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:
China Pharmaceut Univ, Res Ctr Biostat & Computat Pharm, Nanjing 211198, Peoples R ChinaChina Pharmaceut Univ, Res Ctr Biostat & Computat Pharm, Nanjing 211198, Peoples R China
Chen, Xin
Zhang, Jingyi
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China Pharmaceut Univ, Res Ctr Biostat & Computat Pharm, Nanjing 211198, Peoples R ChinaChina Pharmaceut Univ, Res Ctr Biostat & Computat Pharm, Nanjing 211198, Peoples R China
Zhang, Jingyi
Jiang, Liyun
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China Pharmaceut Univ, Res Ctr Biostat & Computat Pharm, Nanjing 211198, Peoples R ChinaChina Pharmaceut Univ, Res Ctr Biostat & Computat Pharm, Nanjing 211198, Peoples R China
Jiang, Liyun
Yan, Fangrong
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China Pharmaceut Univ, Res Ctr Biostat & Computat Pharm, Nanjing 211198, Peoples R ChinaChina Pharmaceut Univ, Res Ctr Biostat & Computat Pharm, Nanjing 211198, Peoples R China
机构:
East China Normal Univ, Sch Stat, 3663 North Zhongshan Rd, Shanghai 200062, Peoples R China
East China Normal Univ, Key Lab Adv Theory & Applicat Stat & Data Sci MOE, Shanghai, Peoples R ChinaEast China Normal Univ, Sch Stat, 3663 North Zhongshan Rd, Shanghai 200062, Peoples R China
Xu, Jin
Zhang, Dapeng
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East China Normal Univ, Sch Stat, 3663 North Zhongshan Rd, Shanghai 200062, Peoples R ChinaEast China Normal Univ, Sch Stat, 3663 North Zhongshan Rd, Shanghai 200062, Peoples R China
Zhang, Dapeng
Mu, Rongji
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Shanghai Jiao Tong Univ, Clin Res Ctr, Sch Med, Shanghai, Peoples R ChinaEast China Normal Univ, Sch Stat, 3663 North Zhongshan Rd, Shanghai 200062, Peoples R China