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:
Louisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USALouisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA
Guo, Beibei
Zang, Yong
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Indiana Univ, Sch Med, Dept Biostat & Data Sci, Indianapolis, IN USA
Indiana Univ, Ctr Computat Biol & Bioinformat, Indianapolis, IN 46204 USALouisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA
Zang, Yong
Lin, Li-Hsiang
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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
Lin, Li-Hsiang
Zhang, Rui
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Louisiana State Univ, Dept Phys & Astron, Baton Rouge, LA 70803 USA
Mary Bird Perkins Canc Ctr, Dept Radiat Oncol, Baton Rouge, LA USALouisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA
机构:
Univ Iowa, Dept Biostat, 145 North Riverside Dr, Iowa City, IA 52242 USA
Eli Lilly & Co, Dept Stat Data & Analyt, Indianapolis, IN 46285 USAUniv Iowa, Dept Biostat, 145 North Riverside Dr, Iowa City, IA 52242 USA
Curtis, Alexandra
Smith, Brian
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Univ Iowa, Dept Biostat, 145 North Riverside Dr, Iowa City, IA 52242 USAUniv Iowa, Dept Biostat, 145 North Riverside Dr, Iowa City, IA 52242 USA
Smith, Brian
Chapple, Andrew G.
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LSU Hlth Sci Ctr, Biostat Program, Sch Publ Hlth, New Orleans, LA USAUniv Iowa, Dept Biostat, 145 North Riverside Dr, Iowa City, IA 52242 USA
机构:
Louisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USALouisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA
Guo, Beibei
Zang, Yong
论文数: 0引用数: 0
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机构:
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
机构:
Indiana Univ, Dept Biostat & Hlth Data Sci, Indianapolis, IN 46202 USA
Eli Lilly & Co, Indianapolis, IN USAIndiana Univ, Dept Biostat & Hlth Data Sci, Indianapolis, IN 46202 USA
Shan, Mu
Guo, Beibei
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Louisiana State Univ, Dept Expt Stat, Baton Rouge, LA USAIndiana Univ, Dept Biostat & Hlth Data Sci, Indianapolis, IN 46202 USA
Guo, Beibei
Liu, Hao
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机构:
Rutgers State Univ, Canc Inst New Jersey, Dept Biostat & Epidemiol, Rutgers, NJ USAIndiana Univ, Dept Biostat & Hlth Data Sci, Indianapolis, IN 46202 USA
Liu, Hao
Li, Qian
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机构:
St Jude Childrens Res Hosp, Dept Biostat, Memphis, TN USAIndiana Univ, Dept Biostat & Hlth Data Sci, Indianapolis, IN 46202 USA
Li, Qian
Zang, Yong
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机构:
Indiana Univ, Dept Biostat & Hlth Data Sci, Indianapolis, IN 46202 USA
Indiana Univ, Ctr Computat Biol & Bioinformat, Indianapolis, IN 46202 USA
Indiana Univ, Dept Biostat & Hlth Data Sci, 410 10th St, Indianapolis, IN 46202 USAIndiana Univ, Dept Biostat & Hlth Data Sci, Indianapolis, IN 46202 USA
机构:
Chugai Pharmaceut Co Ltd, Biometr Dept, Tokyo, JapanChugai Pharmaceut Co Ltd, Biometr Dept, Tokyo, Japan
Sugitani, Yasuo
Morita, Satoshi
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机构:
Kyoto Univ, Dept Biomed Stat & Bioinformat, Grad Sch Med, Kyoto, Japan
Kyoto Univ, Dept Biomed Stat & Bioinformat, Grad Sch Med, 54 Kawahara Cho,Sakyo Ku, Kyoto 6068507, JapanChugai Pharmaceut Co Ltd, Biometr Dept, Tokyo, Japan
Morita, Satoshi
Nakakura, Akiyoshi
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Kyoto Univ, Dept Biomed Stat & Bioinformat, Grad Sch Med, Kyoto, JapanChugai Pharmaceut Co Ltd, Biometr Dept, Tokyo, Japan
Nakakura, Akiyoshi
Yamamoto, Hideharu
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机构:
Chugai Pharmaceut Co Ltd, Biometr Dept, Tokyo, JapanChugai Pharmaceut Co Ltd, Biometr Dept, Tokyo, Japan