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基于毒性概率区间的设计与连续重新评估方法的性能对比。

Performance of toxicity probability interval based designs in contrast to the continual reassessment method.

作者信息

Horton Bethany Jablonski, Wages Nolan A, Conaway Mark R

机构信息

Division of Translational Research and Applied Statistics, Department of Public Health Sciences, University of Virginia, Charlottesville, VA, U.S.A.

出版信息

Stat Med. 2017 Jan 30;36(2):291-300. doi: 10.1002/sim.7043. Epub 2016 Jul 19.

DOI:10.1002/sim.7043
PMID:27435150
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5267938/
Abstract

Toxicity probability interval designs have received increasing attention as a dose-finding method in recent years. In this study, we compared the two-stage, likelihood-based continual reassessment method (CRM), modified toxicity probability interval (mTPI), and the Bayesian optimal interval design (BOIN) in order to evaluate each method's performance in dose selection for phase I trials. We use several summary measures to compare the performance of these methods, including percentage of correct selection (PCS) of the true maximum tolerable dose (MTD), allocation of patients to doses at and around the true MTD, and an accuracy index. This index is an efficiency measure that describes the entire distribution of MTD selection and patient allocation by taking into account the distance between the true probability of toxicity at each dose level and the target toxicity rate. The simulation study considered a broad range of toxicity curves and various sample sizes. When considering PCS, we found that CRM outperformed the two competing methods in most scenarios, followed by BOIN, then mTPI. We observed a similar trend when considering the accuracy index for dose allocation, where CRM most often outperformed both mTPI and BOIN. These trends were more pronounced with increasing number of dose levels. Copyright © 2016 John Wiley & Sons, Ltd.

摘要

近年来,毒性概率区间设计作为一种剂量探索方法受到了越来越多的关注。在本研究中,我们比较了两阶段基于似然的连续重新评估方法(CRM)、改良毒性概率区间(mTPI)和贝叶斯最优区间设计(BOIN),以评估每种方法在I期试验剂量选择中的性能。我们使用了几种汇总指标来比较这些方法的性能,包括真正最大耐受剂量(MTD)的正确选择百分比(PCS)、患者在真正MTD及其附近剂量的分配情况,以及一个准确性指标。该指标是一种效率度量,通过考虑每个剂量水平下真正的毒性概率与目标毒性率之间的距离来描述MTD选择和患者分配的整体分布。模拟研究考虑了广泛的毒性曲线和各种样本量。在考虑PCS时,我们发现在大多数情况下CRM优于另外两种竞争方法,其次是BOIN,然后是mTPI。在考虑剂量分配的准确性指标时,我们也观察到了类似的趋势,即CRM最常优于mTPI和BOIN。随着剂量水平数量的增加,这些趋势更加明显。版权所有© 2016约翰威立父子有限公司。

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本文引用的文献

1
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Ann Oncol. 2015 Sep;26(9):1808-1812. doi: 10.1093/annonc/mdv266. Epub 2015 Jun 18.
2
Scientific Review of Phase I Protocols With Novel Dose-Escalation Designs: How Much Information Is Needed?具有新型剂量递增设计的I期试验方案的科学综述:需要多少信息?
J Clin Oncol. 2015 Jul 1;33(19):2221-5. doi: 10.1200/JCO.2014.59.8466. Epub 2015 May 4.
3
The current design of oncology phase I clinical trials: progressing from algorithms to statistical models.
Ⅰ期临床试验中的正则化连续评估法。
J Biopharm Stat. 2020 Nov 1;30(6):964-978. doi: 10.1080/10543406.2020.1818251. Epub 2020 Sep 14.
4
Coherence principles in interval-based dose finding.基于区间的剂量探索中的一致性原则。
Pharm Stat. 2020 Mar;19(2):137-144. doi: 10.1002/pst.1974. Epub 2019 Nov 6.
5
Evaluation of irrational dose assignment definitions using the continual reassessment method.使用连续重新评估法评估不合理剂量分配定义
Clin Trials. 2019 Dec;16(6):665-672. doi: 10.1177/1740774519873316. Epub 2019 Sep 23.
6
Consequences of Performing Parallel Dose Finding Trials in Heterogeneous Groups of Patients.在异质性患者群体中进行平行剂量探索试验的后果。
JNCI Cancer Spectr. 2019 Jun;3(2):pkz013. doi: 10.1093/jncics/pkz013. Epub 2019 May 7.
7
Evaluating the effects of design parameters on the performances of phase I trial designs.评估设计参数对I期试验设计性能的影响。
Contemp Clin Trials Commun. 2019 May 17;15:100379. doi: 10.1016/j.conctc.2019.100379. eCollection 2019 Sep.
8
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J Clin Oncol. 2019 Mar 1;37(7):580-588. doi: 10.1200/JCO.18.00889. Epub 2019 Jan 17.
9
The Impact of Early-Phase Trial Design in the Drug Development Process.药物研发过程中早期试验设计的影响。
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10
Shift models for dose-finding in partially ordered groups.部分有序组中剂量探索的转换模型。
Clin Trials. 2019 Feb;16(1):32-40. doi: 10.1177/1740774518801599. Epub 2018 Oct 11.
肿瘤学I期临床试验的当前设计:从算法到统计模型的进展
Chin Clin Oncol. 2014 Mar;3(1):2. doi: 10.3978/j.issn.2304-3865.2014.02.01.
4
Bridging Solutions in Dose Finding Problems.剂量探索问题中的桥接解决方案
Stat Biopharm Res. 2014 May 1;6(2):185-197. doi: 10.1080/19466315.2014.906365.
5
Adaptive dose-finding studies: a review of model-guided phase I clinical trials.适应性剂量探索研究:模型引导的I期临床试验综述
J Clin Oncol. 2014 Aug 10;32(23):2505-11. doi: 10.1200/JCO.2013.54.6051. Epub 2014 Jun 30.
6
Seamless Phase I/II Adaptive Design for Oncology Trials of Molecularly Targeted Agents.分子靶向药物肿瘤学试验的无缝I/II期适应性设计
J Biopharm Stat. 2015;25(5):903-20. doi: 10.1080/10543406.2014.920873. Epub 2014 Jun 6.
7
Phase I design for completely or partially ordered treatment schedules.完全或部分有序治疗方案的I期设计
Stat Med. 2014 Feb 20;33(4):569-79. doi: 10.1002/sim.5998. Epub 2013 Sep 30.
8
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10
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Stat Sci. 2010;25(2):202-216. doi: 10.1214/10-STS332.