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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机构:
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:
Kyowa Kirin Co Ltd, Biometr Dept, R&D Div, Tokyo, Japan
Grad Univ Adv Studies, Sch Multidisciplinary Sci, Dept Stat Sci, Tokyo, JapanKyowa Kirin Co Ltd, Biometr Dept, R&D Div, Tokyo, Japan
机构:
Univ Oxford, NDORMS, Botnar Res Ctr, Oxford Clin Trials Res Unit,Ctr Stat Med, Windmill Rd, Oxford OX3 7LD, EnglandUniv Oxford, NDORMS, Botnar Res Ctr, Oxford Clin Trials Res Unit,Ctr Stat Med, Windmill Rd, Oxford OX3 7LD, England
Love, Sharon B.
Brown, Sarah
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Univ Leeds, Leeds Inst Clin Trials Res, Clin Trials Res Unit, Leeds LS2 9JT, W Yorkshire, EnglandUniv Oxford, NDORMS, Botnar Res Ctr, Oxford Clin Trials Res Unit,Ctr Stat Med, Windmill Rd, Oxford OX3 7LD, England
Brown, Sarah
Weir, Christopher J.
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Univ Edinburgh, Med Sch, Edinburgh Clin Trials Unit, Usher Inst Populat Hlth Sci & Informat, Teviot Pl, Edinburgh EH8 9AG, Midlothian, ScotlandUniv Oxford, NDORMS, Botnar Res Ctr, Oxford Clin Trials Res Unit,Ctr Stat Med, Windmill Rd, Oxford OX3 7LD, England
Weir, Christopher J.
Harbron, Chris
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机构:
Roche Pharmaceut, 6 Falcon Way,Shire Pk, Welwyn Garden City AL7 1TW, Herts, EnglandUniv Oxford, NDORMS, Botnar Res Ctr, Oxford Clin Trials Res Unit,Ctr Stat Med, Windmill Rd, Oxford OX3 7LD, England
Harbron, Chris
Yap, Christina
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机构:
Univ Birmingham, Canc Res UK Clin Trials Unit, Inst Canc & Genom Sci, Coll Med & Dent Sci, Birmingham B15 2TT, W Midlands, EnglandUniv Oxford, NDORMS, Botnar Res Ctr, Oxford Clin Trials Res Unit,Ctr Stat Med, Windmill Rd, Oxford OX3 7LD, England
Yap, Christina
Gaschler-Markefski, Birgit
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机构:
Boehringer Ingelheim Pharma GmbH & Co KG, Biostat & Data Sci, Birkendorfer Str 65, D-88400 Biberach, GermanyUniv Oxford, NDORMS, Botnar Res Ctr, Oxford Clin Trials Res Unit,Ctr Stat Med, Windmill Rd, Oxford OX3 7LD, England
Gaschler-Markefski, Birgit
Matcham, James
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机构:
AstraZeneca, DaVinci Bldg,Melbourn Sci Pk, Royston SG8 6HB, EnglandUniv Oxford, NDORMS, Botnar Res Ctr, Oxford Clin Trials Res Unit,Ctr Stat Med, Windmill Rd, Oxford OX3 7LD, England
Matcham, James
Caffrey, Louise
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机构:Univ Oxford, NDORMS, Botnar Res Ctr, Oxford Clin Trials Res Unit,Ctr Stat Med, Windmill Rd, Oxford OX3 7LD, England
Caffrey, Louise
McKevitt, Christopher
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机构:
Trinity Coll Dublin, Sch Social Work & Social Policy, Dublin 2, Ireland
Kings Coll London, Fac Life Sci & Med, Div Hlth & Social Care Res, London, EnglandUniv Oxford, NDORMS, Botnar Res Ctr, Oxford Clin Trials Res Unit,Ctr Stat Med, Windmill Rd, Oxford OX3 7LD, England
McKevitt, Christopher
Clive, Sally
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机构:
Western Gen Hosp, Edinburgh Canc Ctr, Edinburgh EX4 2XU, Midlothian, ScotlandUniv Oxford, NDORMS, Botnar Res Ctr, Oxford Clin Trials Res Unit,Ctr Stat Med, Windmill Rd, Oxford OX3 7LD, England
Clive, Sally
Craddock, Charlie
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机构:
Haematol Univ Hosp Birmingham NHS Fdn Trust, Queen Elizabeth Med Ctr, Ctr Clin Haematol, Queen Elizabeth Hosp, Birmingham B15 2TH, W Midlands, EnglandUniv Oxford, NDORMS, Botnar Res Ctr, Oxford Clin Trials Res Unit,Ctr Stat Med, Windmill Rd, Oxford OX3 7LD, England
Craddock, Charlie
Spicer, James
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机构:
Guys Hosp, Div Canc Studies, London SE1 9RT, EnglandUniv Oxford, NDORMS, Botnar Res Ctr, Oxford Clin Trials Res Unit,Ctr Stat Med, Windmill Rd, Oxford OX3 7LD, England
Spicer, James
Cornelius, Victoria
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机构:
Imperial Coll London, Imperial Clin Trials Unit, Stadium House,68 Wood Lane, London W12 7RH, EnglandUniv Oxford, NDORMS, Botnar Res Ctr, Oxford Clin Trials Res Unit,Ctr Stat Med, Windmill Rd, Oxford OX3 7LD, England