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Published in: Investigational New Drugs 1/2010

Open Access 01-02-2010 | PHASE I STUDIES

Two-stage model-based clinical trial design to optimize phase I development of novel anticancer agents

Authors: Anthe S. Zandvliet, Mats O. Karlsson, Jan H. M. Schellens, William Copalu, Jos H. Beijnen, Alwin D. R. Huitema

Published in: Investigational New Drugs | Issue 1/2010

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Summary

Background The phase I program of anticancer agents usually consists of multiple dose escalation studies to select a safe dose for various administration schedules. We hypothesized that pharmacokinetic and pharmacodynamic (PK–PD) modeling of an initial phase I study (stage 1) can be used for selection of an optimal starting dose for subsequent studies (stage 2) and that a post-hoc PK–PD analysis enhances the selection of a recommended dose for phase II evaluation. The aim of this analysis was to demonstrate that this two-stage model-based design, which does not interfere in the conduct of trials, is safe, efficient and effective. Methods PK and PD data of dose escalation studies were simulated for nine compounds and for five administration regimens (stage 1) for drugs with neutropenia as dose-limiting toxicity. PK–PD models were developed for each simulated study and were used to determine a starting dose for additional phase I studies (stage 2). The model-based design was compared to a conventional study design regarding safety (number of dose-limiting toxicities (DLTs)), efficiency (number of patients treated with a dose below the recommended dose) and effectiveness (precision of dose selection). Retrospective data of the investigational anticancer drug indisulam were used to show the applicability of the model-based design. Results The model-based design was as safe as the conventional design (median number of DLTs = 3) and resulted in a reduction of the number of patients who were treated with a dose below the recommended dose (−27%, power 89%). A post-hoc model-based determination of the recommended dose for future phase II studies was more precise than the conventional selection of the recommended dose (root mean squared error 8.3% versus 30%). Conclusions A two-stage model-based phase I design is safe for anticancer agents with dose-limiting myelosuppression and may enhance the efficiency of dose escalation studies by reducing the number of patients treated with a dose below the recommended dose and by increasing the precision of dose selection for phase II evaluation.
Literature
1.
go back to reference Schneiderman MA (1967) Mouse to man: statistical problems in bringing a drug to clinical trial. Proceedings of the Fifth Berkeley Symposium on Mathematical Statistics and Probability 4:855–866 Schneiderman MA (1967) Mouse to man: statistical problems in bringing a drug to clinical trial. Proceedings of the Fifth Berkeley Symposium on Mathematical Statistics and Probability 4:855–866
7.
go back to reference Dent SF, Eisenhauer EA (1996) Phase I trial design: are new methodologies being put into practice? Ann Oncol 7:561–566PubMed Dent SF, Eisenhauer EA (1996) Phase I trial design: are new methodologies being put into practice? Ann Oncol 7:561–566PubMed
8.
10.
go back to reference Testa NG, Dexter TM (1999) The regulation of haematopoietic cell production. In: Hoffbrand AV, Lewis SM, Tuddenham EGD (eds) Postgraduate haematology. 4th edn. Butterworth-Heinemann, Oxford, pp 1–12 Testa NG, Dexter TM (1999) The regulation of haematopoietic cell production. In: Hoffbrand AV, Lewis SM, Tuddenham EGD (eds) Postgraduate haematology. 4th edn. Butterworth-Heinemann, Oxford, pp 1–12
11.
go back to reference Dodion P, Kenis Y, Staquet M (1986) Phase I trials of single agents in adult solid tumours: preclinical and clinical aspects. Drugs Exp Clin Res 12:23–30PubMed Dodion P, Kenis Y, Staquet M (1986) Phase I trials of single agents in adult solid tumours: preclinical and clinical aspects. Drugs Exp Clin Res 12:23–30PubMed
12.
go back to reference van Kesteren C, Mathôt RAA, Raymond E, Armand JP, Dittrich C, Dumez H, Roche H, Droz JP, Punt CJA, Ravic M, Wanders J, Beijnen JH, Fumoleau P, Schellens JHM (2002) Population pharmacokinetics of the novel anticancer agent E7070 during four phase I studies: model building and validation. J Clin Oncol 20:4065–4073. doi:10.1200/JCO.2002.01.005 CrossRefPubMed van Kesteren C, Mathôt RAA, Raymond E, Armand JP, Dittrich C, Dumez H, Roche H, Droz JP, Punt CJA, Ravic M, Wanders J, Beijnen JH, Fumoleau P, Schellens JHM (2002) Population pharmacokinetics of the novel anticancer agent E7070 during four phase I studies: model building and validation. J Clin Oncol 20:4065–4073. doi:10.​1200/​JCO.​2002.​01.​005 CrossRefPubMed
13.
go back to reference Ward KW, Smith BR (2004) A comprehensive quantitative and qualitative evaluation of extrapolation of intravenous pharmacokinetic parameters from rat, dog, and monkey to humans. II. Volume of distribution and mean residence time. Drug Metab Dispos 32:612–619. doi:10.1124/dmd.32.6.612 CrossRefPubMed Ward KW, Smith BR (2004) A comprehensive quantitative and qualitative evaluation of extrapolation of intravenous pharmacokinetic parameters from rat, dog, and monkey to humans. II. Volume of distribution and mean residence time. Drug Metab Dispos 32:612–619. doi:10.​1124/​dmd.​32.​6.​612 CrossRefPubMed
16.
go back to reference Pessina A, Albella B, Bayo M, Bueren J, Brantom P, Casati S, Croera C, Gagliardi G, Foti P, Parchment R, Parent-Massin D, Schoeters G, Sibiril Y, Van den Heuvel R, Gribaldo L (2003) Application of the CFU-GM assay to predict acute drug-induced neutropenia: an international blind trial to validate a prediction model for the maximum tolerated dose (MTD) of myelosuppressive xenobiotics. Toxicol Sci 75:355–367. doi:10.1093/toxsci/kfg188 CrossRefPubMed Pessina A, Albella B, Bayo M, Bueren J, Brantom P, Casati S, Croera C, Gagliardi G, Foti P, Parchment R, Parent-Massin D, Schoeters G, Sibiril Y, Van den Heuvel R, Gribaldo L (2003) Application of the CFU-GM assay to predict acute drug-induced neutropenia: an international blind trial to validate a prediction model for the maximum tolerated dose (MTD) of myelosuppressive xenobiotics. Toxicol Sci 75:355–367. doi:10.​1093/​toxsci/​kfg188 CrossRefPubMed
19.
go back to reference Moneta D, Geroni C, Valota O, Grossi P, de Jonge MJ, Brughera M, Colajori E, Ghielmini M, Sessa C (2003) Predicting the maximum-tolerated dose of PNU-159548 (4-demethoxy-3′-deamino-3′-aziridinyl-4′-methylsulphonyl-daunorubicin) in humans using CFU-GM clonogenic assays and prospective validation. Eur J Cancer 39:675–683. doi:10.1016/S0959-8049(02)00812-2 CrossRefPubMed Moneta D, Geroni C, Valota O, Grossi P, de Jonge MJ, Brughera M, Colajori E, Ghielmini M, Sessa C (2003) Predicting the maximum-tolerated dose of PNU-159548 (4-demethoxy-3′-deamino-3′-aziridinyl-4′-methylsulphonyl-daunorubicin) in humans using CFU-GM clonogenic assays and prospective validation. Eur J Cancer 39:675–683. doi:10.​1016/​S0959-8049(02)00812-2 CrossRefPubMed
20.
go back to reference Raymond E, ten Bokkel Huinink WW, Taieb J, Beijnen JH, Faivre S, Wanders J, Ravic M, Fumoleau P, Armand JP, Schellens JHM (2002) Phase I and pharmacokinetic study of E7070, a novel chloroindolyl sulfonamide cell-cycle inhibitor, administered as a one-hour infusion every three weeks in patients with advanced cancer. J Clin Oncol 20:3508–3521. doi:10.1200/JCO.2002.09.030 CrossRefPubMed Raymond E, ten Bokkel Huinink WW, Taieb J, Beijnen JH, Faivre S, Wanders J, Ravic M, Fumoleau P, Armand JP, Schellens JHM (2002) Phase I and pharmacokinetic study of E7070, a novel chloroindolyl sulfonamide cell-cycle inhibitor, administered as a one-hour infusion every three weeks in patients with advanced cancer. J Clin Oncol 20:3508–3521. doi:10.​1200/​JCO.​2002.​09.​030 CrossRefPubMed
21.
go back to reference Punt CJA, Fumoleau P, van de Walle B, Faber MN, Ravic M, Campone M (2001) Phase I and pharmacokinetic study of E7070, a novel sulfonamide, given at a daily times five schedule in patients with solid tumors. A study by the EORTC-early clinical studies group (ECSG). Ann Oncol 12:1289–1293. doi:10.1023/A:1012287111922 CrossRefPubMed Punt CJA, Fumoleau P, van de Walle B, Faber MN, Ravic M, Campone M (2001) Phase I and pharmacokinetic study of E7070, a novel sulfonamide, given at a daily times five schedule in patients with solid tumors. A study by the EORTC-early clinical studies group (ECSG). Ann Oncol 12:1289–1293. doi:10.​1023/​A:​1012287111922 CrossRefPubMed
22.
go back to reference Dittrich C, Dumez H, Calvert H, Hanauske A, Faber M, Wanders J, Yule SM, Ravic M, Fumoleau P (2003) Phase I and pharmacokinetic study of E7070, a chloroindolyl-sulfonamide anticancer agent, administered on a weekly schedule to patients with solid tumors. Clin Cancer Res 9:5195–5204PubMed Dittrich C, Dumez H, Calvert H, Hanauske A, Faber M, Wanders J, Yule SM, Ravic M, Fumoleau P (2003) Phase I and pharmacokinetic study of E7070, a chloroindolyl-sulfonamide anticancer agent, administered on a weekly schedule to patients with solid tumors. Clin Cancer Res 9:5195–5204PubMed
23.
go back to reference Terret C, Zanetta S, Roche H, Schellens JHM, Faber MN, Wanders J, Ravic M, Droz JP (2003) Phase I clinical and pharmacokinetic study of E7070, a novel sulfonamide given as a 5-day continuous infusion repeated every 3 weeks in patients with solid tumours. A study by the EORTC Early Clinical Study Group (ECSG). Eur J Cancer 39:1097–1104. doi:10.1016/S0959-8049(03)00128-X CrossRefPubMed Terret C, Zanetta S, Roche H, Schellens JHM, Faber MN, Wanders J, Ravic M, Droz JP (2003) Phase I clinical and pharmacokinetic study of E7070, a novel sulfonamide given as a 5-day continuous infusion repeated every 3 weeks in patients with solid tumours. A study by the EORTC Early Clinical Study Group (ECSG). Eur J Cancer 39:1097–1104. doi:10.​1016/​S0959-8049(03)00128-X CrossRefPubMed
24.
go back to reference van Kesteren C, Zandvliet AS, Karlsson MO, Mathôt RAA, Punt CJA, Armand JP, Raymond E, Huitema ADR, Dittrich C, Dumez H, Roche H, Droz JP, Ravic M, Yule SM, Wanders J, Beijnen JH, Fumoleau P, Schellens JHM (2005) Semi-physiological model describing the hematological toxicity of the anti-cancer agent indisulam. Invest New Drugs 23:225–234. doi:10.1007/s10637-005-6730-3 CrossRefPubMed van Kesteren C, Zandvliet AS, Karlsson MO, Mathôt RAA, Punt CJA, Armand JP, Raymond E, Huitema ADR, Dittrich C, Dumez H, Roche H, Droz JP, Ravic M, Yule SM, Wanders J, Beijnen JH, Fumoleau P, Schellens JHM (2005) Semi-physiological model describing the hematological toxicity of the anti-cancer agent indisulam. Invest New Drugs 23:225–234. doi:10.​1007/​s10637-005-6730-3 CrossRefPubMed
25.
go back to reference Friberg LE, Brindley CJ, Karlsson MO, Devlin AJ (2000) Models of schedule dependent haematological toxicity of 2′-deoxy-2′-methylidenecytidine (DMDC). Eur J Clin Pharmacol 56:567–574. doi:10.1007/s002280000181 CrossRefPubMed Friberg LE, Brindley CJ, Karlsson MO, Devlin AJ (2000) Models of schedule dependent haematological toxicity of 2′-deoxy-2′-methylidenecytidine (DMDC). Eur J Clin Pharmacol 56:567–574. doi:10.​1007/​s002280000181 CrossRefPubMed
26.
go back to reference Troconiz IF, Garrido MJ, Segura C, Cendros JM, Principe P, Peraire C, Obach R (2006) Phase I dose-finding study and a pharmacokinetic/pharmacodynamic analysis of the neutropenic response of intravenous diflomotecan in patients with advanced malignant tumours. Cancer Chemother Pharmacol 57:727–735. doi:10.1007/s00280-005-0112-6 CrossRefPubMed Troconiz IF, Garrido MJ, Segura C, Cendros JM, Principe P, Peraire C, Obach R (2006) Phase I dose-finding study and a pharmacokinetic/pharmacodynamic analysis of the neutropenic response of intravenous diflomotecan in patients with advanced malignant tumours. Cancer Chemother Pharmacol 57:727–735. doi:10.​1007/​s00280-005-0112-6 CrossRefPubMed
27.
go back to reference Sandstrom M, Lindman H, Nygren P, Lidbrink E, Bergh J, Karlsson MO (2005) Model describing the relationship between pharmacokinetics and hematologic toxicity of the epirubicin–docetaxel regimen in breast cancer patients. J Clin Oncol 23:413–421. doi:10.1200/JCO.2005.09.161 CrossRefPubMed Sandstrom M, Lindman H, Nygren P, Lidbrink E, Bergh J, Karlsson MO (2005) Model describing the relationship between pharmacokinetics and hematologic toxicity of the epirubicin–docetaxel regimen in breast cancer patients. J Clin Oncol 23:413–421. doi:10.​1200/​JCO.​2005.​09.​161 CrossRefPubMed
28.
go back to reference Sandstrom M, Lindman H, Nygren P, Johansson M, Bergh J, Karlsson MO (2006) Population analysis of the pharmacokinetics and the haematological toxicity of the fluorouracil–epirubicin–cyclophosphamide regimen in breast cancer patients. Cancer Chemother Pharmacol 58:143–156. doi:10.1007/s00280-005-0140-2 CrossRefPubMed Sandstrom M, Lindman H, Nygren P, Johansson M, Bergh J, Karlsson MO (2006) Population analysis of the pharmacokinetics and the haematological toxicity of the fluorouracil–epirubicin–cyclophosphamide regimen in breast cancer patients. Cancer Chemother Pharmacol 58:143–156. doi:10.​1007/​s00280-005-0140-2 CrossRefPubMed
30.
go back to reference Kerbusch T, Mathot RAA, Keizer HJ, Kaijser GP, Schellens JHM, Beijnen JH (2001) Influence of dose and infusion duration on pharmacokinetics of ifosfamide and metabolites. Drug Metab Dispos 29:967–975PubMed Kerbusch T, Mathot RAA, Keizer HJ, Kaijser GP, Schellens JHM, Beijnen JH (2001) Influence of dose and infusion duration on pharmacokinetics of ifosfamide and metabolites. Drug Metab Dispos 29:967–975PubMed
Metadata
Title
Two-stage model-based clinical trial design to optimize phase I development of novel anticancer agents
Authors
Anthe S. Zandvliet
Mats O. Karlsson
Jan H. M. Schellens
William Copalu
Jos H. Beijnen
Alwin D. R. Huitema
Publication date
01-02-2010
Publisher
Springer US
Published in
Investigational New Drugs / Issue 1/2010
Print ISSN: 0167-6997
Electronic ISSN: 1573-0646
DOI
https://doi.org/10.1007/s10637-008-9216-2

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