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Chan P, Liu SN, Gosselin N, Sauve Z, Marchand M, Lin A, Herraez‐Baranda L, Zanghi J, Shearer‐Kang E, Liu X, Wu B, Chanu P. Population Pharmacokinetics and Exposure-Response of Subcutaneous Atezolizumab in Patients With Non-Small Cell Lung Cancer. CPT Pharmacometrics Syst Pharmacol 2025; 14:726-737. [PMID: 39906948 PMCID: PMC12001254 DOI: 10.1002/psp4.13310] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2024] [Revised: 01/07/2025] [Accepted: 01/13/2025] [Indexed: 02/06/2025] Open
Abstract
IMscin001 is a two-part dose-finding (Phase Ib) and -confirmation (Phase III) study to evaluate atezolizumab pharmacokinetics of subcutaneous (SC) compared with intravenous (IV) administration in patients with locally advanced or metastatic non-small cell lung cancer (NSCLC). The objectives of the current analyses were to characterize the population pharmacokinetics (popPK) of atezolizumab and to determine the relationship between atezolizumab exposure and safety and efficacy endpoints in IMscin001. A previously validated IV popPK model was extended to add SC absorption parameters using SC and IV data from Phase Ib and Phase III of IMscin001 (N = 435), and covariate effects were investigated on the SC absorption parameters. The exposure-response (ER) investigation was performed using SC data following 1875 mg every three weeks (q3w) administration in the Phase III portion of IMscin001 (N = 246). The clinical endpoints were objective response rate, progression-free survival, or overall survival for efficacy, serious adverse events, special interest adverse events, Grades 3-5 adverse events, infusion-related reaction, or injection site reactions for safety. Atezolizumab SC absorption was characterized by a first-order absorption with a bioavailability of 71.8% and an absorption rate constant of 0.304 day-1. The extended popPK model was adequate to predict atezolizumab PK after IV and SC administrations and to predict individual exposure metrics. For all efficacy and safety endpoints, atezolizumab exposure was not statistically significant (p-value > 0.05) in the ER models. The non-inferior popPK exposure and flat ER results supported atezolizumab SC dose at 1875 mg q3w.
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MESH Headings
- Humans
- Carcinoma, Non-Small-Cell Lung/drug therapy
- Antibodies, Monoclonal, Humanized/pharmacokinetics
- Antibodies, Monoclonal, Humanized/administration & dosage
- Antibodies, Monoclonal, Humanized/adverse effects
- Lung Neoplasms/drug therapy
- Male
- Female
- Injections, Subcutaneous
- Middle Aged
- Aged
- Antineoplastic Agents/pharmacokinetics
- Antineoplastic Agents/administration & dosage
- Antineoplastic Agents/adverse effects
- Dose-Response Relationship, Drug
- Models, Biological
- Adult
- Administration, Intravenous
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Vora B, Jindal A, Velasquez E, Lu J, Wu B. Integrating real-world data and machine learning: A framework to assess covariate importance in real-world use of alternative intravenous dosing regimens for atezolizumab. Clin Transl Sci 2024; 17:e70077. [PMID: 39558509 PMCID: PMC11573720 DOI: 10.1111/cts.70077] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Revised: 10/08/2024] [Accepted: 11/04/2024] [Indexed: 11/20/2024] Open
Abstract
The increase in the availability of real-world data (RWD), in combination with advances in machine learning (ML) methods, provides a unique opportunity for the integration of the two to explore complex clinical pharmacology questions. Here we present a recently developed RWD/ML framework that utilizes ML algorithms to understand the influence and importance of various covariates on the use of a given dose and schedule for drugs that have multiple approved dosing regimens. To demonstrate the application of this framework, we present atezolizumab as a use case on account of its three approved alternative intravenous (IV) dosing regimens. As expected, the real-world use of atezolizumab has generally been increasing since 2016 for the 1200 mg every 3 weeks regimen and since 2019 for the 1680 mg every 4 weeks regimen. Out of the ML algorithms evaluated, XGBoost performed the best, as measured by the area under the precision-recall curve, with an emphasis on the under-sampled class given the imbalance in the data. The importance of features was measured by Shapley Additive exPlanations (SHAP) values and showed metastatic breast cancer and use of protein-bound paclitaxel as the most correlated with the use of 840 mg every 2 weeks. Although patient usage data for alternative IV dosing regimens are still maturing, these analyses provide initial insights on the use of atezolizumab and set up a framework for the re-analysis of atezolizumab (at a future data cut) as well as application to other molecules with approved alternative dosing regimens.
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Affiliation(s)
- Bianca Vora
- Clinical Pharmacology, Genentech, Inc., South San Francisco, California, USA
| | - Ashutosh Jindal
- Clinical Pharmacology, Genentech, Inc., South San Francisco, California, USA
| | - Erick Velasquez
- Clinical Pharmacology, Genentech, Inc., South San Francisco, California, USA
| | - James Lu
- Clinical Pharmacology, Genentech, Inc., South San Francisco, California, USA
| | - Benjamin Wu
- Clinical Pharmacology, Genentech, Inc., South San Francisco, California, USA
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Milenković-Grišić AM, Hayes S, Farrell C, Kuroki Y, Bertolino M, Venkatakrishnan K, Girard P. Model-informed Evidence for Clinical Non-inferiority of Every-2-Weeks Versus Standard Weekly Dosing Schedule of Cetuximab in Metastatic Colorectal Cancer. Clin Pharmacol Ther 2024; 116:1071-1081. [PMID: 39132970 DOI: 10.1002/cpt.3345] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2023] [Accepted: 05/30/2024] [Indexed: 08/13/2024]
Abstract
Cetuximab was initially developed and approved as a first-line treatment in patients with unresectable metastatic colorectal cancer (mCRC) for weekly administration (250 mg/m2 Q1W with 400 mg/m2 loading dose). An every-2-weeks schedule (500 mg/m2 Q2W) was approved recently by several health authorities. Being synchronized with chemotherapy, Q2W administration should improve patients' convenience and healthcare resource utilization. Herein, we present evidence of non-inferiority of Q2W cetuximab, compared with Q1W dosing using pharmacometrics modeling and clinical trial simulation (CTS). Pooled data from five phase I-III clinical trials in 852 patients with KRAS wild-type mCRC treated with Q1W or Q2W cetuximab were modeled using a population exposure-tumor size (TS) model linked to overall survival (OS); exposure was derived from a previously established population pharmacokinetic model. A semi-mechanistic TS model adapted from the Claret model incorporated killing rate proportional to cetuximab area under the concentration-time curve over 2 weeks (AUC) with Eastern Cooperative Oncology Group (ECOG) status as covariate on baseline TS. The OS was modeled with Weibull hazard using ECOG, baseline TS, primary tumor location, and predicted percent change in TS at 8 weeks as covariates. Model-based simulations revealed indistinguishable early tumor shrinkage and survival between Q2W vs. Q1W cetuximab. CTS evaluated OS non-inferiority (predefined margin of 1.25) in 1,000 trials, each with 2,000 virtual patients receiving Q2W or Q1W cetuximab (1:1), and demonstrated non-inferiority in 94% of cases. Taken together, these analyses provide model-based evidence for clinical non-inferiority of Q2W vs. Q1W cetuximab in mCRC with potential benefits to patients and healthcare providers.
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Affiliation(s)
| | | | | | - Yoshihiro Kuroki
- Merck Biopharma Co. Ltd. (an affiliate of Merck KGaA, Darmstadt, Germany), Tokyo, Japan
| | | | | | - Pascal Girard
- Merck Institute of Pharmacometrics, Ares Trading S.A. (an affiliate of Merck KGaA, Darmstadt, Germany), Lausanne, Switzerland
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Burotto M, Zvirbule Z, Mochalova A, Runglodvatana Y, Herraez-Baranda L, Liu SN, Chan P, Shearer-Kang E, Liu X, Tosti N, Zanghi JA, Leutgeb B, Felip E. IMscin001 Part 2: a randomised phase III, open-label, multicentre study examining the pharmacokinetics, efficacy, immunogenicity, and safety of atezolizumab subcutaneous versus intravenous administration in previously treated locally advanced or metastatic non-small-cell lung cancer and pharmacokinetics comparison with other approved indications. Ann Oncol 2023; 34:693-702. [PMID: 37268157 DOI: 10.1016/j.annonc.2023.05.009] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Revised: 04/19/2023] [Accepted: 05/22/2023] [Indexed: 06/04/2023] Open
Abstract
BACKGROUND Atezolizumab intravenous (IV) is approved for the treatment of various solid tumours. To improve treatment convenience and health care efficiencies, a coformulation of atezolizumab and recombinant human hyaluronidase PH20 was developed for subcutaneous (SC) use. Part 2 of IMscin001 (NCT03735121) was a randomised phase III, open-label, multicentre, noninferiority study comparing the drug exposure of atezolizumab SC with atezolizumab IV. PATIENTS AND METHODS Eligible patients with locally advanced/metastatic non-small-cell lung cancer were randomised 2 : 1 to receive atezolizumab SC (1875 mg; n = 247) or IV (1200 mg; n = 124) every 3 weeks. The co-primary endpoints were cycle 1 observed trough serum concentration (Ctrough) and model-predicted area under the curve from days 0 to 21 (AUC0-21 d). The secondary endpoints were steady-state exposure, efficacy, safety, and immunogenicity. Exposure following atezolizumab SC was then compared with historical atezolizumab IV values across approved indications. RESULTS The study met both of its co-primary endpoints: cycle 1 observed Ctrough {SC: 89 μg/ml [coefficient of variation (CV): 43%] versus IV: 85 μg/ml (CV: 33%); geometric mean ratio (GMR), 1.05 [90% confidence interval (CI) 0.88-1.24]} and model-predicted AUC0-21 d [SC: 2907 μg d/ml (CV: 32%) versus IV: 3328 μg d/ml (CV: 20%); GMR, 0.87 (90% CI 0.83-0.92)]. Progression-free survival [hazard ratio 1.08 (95% CI 0.82-1.41)], objective response rate (SC: 12% versus IV: 10%), and incidence of anti-atezolizumab antibodies (SC: 19.5% versus IV: 13.9%) were similar between arms. No new safety concerns were identified. Ctrough and AUC0-21 d for atezolizumab SC were consistent with the other approved atezolizumab IV indications. CONCLUSIONS Compared with IV, atezolizumab SC demonstrated noninferior drug exposure at cycle 1. Efficacy, safety, and immunogenicity were similar between arms and consistent with the known profile for atezolizumab IV. Similar drug exposure and clinical outcomes following SC and IV administration support the use of atezolizumab SC as an alternative to atezolizumab IV.
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Affiliation(s)
- M Burotto
- Centro de Investigación, Clínica Bradford Hill, Santiago, Chile.
| | - Z Zvirbule
- Latvian Oncology Center, Riga Eastern Clinical University Hospital, Riga, Latvia
| | - A Mochalova
- Department of Antitumor Drug Therapy, MEDSI Clinical Hospital, Moscow, Russia
| | - Y Runglodvatana
- Faculty of Medicine, Vajira Hospital, Bangkok Metropolitan University, Bangkok, Thailand
| | - L Herraez-Baranda
- Product Development Medical Affairs Oncology, F. Hoffmann-La Roche Ltd, Basel, Switzerland
| | - S N Liu
- Clinical Pharmacology, Genentech, Inc., South San Francisco, USA
| | - P Chan
- Clinical Pharmacology, Genentech, Inc., South San Francisco, USA
| | - E Shearer-Kang
- Product Safety Development, Genentech, Inc., South San Francisco, CA, USA
| | - X Liu
- Data and Statistical Sciences, Genentech, Inc., South San Francisco, CA, USA
| | - N Tosti
- Product Development Oncology, F. Hoffmann-La Roche Ltd, Basel, Switzerland
| | - J A Zanghi
- BioAnalytical Sciences, Genentech, Inc., South San Francisco, CA, USA
| | - B Leutgeb
- Product Development Oncology, F. Hoffmann-La Roche Ltd, Basel, Switzerland
| | - E Felip
- Oncology Department, Vall d'Hebron University Hospital, Barcelona, Spain; Clinical Research Department, Vall d'Hebron Institute of Oncology, Barcelona, Spain
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Peer CJ, Schmidt KT, Arisa O, Richardson WJ, Paydary K, Goldstein DA, Gulley JL, Figg WD, Ratain MJ. In Silico Re-Optimization of Atezolizumab Dosing Using Population Pharmacokinetic Simulation and Exposure-Response Simulation. J Clin Pharmacol 2023; 63:672-680. [PMID: 36624662 PMCID: PMC10175103 DOI: 10.1002/jcph.2203] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2022] [Accepted: 01/04/2023] [Indexed: 01/11/2023]
Abstract
Atezolizumab, a humanized monoclonal antibody against programmed cell death ligand 1 (PD-L1), was initially approved in 2016, around the same time that the sponsor published the minimum serum concentration to maintain the saturation of receptor occupancy (6 μg/mL). The initially approved dose regimen of 1200 mg every 3 weeks (q3w) was subsequently modified to 840 mg q2w or 1680 mg q4w through pharmacokinetic simulations. Yet, each standard regimen yields steady-state trough concentrations (CMIN,SS ) far exceeding (≈ 40-fold) the stated target concentration. Additionally, the steady-state area under the plasma drug concentration-time curve (AUCSS ) at 1200 mg q3w was significantly (P = .027) correlated with the probability of adverse events of special interest (AESIs) in patients with non-small cell lung cancer (NSCLC) and, coupled with excess exposure, this provides incentive to explore alternative dose regimens to lower the exposure burden while maintaining an effective CMIN,SS . In this study, we first identified 840 mg q6w as an extended-interval regimen that could robustly maintain a serum concentration of 6 μg/mL (≥99% of virtual patients simulated, n = 1000), then applied this regimen to an approach that administers 2 "loading doses" of standard-interval regimens for a future clinical trial aiming to personalize dose regimens. Each standard dose was simulated for 2 loading doses, then 840 mg q6w thereafter; all yielded cycle-7 CMIN,SS values of >6 μg/mL in >99% of virtual patients. Further, the AUCSS from 840 mg q6w resulted in a flattening (P = .63) of the exposure-response relationship with adverse events of special interest (AESIs). We next aim to verify this in a clinical trial seeking to validate extended-interval dosing in a personalized approach using therapeutic drug monitoring.
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Affiliation(s)
- Cody J. Peer
- Clinical Pharmacology Program, National Cancer Institute, Bethesda, MD, USA
| | - Keith T. Schmidt
- Clinical Pharmacology Program, National Cancer Institute, Bethesda, MD, USA
| | - Oluwatobi Arisa
- Clinical Pharmacology Program, National Cancer Institute, Bethesda, MD, USA
| | | | - Koosha Paydary
- Department of Medicine, Section of Hematology/Oncology, and Committee on Clinical Pharmacology & Pharmacogenomics, The University of Chicago, Chicago, IL, USA
| | - Daniel A. Goldstein
- Faculty of Medicine, Tel Aviv University, Israel
- Davidoff Cancer Center, Rabin Medical Center, Israel
- Clalit Health Services, Tela Aviv, Israel
| | - James L. Gulley
- Genitourinary Malignancies Branch, National Cancer Institute, Bethesda, MD, USA
| | - William D. Figg
- Clinical Pharmacology Program, National Cancer Institute, Bethesda, MD, USA
| | - Mark J. Ratain
- Department of Medicine, Section of Hematology/Oncology, and Committee on Clinical Pharmacology & Pharmacogenomics, The University of Chicago, Chicago, IL, USA
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Huang W, Stader F, Chan P, Shemesh CS, Chen Y, Gill KL, Jones HM, Li L, Rossato G, Wu B, Jin JY, Chanu P. Development of a pediatric physiologically-based pharmacokinetic model to support recommended dosing of atezolizumab in children with solid tumors. Front Pharmacol 2022; 13:974423. [PMID: 36225583 PMCID: PMC9548535 DOI: 10.3389/fphar.2022.974423] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Accepted: 08/29/2022] [Indexed: 11/16/2022] Open
Abstract
Background: Atezolizumab has been studied in multiple indications for both pediatric and adult patient populations. Generally, clinical studies enrolling pediatric patients may not collect sufficient pharmacokinetic data to characterize the drug exposure and disposition because of operational, ethical, and logistical challenges including burden to children and blood sample volume limitations. Therefore, mechanistic modeling and simulation may serve as a tool to predict and understand the drug exposure in pediatric patients. Objective: To use mechanistic physiologically-based pharmacokinetic (PBPK) modeling to predict atezolizumab exposure at a dose of 15 mg/kg (max 1,200 mg) in pediatric patients to support dose rationalization and label recommendations. Methods: A minimal mechanistic PBPK model was used which incorporated age-dependent changes in physiology and biochemistry that are related to atezolizumab disposition such as endogenous IgG concentration and lymph flow. The PBPK model was developed using both in vitro data and clinically observed data in adults and was verified across dose levels obtained from a phase I and multiple phase III studies in both pediatric patients and adults. The verified model was then used to generate PK predictions for pediatric and adult subjects ranging from 2- to 29-year-old. Results: Individualized verification in children and in adults showed that the simulated concentrations of atezolizumab were comparable (76% within two-fold and 90% within three-fold, respectively) to the observed data with no bias for either over- or under-prediction. Applying the verified model, the predicted exposure metrics including Cmin, Cmax, and AUCtau were consistent between pediatric and adult patients with a geometric mean of pediatric exposure metrics between 0.8- to 1.25-fold of the values in adults. Conclusion: The results show that a 15 mg/kg (max 1,200 mg) atezolizumab dose administered intravenously in pediatric patients provides comparable atezolizumab exposure to a dose of 1,200 mg in adults. This suggests that a dose of 15 mg/kg will provide adequate and effective atezolizumab exposure in pediatric patients from 2- to 18-year-old.
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Affiliation(s)
- Weize Huang
- Genentech Inc, South San Francisco, CA, United States
- *Correspondence: Weize Huang,
| | | | - Phyllis Chan
- Genentech Inc, South San Francisco, CA, United States
| | | | - Yuan Chen
- Genentech Inc, South San Francisco, CA, United States
| | | | | | - Linzhong Li
- Certara UK Limited, Sheffield, United Kingdom
| | | | - Benjamin Wu
- Genentech Inc, South San Francisco, CA, United States
| | - Jin Y. Jin
- Genentech Inc, South San Francisco, CA, United States
| | - Pascal Chanu
- Genentech Inc, South San Francisco, CA, United States
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