A Bayesian dose finding design for clinical trials combining a cytotoxic agent with a molecularly targeted agent

被引:26
|
作者
Riviere, M. -K. [1 ,2 ,3 ]
Yuan, Y. [4 ]
Dubois, F. [3 ]
Zohar, S. [5 ,6 ]
机构
[1] Univ Paris 05, Suresnes, France
[2] Univ Paris 06, Suresnes, France
[3] Inst Rech Int Servier, Suresnes, France
[4] Univ Texas MD Anderson Canc Ctr, Houston, TX 77030 USA
[5] Univ Paris 05, F-75270 Paris 06, France
[6] Univ Paris 06, F-75252 Paris 05, France
关键词
Combination; Cytotoxicity; Dose finding; Molecularly targeted agent; Phase I-II; CONTINUAL REASSESSMENT METHOD; PHASE-I TRIALS; DYSFUNCTION WORKING GROUP; IMATINIB MESYLATE; ADVANCED MALIGNANCIES; DRUG-COMBINATIONS; VARYING DEGREES; SOLID TUMORS; CANCER; PACLITAXEL;
D O I
10.1111/rssc.12072
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Novel molecularly targeted agents (MTAs) have emerged as valuable alternatives or complements to traditional cytotoxic agents in the treatment of cancer. Clinicians are combining cytotoxic agents with MTAs in a single trial to achieve treatment synergism and better outcomes for patients. An important feature of such combinational trials is that, unlike the efficacy of the cytotoxic agent, that of the MTA may initially increase at low dose levels and then approximately plateau at higher dose levels as MTA saturation levels are reached. Therefore, the goal of the trial is to find the optimal dose combination that yields the highest efficacy with the lowest toxicity and meanwhile satisfies a certain safety requirement. We propose a Bayesian phase I-II design to find the optimal dose combination. We model toxicity by using a logistic regression and propose a novel proportional hazard model for efficacy, which accounts for the plateau in the MTA dose-efficacy curve. We evaluate the operating characteristics of the proposed design through simulation studies under various practical scenarios. The results show that the design proposed performs well and selects the optimal dose combination with high probability.
引用
收藏
页码:215 / 229
页数:15
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