Optimal biological dose selection in dose-finding trials with model-assisted designs based on efficacy and toxicity: a simulation study
被引:5
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作者:
Yamaguchi, Yusuke
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机构:
Astellas Pharm Global Dev Inc, Northbrook, IL USA
Astellas Pharm Global Dev Inc, Data Sci, 1 Astellas Way, Northbrook, IL 60062 USAAstellas Pharm Global Dev Inc, Northbrook, IL USA
Yamaguchi, Yusuke
[1
,4
]
Takeda, Kentaro
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Astellas Pharm Global Dev Inc, Northbrook, IL USAAstellas Pharm Global Dev Inc, Northbrook, IL USA
Takeda, Kentaro
[1
]
Yoshida, Satoshi
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机构:
Astellas Pharma Inc, Data Sci, Tokyo, JapanAstellas Pharm Global Dev Inc, Northbrook, IL USA
Yoshida, Satoshi
[2
]
Maruo, Kazushi
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机构:
Univ Tsukuba, Dept Biostat, Tsukuba, JapanAstellas Pharm Global Dev Inc, Northbrook, IL USA
Maruo, Kazushi
[3
]
机构:
[1] Astellas Pharm Global Dev Inc, Northbrook, IL USA
[2] Astellas Pharma Inc, Data Sci, Tokyo, Japan
[3] Univ Tsukuba, Dept Biostat, Tsukuba, Japan
[4] Astellas Pharm Global Dev Inc, Data Sci, 1 Astellas Way, Northbrook, IL 60062 USA
With the emergence of molecular targeted agents and immunotherapies in anti-cancer treatment, a concept of optimal biological dose (OBD), accounting for efficacy and toxicity in the framework of dose-finding, has been widely introduced into phase I oncology clinical trials. Various model-assisted designs with dose-escalation rules based jointly on toxicity and efficacy are now available to establish the OBD, where the OBD is generally selected at the end of the trial using all toxicity and efficacy data obtained from the entire cohort. Several measures to select the OBD and multiple methods to estimate the efficacy probability have been developed for the OBD selection, leading to many options in practice; however, their comparative performance is still uncertain, and practitioners need to take special care of which approaches would be the best for their applications. Therefore, we conducted a comprehensive simulation study to demonstrate the operating characteristics of the OBD selection approaches. The simulation study revealed key features of utility functions measuring the toxicity-efficacy trade-off and suggested that the measure used to select the OBD could vary depending on the choice of the dose-escalation procedure. Modelling the efficacy probability might lead to limited gains in OBD selection.
机构:
Univ Birmingham, Canc Res UK Clin Trials Unit, Birmingham, W Midlands, EnglandUniv Birmingham, Canc Res UK Clin Trials Unit, Birmingham, W Midlands, England
Yap, Christina
Billingham, Lucinda
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Univ Birmingham, Canc Res UK Clin Trials Unit, Birmingham, W Midlands, EnglandUniv Birmingham, Canc Res UK Clin Trials Unit, Birmingham, W Midlands, England
Billingham, Lucinda
Craddock, Charles
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Univ Birmingham, Canc Res UK Clin Trials Unit, Birmingham, W Midlands, England
Queen Elizabeth Hosp, Ctr Clin Haematol, Birmingham, W Midlands, EnglandUniv Birmingham, Canc Res UK Clin Trials Unit, Birmingham, W Midlands, England
Craddock, Charles
O'Quigley, John
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机构:
Univ Paris VI, Paris, FranceUniv Birmingham, Canc Res UK Clin Trials Unit, Birmingham, W Midlands, England
机构:
Penn State Univ, Dept Ind & Mfg Engn, Harold & Inge Marcus, 310 Leonhard Bldg, University Pk, PA 16802 USAPenn State Univ, Dept Ind & Mfg Engn, Harold & Inge Marcus, 310 Leonhard Bldg, University Pk, PA 16802 USA
Jin, Lan
Pang, Guodong
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Penn State Univ, Dept Ind & Mfg Engn, Harold & Inge Marcus, 310 Leonhard Bldg, University Pk, PA 16802 USAPenn State Univ, Dept Ind & Mfg Engn, Harold & Inge Marcus, 310 Leonhard Bldg, University Pk, PA 16802 USA
Pang, Guodong
Alemayehu, Demissie
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机构:
Pfizer Inc, Statist Dept, New York, NY USAPenn State Univ, Dept Ind & Mfg Engn, Harold & Inge Marcus, 310 Leonhard Bldg, University Pk, PA 16802 USA