A Bayesian phase I/II biomarker-based design for identifying subgroup-specific optimal dose for immunotherapy
被引:6
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作者:
Guo, Beibei
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Louisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USALouisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA
Guo, Beibei
[1
]
Zang, Yong
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Indiana Univ, Dept Biostat & Hlth Data Sci, Indianapolis, IN 46204 USA
Indiana Univ, Ctr Computat Biol & Bioinformat, Indianapolis, IN 46204 USALouisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA
Zang, Yong
[2
,3
]
机构:
[1] Louisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA
[2] Indiana Univ, Dept Biostat & Hlth Data Sci, Indianapolis, IN 46204 USA
[3] Indiana Univ, Ctr Computat Biol & Bioinformat, Indianapolis, IN 46204 USA
Immunotherapy is an innovative treatment that enlists the patient's immune system to battle tumors. The optimal dose for treating patients with an immunotherapeutic agent may differ according to their biomarker status. In this article, we propose a biomarker-based phase I/II dose-finding design for identifying subgroup-specific optimal dose for immunotherapy (BSOI) that jointly models the immune response, toxicity, and efficacy outcomes. We propose parsimonious yet flexible models to borrow information across different types of outcomes and subgroups. We quantify the desirability of the dose using a utility function and adopt a two-stage dose-finding algorithm to find the optimal dose for each subgroup. Simulation studies show that the BSOI design has desirable operating characteristics in selecting the subgroup-specific optimal doses and allocating patients to those optimal doses, and outperforms conventional designs.
机构:
Jiangsu Hengrui Pharmaceut Co Ltd, Dept Stat & Programming, Shanghai, Peoples R China
Indiana Univ, Dept Biostat & Hlth Data Sci, 410 W 10th St, Indianapolis, IN 46075 USAJiangsu Hengrui Pharmaceut Co Ltd, Dept Stat & Programming, Shanghai, Peoples R China
Zhang, Yifei
Guo, Beibei
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Louisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USAJiangsu Hengrui Pharmaceut Co Ltd, Dept Stat & Programming, Shanghai, Peoples R China
Guo, Beibei
Cao, Sha
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Indiana Univ, Dept Biostat & Hlth Data Sci, 410 W 10th St, Indianapolis, IN 46075 USA
Indiana Univ, Ctr Computat Biol & Bioinformat, Indianapolis, IN 46075 USAJiangsu Hengrui Pharmaceut Co Ltd, Dept Stat & Programming, Shanghai, Peoples R China
Cao, Sha
Zhang, Chi
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机构:
Indiana Univ, Ctr Computat Biol & Bioinformat, Indianapolis, IN 46075 USA
Indiana Univ, Dept Med & Mol Genet, Indianapolis, IN 46075 USAJiangsu Hengrui Pharmaceut Co Ltd, Dept Stat & Programming, Shanghai, Peoples R China
Zhang, Chi
Zang, Yong
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机构:
Indiana Univ, Dept Biostat & Hlth Data Sci, 410 W 10th St, Indianapolis, IN 46075 USA
Indiana Univ, Ctr Computat Biol & Bioinformat, Indianapolis, IN 46075 USAJiangsu Hengrui Pharmaceut Co Ltd, Dept Stat & Programming, Shanghai, Peoples R China
机构:
China Pharmaceut Univ, Res Ctr Biostat & Computat Pharm, Nanjing, Peoples R China
Univ Texas MD Anderson Canc Ctr, Dept Biostat, Houston, TX 77030 USAChina Pharmaceut Univ, Res Ctr Biostat & Computat Pharm, Nanjing, Peoples R China
Jiang, Liyun
Li, Ruobing
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Natl Med Prod Adm, Ctr Drug Evaluat, Beijing, Peoples R ChinaChina Pharmaceut Univ, Res Ctr Biostat & Computat Pharm, Nanjing, Peoples R China
Li, Ruobing
Yan, Fangrong
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China Pharmaceut Univ, Res Ctr Biostat & Computat Pharm, Nanjing, Peoples R ChinaChina Pharmaceut Univ, Res Ctr Biostat & Computat Pharm, Nanjing, Peoples R China
Yan, Fangrong
Yap, Timothy A.
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机构:
Univ Texas MD Anderson Canc Ctr, Dept Invest Canc Therapeut, Phase Program 1, Houston, TX 77030 USA
Univ Texas MD Anderson Canc Ctr, Khalifa Inst Personalized Canc Therapy, Houston, TX 77030 USA
Univ Texas MD Anderson Canc Ctr, Inst Appl Canc Sci, Houston, TX 77030 USAChina Pharmaceut Univ, Res Ctr Biostat & Computat Pharm, Nanjing, Peoples R China
Yap, Timothy A.
Yuan, Ying
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Univ Texas MD Anderson Canc Ctr, Dept Biostat, Houston, TX 77030 USAChina Pharmaceut Univ, Res Ctr Biostat & Computat Pharm, Nanjing, Peoples R China
机构:
Univ Texas Dallas, Peter Odonnell Jr Sch Publ Hlth, Southwestern Med Ctr, Dallas, TX 75080 USA
Univ Texas Dallas, Harold C Simmons Comprehens Canc Ctr, Southwestern Med Ctr, Dallas, TX 75080 USAUniv Texas Dallas, Peter Odonnell Jr Sch Publ Hlth, Southwestern Med Ctr, Dallas, TX 75080 USA
Qiu, Yingjie
Li, Mingyue
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机构:
Univ Texas Dallas, Peter Odonnell Jr Sch Publ Hlth, Southwestern Med Ctr, Dallas, TX 75080 USAUniv Texas Dallas, Peter Odonnell Jr Sch Publ Hlth, Southwestern Med Ctr, Dallas, TX 75080 USA
机构:
Tokyo Inst Technol, Sch Comp, Dept Math & Comp Sci, 2-12-1 Ookayama, Meguro, Tokyo 1528550, Japan
Pfizer R&D Japan, Clin Stat, Biometr & Data Management, Tokyo, JapanTokyo Inst Technol, Sch Comp, Dept Math & Comp Sci, 2-12-1 Ookayama, Meguro, Tokyo 1528550, Japan
Takahashi, Ami
Suzuki, Taiji
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机构:
Univ Tokyo, Grad Sch Informat Sci & Technol, Dept Math Informat, Tokyo, Japan
RIKEN, Ctr Adv Intelligence Project, Tokyo, JapanTokyo Inst Technol, Sch Comp, Dept Math & Comp Sci, 2-12-1 Ookayama, Meguro, Tokyo 1528550, Japan