose- and formulation-dependent bioavailability of buprenorphine. Simcyp (v21.0) was used for model construction. Four linear regression models (i.e., untransformed or log transformed for dose or proportion sublingually absorbed) were explored to describe sublingual absorption of buprenorphine across dose. Published clinical trial data not used in model development were used for verification. The PBPK model's predictive performance was deemed adequate if the geometric means of ratios between predicted and observed (P/O) area under the curve (AUC), peak concentration (Cmax), and time to reach Cmax (Tmax) fell within the 1.25-fold prediction error range. Sublingual buprenorphine absorption was best described by a regression model with logarithmically transformed dose. By integrating this nonlinear absorption profile, the PBPK model adequately predicted buprenorphine pharmacokinetics (PK) following administration of sublingual tablets and solution across a dose range of 2-32 mg, with geometric mean (95% confidence interval) P/O ratios for AUC and Cmax equaling 0.99 (0.86-1.12) and 1.24 (1.09-1.40), respectively, and median (5th to 95th percentile) for Tmax equaling 1.11 (0.69-1.57). A verified PBPK model was developed that adequately predicts dose- and formulation-dependent buprenorphine PK following sublingual administration. SIGNIFICANCE STATEMENT: The physiologically based pharmacokinetic (PBPK) model developed in this study is the first to adequately predict dose- and formulation-dependent sublingual buprenorphine pharmacokinetics. Accurate prediction was facilitated by the incorporation of a novel nonlinear absorption model. The developed model will serve as the foundation for maternal-fetal PBPK modeling to predict maternal and fetal buprenorphine exposures to optimize buprenorphine treatment for neonatal opioid withdrawal syndrome.
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Affiliation(s)
- Matthijs W van Hoogdalem
- Division of Translational and Clinical Pharmacology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio (M.W.v.H., R.T., A.A.V., T.M.); James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, Ohio (M.W.v.H.); Certara UK Limited, Sheffield, United Kingdom (T.N.J.); and Department of Pediatrics (A.A.V., T.M.) and Center for Addiction Research (A.A.V., T.M.), College of Medicine, University of Cincinnati, Cincinnati, Ohio
| | - Ryota Tanaka
- Division of Translational and Clinical Pharmacology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio (M.W.v.H., R.T., A.A.V., T.M.); James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, Ohio (M.W.v.H.); Certara UK Limited, Sheffield, United Kingdom (T.N.J.); and Department of Pediatrics (A.A.V., T.M.) and Center for Addiction Research (A.A.V., T.M.), College of Medicine, University of Cincinnati, Cincinnati, Ohio
| | - Trevor N Johnson
- Division of Translational and Clinical Pharmacology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio (M.W.v.H., R.T., A.A.V., T.M.); James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, Ohio (M.W.v.H.); Certara UK Limited, Sheffield, United Kingdom (T.N.J.); and Department of Pediatrics (A.A.V., T.M.) and Center for Addiction Research (A.A.V., T.M.), College of Medicine, University of Cincinnati, Cincinnati, Ohio
| | - Alexander A Vinks
- Division of Translational and Clinical Pharmacology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio (M.W.v.H., R.T., A.A.V., T.M.); James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, Ohio (M.W.v.H.); Certara UK Limited, Sheffield, United Kingdom (T.N.J.); and Department of Pediatrics (A.A.V., T.M.) and Center for Addiction Research (A.A.V., T.M.), College of Medicine, University of Cincinnati, Cincinnati, Ohio
| | - Tomoyuki Mizuno
- Division of Translational and Clinical Pharmacology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio (M.W.v.H., R.T., A.A.V., T.M.); James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, Ohio (M.W.v.H.); Certara UK Limited, Sheffield, United Kingdom (T.N.J.); and Department of Pediatrics (A.A.V., T.M.) and Center for Addiction Research (A.A.V., T.M.), College of Medicine, University of Cincinnati, Cincinnati, Ohio
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Burduli E, Winquist A, Smith CL, Brooks O, Chiou M, Balsiger D, Shogan M, McPherson SM, Barbosa-Leiker C, Jones HE. Supporting perinatal individuals with opioid use disorder and their newborns experiencing neonatal abstinence syndrome: impressions from patients and healthcare providers. THE AMERICAN JOURNAL OF DRUG AND ALCOHOL ABUSE 2022; 48:596-605. [PMID: 36166744 PMCID: PMC9645816 DOI: 10.1080/00952990.2022.2122483] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
Background: Facilitating maternal-newborn involvement and care is critical for improving outcomes for perinatal individuals receiving opioid agonist therapy (OAT) and newborns experiencing Neonatal Abstinence Syndrome (NAS). Comprehensive education strategies are needed to prepare pregnant individuals receiving OAT for navigating the perinatal period.Objectives: Identify facilitators to successful care of perinatal individuals receiving OAT and newborns experiencing NAS via interviews with perinatal individuals and healthcare providers. The goal of identifying this information is to inform a future educational tool development.Methods: Ten perinatal individuals receiving OAT and ten healthcare providers participated in interviews conducted via phone or video conference using semi-structured, open-ended questions. Data were analyzed separately for the two groups and later merged across samples using a qualitative descriptive content analysis approach to identify themes.Results: Under the overarching theme of empowerment to improve outcomes for perinatal women, four themes arose from perinatal and provider interviews: 1) Preparation for Child Protective Services (CPS) involvement, 2) Healthcare providers shape experience through stigma and support 3) Caring for newborns with NAS, and 4) Managing health and resources during postpartum.Conclusion: Perinatal participants emphasized the importance of self-advocacy while navigating healthcare and social systems. Providers highlighted the importance of communicating expectations to empower patients. Education is needed for pregnant individuals receiving OAT on what to expect during pregnancy and postpartum, as well as for providers to help them optimally support their perinatal patients receiving OAT.
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Affiliation(s)
- Ekaterina Burduli
- College of Nursing, Washington State University, Spokane, WA, USA,Analytics and PsychoPharmacology Laboratory, Washington State University, Spokane, WA, USA,Program of Excellence in Addictions Research, Washington State University, Spokane, WA, USA
| | - Anna Winquist
- College of Nursing, Washington State University, Spokane, WA, USA
| | - Crystal Lederhos Smith
- Analytics and PsychoPharmacology Laboratory, Washington State University, Spokane, WA, USA,Program of Excellence in Addictions Research, Washington State University, Spokane, WA, USA,Elson S. Floyd College of Medicine, Washington State University, Spokane, WA, USA
| | - Olivia Brooks
- College of Nursing, Washington State University, Spokane, WA, USA,Program of Excellence in Addictions Research, Washington State University, Spokane, WA, USA
| | - Michelle Chiou
- Elson S. Floyd College of Medicine, Washington State University, Spokane, WA, USA
| | - Danica Balsiger
- Elson S. Floyd College of Medicine, Washington State University, Spokane, WA, USA
| | - Maureen Shogan
- College of Nursing, Washington State University, Spokane, WA, USA
| | - Sterling M. McPherson
- Analytics and PsychoPharmacology Laboratory, Washington State University, Spokane, WA, USA,Program of Excellence in Addictions Research, Washington State University, Spokane, WA, USA,Elson S. Floyd College of Medicine, Washington State University, Spokane, WA, USA
| | - Celestina Barbosa-Leiker
- College of Nursing, Washington State University, Spokane, WA, USA,Program of Excellence in Addictions Research, Washington State University, Spokane, WA, USA
| | - Hendrée E Jones
- Department of Obstetrics and Gynecology, UNC Horizons, University of North Carolina, Chapel Hill, NC, USA
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Parrish RH, Ashworth LD, Löbenberg R, Benavides S, Cies JJ, MacArthur RB. Compounded Nonsterile Preparations and FDA-Approved Commercially Available Liquid Products for Children: A North American Update. Pharmaceutics 2022; 14:1032. [PMID: 35631618 PMCID: PMC9144535 DOI: 10.3390/pharmaceutics14051032] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2022] [Revised: 05/06/2022] [Accepted: 05/07/2022] [Indexed: 11/16/2022] Open
Abstract
The purpose of this work was to evaluate the suitability of recent US Food and Drug Administration (US-FDA)-approved and marketed oral liquid, powder, or granule products for children in North America, to identify the next group of Active Pharmaceutical Ingredients (APIs) that have high potential for development as commercially available FDA-approved finished liquid dosage forms, and to propose lists of compounded nonsterile preparations (CNSPs) that should be developed as commercially available FDA-approved finished liquid dosage forms, as well as those that pharmacists should continue to compound extemporaneously. Through this identification and categorization process, the pharmaceutical industry, government, and professionals are encouraged to continue to work together to improve the likelihood that patients will receive high-quality standardized extemporaneously compounded CNSPs and US-FDA-approved products.
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Affiliation(s)
- Richard H. Parrish
- Department of Biomedical Sciences, Mercer University School of Medicine, Columbus, GA 31902, USA
| | - Lisa D. Ashworth
- Department of Pharmacy Services, Children’s Health System of Texas, Dallas, TX 75235, USA;
| | - Raimar Löbenberg
- Faculty of Pharmacy and Pharmaceutical Sciences, University of Alberta, Edmonton, AB T6G 2R3, Canada;
| | - Sandra Benavides
- School of Pharmacy, Philadelphia College of Osteopathic Medicine, Suwanee, GA 30024, USA;
| | - Jeffrey J. Cies
- Department of Pediatrics, Drexel University College of Medicine, Philadelphia, PA 19129, USA;
- Department of Pharmacy Services, St. Christopher’s Hospital for Children/Tower Health, Philadelphia, PA 19134, USA
| | - Robert B. MacArthur
- Department of Pharmacy Services, Rockefeller University Hospital, New York, NY 10065, USA;
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van Hoogdalem MW, Johnson TN, McPhail BT, Kamatkar S, Wexelblatt SL, Ward LP, Christians U, Akinbi HT, Vinks AA, Mizuno T. Physiologically-Based Pharmacokinetic Modeling to Investigate the Effect of Maturation on Buprenorphine Pharmacokinetics in Newborns with Neonatal Opioid Withdrawal Syndrome. Clin Pharmacol Ther 2022; 111:496-508. [PMID: 34679189 PMCID: PMC8748288 DOI: 10.1002/cpt.2458] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Accepted: 10/15/2021] [Indexed: 02/03/2023]
Abstract
Neonatal opioid withdrawal syndrome (NOWS) is a major public health concern whose incidence has paralleled the opioid epidemic in the United States. Sublingual buprenorphine is an emerging treatment for NOWS, but given concerns about long-term adverse effects of perinatal opioid exposure, precision dosing of buprenorphine is needed. Buprenorphine pharmacokinetics (PK) in newborns, however, is highly variable. To evaluate underlying sources of PK variability, a neonatal physiologically-based pharmacokinetic (PBPK) model of sublingual buprenorphine was developed using Simcyp (version 19.1). The PBPK model included metabolism by cytochrome P450 (CYP) 3A4, CYP2C8, UDP-glucuronosyltransferase (UGT) 1A1, UGT1A3, UGT2B7, and UGT2B17, with additional biliary excretion. Maturation of metabolizing enzymes was incorporated, and default CYP2C8 and UGT2B7 ontogeny profiles were updated according to recent literature. A biliary clearance developmental profile was outlined using clinical data from neonates receiving sublingual buprenorphine as NOWS treatment. Extensive PBPK model validation in adults demonstrated good predictability, with geometric mean (95% confidence interval (CI)) predicted/observed ratios (P/O ratios) of area under the curve from zero to infinity (AUC0-∞ ), peak concentration (Cmax ), and time to reach peak concentration (Tmax ) equaling 1.00 (0.74-1.33), 1.04 (0.84-1.29), and 0.95 (0.72-1.26), respectively. In neonates, the geometric mean (95% CI) P/O ratio of whole blood concentrations was 0.75 (95% CI 0.64-0.87). PBPK modeling and simulation demonstrated that variability in biliary clearance, sublingual absorption, and CYP3A4 abundance are likely important drivers of buprenorphine PK variability in neonates. The PBPK model could be used to guide development of improved buprenorphine starting dose regimens for the treatment of NOWS.
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Affiliation(s)
- Matthijs W. van Hoogdalem
- Division of Clinical Pharmacology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
- James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, OH, USA
| | | | - Brooks T. McPhail
- Division of Clinical Pharmacology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
- School of Medicine Greenville, University of South Carolina, Greenville, SC, USA
| | - Suyog Kamatkar
- Perinatal Institute, Division of Neonatology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
- Community Hospital East, Indianapolis, IN, USA
| | - Scott L. Wexelblatt
- Perinatal Institute, Division of Neonatology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
- Center for Addiction Research, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
| | - Laura P. Ward
- Perinatal Institute, Division of Neonatology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
| | - Uwe Christians
- iC42 Clinical Research and Development, University of Colorado, Aurora, CO, USA
| | - Henry T. Akinbi
- Perinatal Institute, Division of Neonatology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
| | - Alexander A. Vinks
- Division of Clinical Pharmacology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
- Center for Addiction Research, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
| | - Tomoyuki Mizuno
- Division of Clinical Pharmacology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
- Center for Addiction Research, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
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van Hoogdalem MW, Wexelblatt SL, Akinbi HT, Vinks AA, Mizuno T. A review of pregnancy-induced changes in opioid pharmacokinetics, placental transfer, and fetal exposure: Towards fetomaternal physiologically-based pharmacokinetic modeling to improve the treatment of neonatal opioid withdrawal syndrome. Pharmacol Ther 2021; 234:108045. [PMID: 34813863 DOI: 10.1016/j.pharmthera.2021.108045] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2021] [Revised: 10/29/2021] [Accepted: 11/15/2021] [Indexed: 02/07/2023]
Abstract
Physiologically-based pharmacokinetic (PBPK) modeling has emerged as a useful tool to study pharmacokinetics (PK) in special populations, such as pregnant women, fetuses, and newborns, where practical hurdles severely limit the study of drug behavior. PK in pregnant women is variable and everchanging, differing greatly from that in their nonpregnant female and male counterparts typically enrolled in clinical trials. PBPK models can accommodate pregnancy-induced physiological and metabolic changes, thereby providing mechanistic insights into maternal drug disposition and fetal exposure. Fueled by the soaring opioid epidemic in the United States, opioid use during pregnancy continues to rise, leading to an increased incidence of neonatal opioid withdrawal syndrome (NOWS). The severity of NOWS is influenced by a complex interplay of extrinsic and intrinsic factors, and varies substantially between newborns, but the extent of prenatal opioid exposure is likely the primary driver. Fetomaternal PBPK modeling is an attractive approach to predict in utero opioid exposure. To facilitate the development of fetomaternal PBPK models of opioids, this review provides a detailed overview of pregnancy-induced changes affecting the PK of commonly used opioids during gestation. Moreover, the placental transfer of these opioids is described, along with their disposition in the fetus. Lastly, the implementation of these factors into PBPK models is discussed. Fetomaternal PBPK modeling of opioids is expected to provide improved insights in fetal opioid exposure, which allows for prediction of postnatal NOWS severity, thereby opening the way for precision postnatal treatment of these vulnerable infants.
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Affiliation(s)
- Matthijs W van Hoogdalem
- Division of Clinical Pharmacology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA; James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, OH, USA
| | - Scott L Wexelblatt
- Perinatal Institute, Division of Neonatology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA; Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH, USA; Center for Addiction Research, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
| | - Henry T Akinbi
- Perinatal Institute, Division of Neonatology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA; Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
| | - Alexander A Vinks
- Division of Clinical Pharmacology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA; Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH, USA; Center for Addiction Research, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
| | - Tomoyuki Mizuno
- Division of Clinical Pharmacology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA; Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH, USA; Center for Addiction Research, College of Medicine, University of Cincinnati, Cincinnati, OH, USA.
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Kushnir A, Garretson C, Mariappan M, Stahl G. Use of Phenobarbital to Treat Neonatal Abstinence Syndrome From Exposure to Single vs. Multiple Substances. Front Pediatr 2021; 9:752854. [PMID: 35174112 PMCID: PMC8841756 DOI: 10.3389/fped.2021.752854] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Accepted: 12/21/2021] [Indexed: 11/17/2022] Open
Abstract
Drug use in pregnancy is a major public health issue. Intrauterine exposure to opioids alone or in addition to other substances may lead to neonatal abstinence syndrome (NAS). Little consensus exists on optimal therapy, especially for those exposed to multiple drugs. We aim to determine whether the use of opioids alone vs. in combination with phenobarbital will affect short-term neonatal outcomes. This retrospective review of infants admitted to the neonatal intensive care unit (NICU) included newborns ≥35 weeks of gestation exposed to opioids, or multiple substances including opioids, in utero. Treatment with opioids alone, and addition of phenobarbital as initial therapy vs. rescue, was evaluated. Out of 182 newborns, 54 (30%) were exposed to methadone alone vs. 128 (70%) to multiple drugs. Length of stay (LOS) in the hospital was not significantly affected (p = 0.684) by single vs. multiple drug exposure in utero. Treatment of NAS with opioid alone resulted in significantly shorter LOS (27 days), as compared to those treated with opioid and phenobarbital (45 days, p < 0.001). LOS was further prolonged in those treated with phenobarbital as a "rescue" medication in addition to an opioid (49 days, p < 0.0001). There was a significant increase in LOS and duration of opioid treatment for all infants treated with phenobarbital, both in those exposed to opioids alone, and to multiple substances in utero.
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Affiliation(s)
- Alla Kushnir
- Division of Neonatology, Department of Pediatric, Cooper University Hospital, Camden, NJ, United States.,Department of Pediatric, Cooper University Hospital, Cooper Medical School of Rowan University, Camden, NJ, United States
| | - Cynthia Garretson
- Ambulatory Clinical Practice, Cooper University Hospital, Cherry Hill, NJ, United States
| | - Maheswari Mariappan
- Division of Neonatology, Department of Pediatric, Cooper University Hospital, Camden, NJ, United States
| | - Gary Stahl
- Department of Pediatric, Cooper University Hospital, Cooper Medical School of Rowan University, Camden, NJ, United States
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