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Ippolito A, Wang H, Zhang Y, Vakil V, Popel AS. Virtual clinical trials via a QSP immuno-oncology model to simulate the response to a conditionally activated PD-L1 targeting antibody in NSCLC. J Pharmacokinet Pharmacodyn 2024:10.1007/s10928-024-09928-5. [PMID: 38858306 DOI: 10.1007/s10928-024-09928-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Accepted: 05/19/2024] [Indexed: 06/12/2024]
Abstract
Recently, immunotherapies for antitumoral response have adopted conditionally activated molecules with the objective of reducing systemic toxicity. Amongst these are conditionally activated antibodies, such as PROBODY® activatable therapeutics (Pb-Tx), engineered to be proteolytically activated by proteases found locally in the tumor microenvironment (TME). These PROBODY® therapeutics molecules have shown potential as PD-L1 checkpoint inhibitors in several cancer types, including both effectiveness and locality of action of the molecule as shown by several clinical trials and imaging studies. Here, we perform an exploratory study using our recently published quantitative systems pharmacology model, previously validated for triple-negative breast cancer (TNBC), to computationally predict the effectiveness and targeting specificity of a PROBODY® therapeutics drug compared to the non-modified antibody. We begin with the analysis of anti-PD-L1 immunotherapy in non-small cell lung cancer (NSCLC). As a first contribution, we have improved previous virtual patient selection methods using the omics data provided by the iAtlas database portal compared to methods previously published in literature. Furthermore, our results suggest that masking an antibody maintains its efficacy while improving the localization of active therapeutic in the TME. Additionally, we generalize the model by evaluating the dependence of the response to the tumor mutational burden, independently of cancer type, as well as to other key biomarkers, such as CD8/Treg Tcell and M1/M2 macrophage ratio. While our results are obtained from simulations on NSCLC, our findings are generalizable to other cancer types and suggest that an effective and highly selective conditionally activated PROBODY® therapeutics molecule is a feasible option.
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Affiliation(s)
- Alberto Ippolito
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA.
| | - Hanwen Wang
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA
| | - Yu Zhang
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA
| | - Vahideh Vakil
- Clinical and Quantitative Pharmacology, CytomX Therapeutics, Inc., South San Francisco, CA, USA
| | - Aleksander S Popel
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA
- Department of Oncology, and the Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA
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Ippolito A, Wang H, Zhang Y, Vakil V, Bazzazi H, Popel AS. Eliciting the antitumor immune response with a conditionally activated PD-L1 targeting antibody analyzed with a quantitative systems pharmacology model. CPT Pharmacometrics Syst Pharmacol 2024; 13:93-105. [PMID: 38058278 PMCID: PMC10787208 DOI: 10.1002/psp4.13060] [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: 06/17/2023] [Revised: 09/11/2023] [Accepted: 09/20/2023] [Indexed: 12/08/2023] Open
Abstract
Conditionally activated molecules, such as Probody therapeutics (PbTx), have recently been investigated to improve antitumoral response while reducing systemic toxicity. PbTx are engineered to be proteolytically activated by proteases that are preferentially active locally in the tumor microenvironment (TME). Here, we perform an exploratory study using our recently published quantitative systems pharmacology model, previously validated for other drugs, to evaluate the effectiveness and targeting specificity of an anti-PD-L1 PbTx compared to the non-modified antibody. We have informed the model using the PbTx dynamics and pharmacokinetics published in the literature for anti-PD-L1 in patients with triple-negative breast cancer (TNBC). Our results suggest masking of the antibody slightly decreases its efficacy, while increasing the localization of active therapeutic component in the TME. We also perform a parameter optimization for the PbTx design and drug dosing regimens to maximize the response rate. Although our results are specific to the case of TNBC, our findings are generalizable to any conditionally activated PbTx molecule in solid tumors and suggest that design of a highly effective and selective PbTx is feasible.
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Affiliation(s)
- Alberto Ippolito
- Department of Biomedical EngineeringJohns Hopkins University School of MedicineBaltimoreMarylandUSA
| | - Hanwen Wang
- Department of Biomedical EngineeringJohns Hopkins University School of MedicineBaltimoreMarylandUSA
| | - Yu Zhang
- Department of Biomedical EngineeringJohns Hopkins University School of MedicineBaltimoreMarylandUSA
| | - Vahideh Vakil
- Clinical and Quantitative PharmacologyCytomX Therapeutics, Inc.South San FranciscoCaliforniaUSA
| | - Hojjat Bazzazi
- Clinical and Quantitative PharmacologyCytomX Therapeutics, Inc.South San FranciscoCaliforniaUSA
- Present address:
Moderna TherapeuticsCambridgeMAUSA
| | - Aleksander S. Popel
- Department of Biomedical EngineeringJohns Hopkins University School of MedicineBaltimoreMarylandUSA
- Department of Oncology, and the Sidney Kimmel Comprehensive Cancer CenterJohns Hopkins University School of MedicineBaltimoreMarylandUSA
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Chaitesipaseut L, Shah N, Truong TG, Niu F, Shin P, Sharma K, Smith J, Hui RL. Outcomes of weight-based vs. fixed dose of Pembrolizumab among patients with non-small cell lung cancer. J Oncol Pharm Pract 2023:10781552231212926. [PMID: 37990556 DOI: 10.1177/10781552231212926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2023]
Abstract
OBJECTIVE This study aims to assess outcomes among patients with non-small cell lung cancer (NSCLC) who received treatment with pembrolizumab on a weight-based dose (WBD) or fixed-dose (FD) regimen using a non-inferiority (NI) analysis. MATERIAL AND METHODS This retrospective cohort study included adult patients with NSCLC weighing under 100 kg who received pembrolizumab between 1 January 2015 and 31 December 2020. Patients were grouped into either WBD or FD cohort based on the initial pembrolizumab dose and dosing regimen. The primary effectiveness outcome was overall survival (OS), analyzed using NI analysis with a lower margin of 10% comparing WBD to FD. Safety outcomes were all-cause emergency room visits or hospitalizations and incidence of selected immune-related adverse events (irAEs) and analyzed using NI analysis with an upper margin of 10%. All patients were followed until the end of health plan membership, death, or 30 June 2022, whichever occurred first. RESULTS A total of 1413 patients were evaluated. OS was observed in 36.6% of the FD group, and 37.7% in the WBD group (rate difference: 1%, 90% CI: -6%-8%, NI p-value < 0.01). NI was met in all three safety outcomes: proportion of all-cause emergency room visits (rate difference: 1.1%, NI p-value < 0.01); proportion of hospitalizations (rate difference: 2%, NI p-value < 0.01); and composite incidence of irAEs (rate difference: -2.2%, NI p-value = 0.03). CONCLUSION These findings suggest that WBD of pembrolizumab may be as appropriate as FD for the treatment of lung cancer.
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Affiliation(s)
- Lena Chaitesipaseut
- Pharmacy Quality & Medication Safety, Kaiser Permanente Northern California, Oakland, California, USA
| | - Nina Shah
- National Drug Use Management, Kaiser Permanente, Oakland, California, USA
| | | | - Fang Niu
- Pharmacy Outcomes Research Group, Kaiser Permanente, Downey, California, USA
| | - Patrick Shin
- Drug Intelligence and Strategy, Kaiser Permanente, Oakland, California, USA
| | - Kavita Sharma
- Pharmacy Operations, Kaiser Permanente Northern California, Oakland, California, USA
| | - Joshua Smith
- Pharmacy Quality & Medication Safety, Kaiser Permanente Northern California, Oakland, California, USA
| | - Rita L Hui
- Pharmacy Outcomes Research Group, Kaiser Permanente, Oakland, California, USA
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Bouche G, Langley R, Rush H, Parmar M, Gilbert DC. Testing alternative schedules of adjuvant immune checkpoint blockers - The need for well-designed clinical trials. Eur J Cancer 2023; 178:88-90. [PMID: 36427393 DOI: 10.1016/j.ejca.2022.10.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2022] [Accepted: 10/24/2022] [Indexed: 11/30/2022]
Affiliation(s)
- Gauthier Bouche
- MRC Clinical Trials Unit at UCL, UCL, London, United Kingdom; The Anticancer Fund, Meise, Belgium.
| | - Ruth Langley
- MRC Clinical Trials Unit at UCL, UCL, London, United Kingdom
| | - Hannah Rush
- MRC Clinical Trials Unit at UCL, UCL, London, United Kingdom
| | - Mahesh Parmar
- MRC Clinical Trials Unit at UCL, UCL, London, United Kingdom
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Gilbar PJ, Dickey MSR. Case reports of acquired thrombotic thrombocytopenic purpura attributed to pembrolizumab. J Oncol Pharm Pract 2022:10781552221088025. [DOI: 10.1177/10781552221088025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- Peter J Gilbar
- Cancer Care Services, Toowoomba Hospital, Toowoomba, Australia
- Rural Clinical School, Faculty of Medicine, The University of Queensland, Toowoomba, Australia
| | - Marcus SR Dickey
- Cancer Care Services, Toowoomba Hospital, Toowoomba, Australia
- Rural Clinical School, Faculty of Medicine, The University of Queensland, Toowoomba, Australia
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Zimbwa B, Gilbar PJ, Davis MR, Kondalsamy-Chennakesavan S. Retrospective analysis of mortality within 30 days of systemic anticancer therapy and comparison with a previous audit at an Australian Regional Cancer Centre. J Oncol Pharm Pract 2021:10781552211016086. [PMID: 33990165 DOI: 10.1177/10781552211016086] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
PURPOSE To retrospectively determine the rate of death occurring within 14 and 30 days of systemic anticancer therapy (SACT), compare this against a previous audit and benchmark results against other cancer centres. Secondly, to determine if the introduction of immune checkpoint inhibitors (ICI), not available at the time of the initial audit, impacted mortality rates. METHOD All adult solid tumour and haematology patients receiving SACT at an Australian Regional Cancer Centre (RCC) between January 2016 and July 2020 were included. RESULTS Over a 55-month period, 1709 patients received SACT. Patients dying within 14 and 30 days of SACT were 3.3% and 7.0% respectively and is slightly higher than our previous study which was 1.89% and 5.6%. Mean time to death was 15.5 days. Males accounted for 63.9% of patients and the mean age was 66.8 years. 46.2% of the 119 patients dying in the 30 days post SACT started a new line of treatment during that time. Of 98 patients receiving ICI, 22.5% died within 30 days of commencement. Disease progression was the most common cause of death (79%). The most common place of death was the RCC (38.7%). CONCLUSION The rate of death observed in our re-audit compares favourably with our previous audit and is still at the lower end of that seen in published studies in Australia and internationally. Cases of patients dying within 30 days of SACT should be regularly reviewed to maintain awareness of this benchmark of quality assurance and provide a feedback process for clinicians.
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Affiliation(s)
| | - Peter J Gilbar
- Cancer Care Services, Toowoomba Hospital, Toowoomba, Australia.,Rural Clinical School, Faculty of Medicine, The University of Queensland Toowoomba, Toowoomba, Australia
| | - Mark R Davis
- Cancer Care Services, Toowoomba Hospital, Toowoomba, Australia
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