Skip to main content
Top
Published in: Cancer Chemotherapy and Pharmacology 3/2018

01-09-2018 | Original Article

A continuous-time multistate Markov model to describe the occurrence and severity of diarrhea events in metastatic breast cancer patients treated with lumretuzumab in combination with pertuzumab and paclitaxel

Authors: Chao Xu, Patanjali Ravva, Jun Steve Dang, Johann Laurent, Céline Adessi, Christine McIntyre, Georgina Meneses-Lorente, François Mercier

Published in: Cancer Chemotherapy and Pharmacology | Issue 3/2018

Login to get access

Abstract

Purpose

To inform lumretuzumab and pertuzumab dose modifications in order to decrease the incidence, severity, and duration of the diarrhea events in metastatic breast cancer patients treated with a combination therapy of lumretuzumab (anti-HER3) in combination with pertuzumab (anti-HER2) and paclitaxel using quantitative clinical pharmacology modeling approaches.

Methods

The safety and pharmacokinetic (PK) data from three clinical trials (lumretuzumab monotherapy n = 47, pertuzumab monotherapy n = 78, and the combination therapy of lumretuzumab, pertuzumab and paclitaxel n = 35) were pooled together to develop a continuous-time discrete states Markov model describing the dynamics of the diarrhea events.

Results

The model was able to capture the time course of different severities of diarrhea reasonably well. The effect of lumretuzumab and pertuzumab was well described by an Emax function indicating an increased rate of transition from moderate to mild or more severe diarrhea with higher doses. The concentration needed to trigger or worsen diarrhea episodes was estimated to be 120-fold lower in combination therapy compared to monotherapy, suggesting strong synergy between the two monoclonal antibodies. The prophylactic effect of loperamide in a subset of patients was also well captured by the model with a clear tendency to reduce the occurrence of diarrhea events.

Conclusions

This work shows that PK-toxicity modeling provides insight into how the severity of key adverse events evolves over time and highlights the potential use to support decision making in drug development.
Appendix
Available only for authorised users
Literature
2.
go back to reference Schneeweiss A, Chia S, Hickish T, Harvey V, Eniu A, Hegg R, Tausch C, Seo JH, Tsai Y-F, Ratnayake J, McNally V, Ross G, Cortés J (2013) Pertuzumab plus trastuzumab in combination with standard neoadjuvant anthracycline-containing and anthracycline-free chemotherapy regimens in patients with HER2-positive early breast cancer: a randomized phase II cardiac safety study (TRYPHAENA). Ann Oncol 24:2278–2284. https://doi.org/10.1093/annonc/mdt182 CrossRefPubMed Schneeweiss A, Chia S, Hickish T, Harvey V, Eniu A, Hegg R, Tausch C, Seo JH, Tsai Y-F, Ratnayake J, McNally V, Ross G, Cortés J (2013) Pertuzumab plus trastuzumab in combination with standard neoadjuvant anthracycline-containing and anthracycline-free chemotherapy regimens in patients with HER2-positive early breast cancer: a randomized phase II cardiac safety study (TRYPHAENA). Ann Oncol 24:2278–2284. https://​doi.​org/​10.​1093/​annonc/​mdt182 CrossRefPubMed
3.
go back to reference Gianni L, Pienkowski T, Im Y-H, Tseng L-M, Liu M-C, Lluch A, Staroslawska E, de la Haba-Rodriguez J, Im S-A, Pedrini J, Poirier B, Morandi P, Semiglazov V, Srimunnimit V, Bianchi GV, Magazzu D, McNally V, Douthwaite H, Ross G, Valagussa P (2016) 5-year analysis of neoadjuvant pertuzumab and trastuzumab in patients with locally advanced, infl ammatory, or early-stage HER2-positive breast cancer (NeoSphere): a multicentre, open-label, phase 2 randomised trial. Lancet Onco 17:791–800. https://doi.org/10.1016/S1470-2045(16)00163-7 CrossRef Gianni L, Pienkowski T, Im Y-H, Tseng L-M, Liu M-C, Lluch A, Staroslawska E, de la Haba-Rodriguez J, Im S-A, Pedrini J, Poirier B, Morandi P, Semiglazov V, Srimunnimit V, Bianchi GV, Magazzu D, McNally V, Douthwaite H, Ross G, Valagussa P (2016) 5-year analysis of neoadjuvant pertuzumab and trastuzumab in patients with locally advanced, infl ammatory, or early-stage HER2-positive breast cancer (NeoSphere): a multicentre, open-label, phase 2 randomised trial. Lancet Onco 17:791–800. https://​doi.​org/​10.​1016/​S1470-2045(16)00163-7 CrossRef
4.
go back to reference Von Minckwitz G, Procter M, de Azambuja E, Zardavas D, Benyunes M, Viale G, Suter T, Arahmani A, Rouchet N, Clark E, Knott A, Lang I, Levy C, Yardley DA, Bines J, Gelber RD, Piccart M, Baselga J (2017) Adjuvant pertuzumab and trastuzumab in early HER2-positive breast cancer. N Engl J Med 377:122–131. https://doi.org/10.1056/NEJMoa1703643 CrossRef Von Minckwitz G, Procter M, de Azambuja E, Zardavas D, Benyunes M, Viale G, Suter T, Arahmani A, Rouchet N, Clark E, Knott A, Lang I, Levy C, Yardley DA, Bines J, Gelber RD, Piccart M, Baselga J (2017) Adjuvant pertuzumab and trastuzumab in early HER2-positive breast cancer. N Engl J Med 377:122–131. https://​doi.​org/​10.​1056/​NEJMoa1703643 CrossRef
9.
go back to reference Meulendijks D, Jacob W, Martinez-Garcia M, Taus A, Lolkema MP, Voest EE, Langenberg MHG, Kanonnikoff TF, Cervantes A, De Jonge MJ, Sleijfer S, Soerensen MM, Thomas M, Ceppi M, Meneses-Lorente G, James I, Adessi C, Michielin F, Abiraj K, Bossenmaier B, Schellens JHM, Weisser M, Lassen UN (2016) First-in-human phase I study of lumretuzumab, a glycoengineered humanized anti-HER3 monoclonal antibody, in patients with metastatic or advanced HER3-positive solid tumors. Clin Cancer Res 22:877–885. https://doi.org/10.1158/1078-0432.CCR-15-1683 CrossRefPubMed Meulendijks D, Jacob W, Martinez-Garcia M, Taus A, Lolkema MP, Voest EE, Langenberg MHG, Kanonnikoff TF, Cervantes A, De Jonge MJ, Sleijfer S, Soerensen MM, Thomas M, Ceppi M, Meneses-Lorente G, James I, Adessi C, Michielin F, Abiraj K, Bossenmaier B, Schellens JHM, Weisser M, Lassen UN (2016) First-in-human phase I study of lumretuzumab, a glycoengineered humanized anti-HER3 monoclonal antibody, in patients with metastatic or advanced HER3-positive solid tumors. Clin Cancer Res 22:877–885. https://​doi.​org/​10.​1158/​1078-0432.​CCR-15-1683 CrossRefPubMed
11.
go back to reference Gianni L, Llado A, Bianchi G, Cortes J, Kellokumpu-Lehtinen P-L, Cameron D-A, Salvagni S, Wardley A, Goeminne DA, Hersberger V, Baselga J (2010) Open-label, phase II, multicenter, randomized study of the efficacy and safety of two dose levels of pertuzumab, a human epidermal growth factor receptor 2 dimerization inhibitor, in patients with human epidermal growth factor receptor 2-negative metastatic breast cancer. J Clin Oncol 28:1131–1137. https://doi.org/10.1200/JCO.2009.24.1661 CrossRefPubMedPubMedCentral Gianni L, Llado A, Bianchi G, Cortes J, Kellokumpu-Lehtinen P-L, Cameron D-A, Salvagni S, Wardley A, Goeminne DA, Hersberger V, Baselga J (2010) Open-label, phase II, multicenter, randomized study of the efficacy and safety of two dose levels of pertuzumab, a human epidermal growth factor receptor 2 dimerization inhibitor, in patients with human epidermal growth factor receptor 2-negative metastatic breast cancer. J Clin Oncol 28:1131–1137. https://​doi.​org/​10.​1200/​JCO.​2009.​24.​1661 CrossRefPubMedPubMedCentral
12.
16.
go back to reference Garg A, Quartino A, Li J, Jin J, Wada DR, Li H, Cortes J, McNally V, Ross G, Visich J, Lum B (2014) Population pharmacokinetic and covariate analysis of pertuzumab, a HER2-targeted monoclonal antibody, and evaluation of a fixed, non-weight-based dose in patients with a variety of solid tumors. Cancer Chemother Pharmacol 74:819–829. https://doi.org/10.1007/s00280-014-2560-3 CrossRefPubMed Garg A, Quartino A, Li J, Jin J, Wada DR, Li H, Cortes J, McNally V, Ross G, Visich J, Lum B (2014) Population pharmacokinetic and covariate analysis of pertuzumab, a HER2-targeted monoclonal antibody, and evaluation of a fixed, non-weight-based dose in patients with a variety of solid tumors. Cancer Chemother Pharmacol 74:819–829. https://​doi.​org/​10.​1007/​s00280-014-2560-3 CrossRefPubMed
17.
go back to reference Bishop YM, Fienberg SE, Holland PW (1975) Discrete multivariate analysis. MIT Press, Cambridge Bishop YM, Fienberg SE, Holland PW (1975) Discrete multivariate analysis. MIT Press, Cambridge
19.
go back to reference Andersen PK, Borgan P, Gill RD, Keiding N (1993) Statistical models based on counting—processes—processes springer series in statistics. Springer, NewYork Andersen PK, Borgan P, Gill RD, Keiding N (1993) Statistical models based on counting—processes—processes springer series in statistics. Springer, NewYork
20.
22.
go back to reference Minto CF, Schnider TW, Short TG, Gregg KM, Gentilini A, Shafer SL (2000) Response surface model for anesthetic drug interactions. Anesthesiology 92:1603–1616CrossRefPubMed Minto CF, Schnider TW, Short TG, Gregg KM, Gentilini A, Shafer SL (2000) Response surface model for anesthetic drug interactions. Anesthesiology 92:1603–1616CrossRefPubMed
23.
go back to reference Greco WR, Bravo G, Parsons JC (1995) The search for synergy: a critical review from a response surface perspective. Pharmacol Rev 47:331–385PubMed Greco WR, Bravo G, Parsons JC (1995) The search for synergy: a critical review from a response surface perspective. Pharmacol Rev 47:331–385PubMed
Metadata
Title
A continuous-time multistate Markov model to describe the occurrence and severity of diarrhea events in metastatic breast cancer patients treated with lumretuzumab in combination with pertuzumab and paclitaxel
Authors
Chao Xu
Patanjali Ravva
Jun Steve Dang
Johann Laurent
Céline Adessi
Christine McIntyre
Georgina Meneses-Lorente
François Mercier
Publication date
01-09-2018
Publisher
Springer Berlin Heidelberg
Published in
Cancer Chemotherapy and Pharmacology / Issue 3/2018
Print ISSN: 0344-5704
Electronic ISSN: 1432-0843
DOI
https://doi.org/10.1007/s00280-018-3621-9

Other articles of this Issue 3/2018

Cancer Chemotherapy and Pharmacology 3/2018 Go to the issue
Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine