Literature DB >> 31209657

Bayesian Population Model of the Pharmacokinetics of Venetoclax in Combination with Rituximab in Patients with Relapsed/Refractory Chronic Lymphocytic Leukemia: Results from the Phase III MURANO Study.

Rong Deng1,2, Leonid Gibiansky3, Tong Lu4, Priya Agarwal4, Hao Ding4, Xiaobin Li4, Smita Kshirsagar4, Dan Lu4, Chunze Li4, Sandhya Girish4, Jue Wang4, Michelle Boyer5, Kathryn Humphrey5, Kevin J Freise6, Ahmed Hamed Salem6, John F Seymour7, Arnon P Kater8, Dale Miles4.   

Abstract

BACKGROUND: Venetoclax is a selective B-cell lymphoma-2 (BCL-2) inhibitor approved for use as monotherapy or with rituximab in patients with chronic lymphocytic leukemia (CLL). The objectives of the current analysis of observed data from adult patients randomized to venetoclax-rituximab in the phase III MURANO study were to characterize venetoclax pharmacokinetics (PKs) using a Bayesian approach, evaluate whether a previously developed population PK model for venetoclax can describe the PKs of venetoclax when administered with rituximab, and to determine post hoc estimates of PK parameters for the exposure-response analysis.
METHODS: Parameter estimates and uncertainty estimated by a population PK model were used as priors. Additional covariate effects (CLL risk status, geographic region, and 17p deletion [del(17p)] status) were added to the model. The updated model was used to describe venetoclax PKs after repeated dosing in combination with rituximab, and to determine post hoc estimates of PK parameters for exposure-response analysis.
RESULTS: The PK analysis included 600 quantifiable venetoclax PK samples from 182 patients in the MURANO study. Model evaluation using standard diagnostic plots, visual predictive checks, and normalized prediction distribution error plots indicated no model deficiencies. There was no significant relationship between venetoclax apparent clearance (CL/F) and bodyweight, age, sex, mild and moderate hepatic and renal impairment, or coadministration of weak cytochrome P450 3A inhibitors. The chromosomal abnormality del(17p) and CLL risk status had no apparent effect on the PKs of venetoclax. A minimal increase in venetoclax CL/F (approximately 7%) was observed after coadministration with rituximab. CL/F was 30% lower in patients from Central and Eastern Europe (n = 60) or Asia (n = 4) compared with other regions (95% confidence interval [CI] 21-39%). Apparent central volume of distribution was 30% lower (95% CI 22-38%) in females (n = 56) compared with males (n = 126). No clinically significant impact of region or sex was observed on key safety and efficacy outcomes.
CONCLUSIONS: The Bayesian model successfully characterized venetoclax PKs over time and confirmed key covariates affecting PKs in the MURANO study. The model was deemed appropriate for further use in simulations and for generating individual patient PK parameters for subsequent exposure-response evaluation.

Entities:  

Year:  2019        PMID: 31209657     DOI: 10.1007/s40262-019-00788-8

Source DB:  PubMed          Journal:  Clin Pharmacokinet        ISSN: 0312-5963            Impact factor:   6.447


  28 in total

1.  Metrics for external model evaluation with an application to the population pharmacokinetics of gliclazide.

Authors:  Karl Brendel; Emmanuelle Comets; Céline Laffont; Christian Laveille; France Mentré
Journal:  Pharm Res       Date:  2006-08-12       Impact factor: 4.200

2.  Use of prior information to stabilize a population data analysis.

Authors:  Per O Gisleskog; Mats O Karlsson; Stuart L Beal
Journal:  J Pharmacokinet Pharmacodyn       Date:  2002-12       Impact factor: 2.745

3.  Impact of Venetoclax Exposure on Clinical Efficacy and Safety in Patients with Relapsed or Refractory Chronic Lymphocytic Leukemia.

Authors:  Kevin J Freise; Aksana K Jones; Doerthe Eckert; Sven Mensing; Shekman L Wong; Rod A Humerickhouse; Walid M Awni; Ahmed Hamed Salem
Journal:  Clin Pharmacokinet       Date:  2017-05       Impact factor: 6.447

4.  Pharmacodynamics and pharmacokinetics of AMG 531, a thrombopoiesis-stimulating peptibody, in healthy Japanese subjects: a randomized, placebo-controlled study.

Authors:  Yuji Kumagai; Tomoe Fujita; Machiko Ozaki; Kunihiko Sahashi; Masayuki Ohkura; Tomoko Ohtsu; Yoshihiro Arai; Yusuke Sonehara; Janet L Nichol
Journal:  J Clin Pharmacol       Date:  2007-10-09       Impact factor: 3.126

5.  ABT-199, a potent and selective BCL-2 inhibitor, achieves antitumor activity while sparing platelets.

Authors:  Andrew J Souers; Joel D Leverson; Erwin R Boghaert; Scott L Ackler; Nathaniel D Catron; Jun Chen; Brian D Dayton; Hong Ding; Sari H Enschede; Wayne J Fairbrother; David C S Huang; Sarah G Hymowitz; Sha Jin; Seong Lin Khaw; Peter J Kovar; Lloyd T Lam; Jackie Lee; Heather L Maecker; Kennan C Marsh; Kylie D Mason; Michael J Mitten; Paul M Nimmer; Anatol Oleksijew; Chang H Park; Cheol-Min Park; Darren C Phillips; Andrew W Roberts; Deepak Sampath; John F Seymour; Morey L Smith; Gerard M Sullivan; Stephen K Tahir; Chris Tse; Michael D Wendt; Yu Xiao; John C Xue; Haichao Zhang; Rod A Humerickhouse; Saul H Rosenberg; Steven W Elmore
Journal:  Nat Med       Date:  2013-01-06       Impact factor: 53.440

6.  Clinical Predictors of Venetoclax Pharmacokinetics in Chronic Lymphocytic Leukemia and Non-Hodgkin's Lymphoma Patients: a Pooled Population Pharmacokinetic Analysis.

Authors:  Aksana K Jones; Kevin J Freise; Suresh K Agarwal; Rod A Humerickhouse; Shekman L Wong; Ahmed Hamed Salem
Journal:  AAPS J       Date:  2016-05-27       Impact factor: 4.009

7.  Venetoclax-Rituximab in Relapsed or Refractory Chronic Lymphocytic Leukemia.

Authors:  John F Seymour; Thomas J Kipps; Barbara Eichhorst; Peter Hillmen; James D'Rozario; Sarit Assouline; Carolyn Owen; John Gerecitano; Tadeusz Robak; Javier De la Serna; Ulrich Jaeger; Guillaume Cartron; Marco Montillo; Rod Humerickhouse; Elizabeth A Punnoose; Yan Li; Michelle Boyer; Kathryn Humphrey; Mehrdad Mobasher; Arnon P Kater
Journal:  N Engl J Med       Date:  2018-03-22       Impact factor: 91.245

8.  Prediction of overall survival for patients with metastatic castration-resistant prostate cancer: development of a prognostic model through a crowdsourced challenge with open clinical trial data.

Authors:  Justin Guinney; Tao Wang; Teemu D Laajala; Kimberly Kanigel Winner; J Christopher Bare; Elias Chaibub Neto; Suleiman A Khan; Gopal Peddinti; Antti Airola; Tapio Pahikkala; Tuomas Mirtti; Thomas Yu; Brian M Bot; Liji Shen; Kald Abdallah; Thea Norman; Stephen Friend; Gustavo Stolovitzky; Howard Soule; Christopher J Sweeney; Charles J Ryan; Howard I Scher; Oliver Sartor; Yang Xie; Tero Aittokallio; Fang Liz Zhou; James C Costello
Journal:  Lancet Oncol       Date:  2016-11-16       Impact factor: 41.316

9.  Evaluating pharmacokinetic/pharmacodynamic models using the posterior predictive check.

Authors:  Y Yano; S L Beal; L B Sheiner
Journal:  J Pharmacokinet Pharmacodyn       Date:  2001-04       Impact factor: 2.745

10.  A gentle introduction to bayesian analysis: applications to developmental research.

Authors:  Rens van de Schoot; David Kaplan; Jaap Denissen; Jens B Asendorpf; Franz J Neyer; Marcel A G van Aken
Journal:  Child Dev       Date:  2013-10-09
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  6 in total

Review 1.  Venetoclax: A Review in Relapsed/Refractory Chronic Lymphocytic Leukemia.

Authors:  Lesley J Scott
Journal:  Target Oncol       Date:  2019-10       Impact factor: 4.493

2.  Efficacy of minimal residual disease driven immune-intervention after allogeneic hematopoietic stem cell transplantation for high-risk chronic lymphocytic leukemia: results of a prospective multicenter trial.

Authors:  Olivier Tournilhac; Magali Le Garff-Tavernier; Stéphanie Nguyen Quoc; Edouard Forcade; Patrice Chevallier; Faezeh Legrand-Izadifar; Gandhi Laurent Damaj; David Michonneau; Cécile Tomowiak; Cécile Borel; Corentin Orvain; Pascal Turlure; Rabah Redjou; Gaëlle Guillerm; Laure Vincent; Celestine Simand; Richard Lemal; Claire Quiney; Patricia Combes; Bruno Pereira; Laure Calvet; Aurélie Cabrespine; Jacques-Olivier Bay; Véronique Leblond; Nathalie Dhédin; French Innovative Leukemia Organization Filo; Société Francophone de Greffe De Moelle Et de Thérapie Cellulaire Sfgm-Tc
Journal:  Haematologica       Date:  2021-07-01       Impact factor: 9.941

3.  Population Pharmacokinetics and Exposure-Response Analyses for Venetoclax in Combination with R-CHOP in Relapsed/Refractory and Previously Untreated Patients with Diffuse Large B Cell Lymphoma.

Authors:  Divya Samineni; Weize Huang; Leonid Gibiansky; Hao Ding; Rong Zhang; Chunze Li; Arijit Sinha; Richa Rajwanshi; Kathryn Humphrey; Alexandra Bazeos; Ahmed Hamed Salem; Dale Miles
Journal:  Adv Ther       Date:  2021-11-25       Impact factor: 3.845

4.  Quantification of Venetoclax for Therapeutic Drug Monitoring in Chinese Acute Myeloid Leukemia Patients by a Validated UPLC-MS/MS Method.

Authors:  Xi Yang; Chen Mei; Xiaoying He; Lingjuan He; Xiaoyang Lu; Hongyan Tong; Yan Lou
Journal:  Molecules       Date:  2022-02-28       Impact factor: 4.411

Review 5.  Prior information for population pharmacokinetic and pharmacokinetic/pharmacodynamic analysis: overview and guidance with a focus on the NONMEM PRIOR subroutine.

Authors:  Anna H-X P Chan Kwong; Elisa A M Calvier; David Fabre; Florence Gattacceca; Sonia Khier
Journal:  J Pharmacokinet Pharmacodyn       Date:  2020-06-13       Impact factor: 2.745

6.  Dynamic Bayesian networks for prediction of health status and treatment effect in patients with chronic lymphocytic leukemia.

Authors:  Piotr Ladyzynski; Maria Molik; Piotr Foltynski
Journal:  Sci Rep       Date:  2022-02-02       Impact factor: 4.379

  6 in total

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