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Flexible, rule-based dose escalation: The cohort-sequence design

Phase I oncology trials seek to acquire preliminary information on the safety of novel treatments. In current practice, most such trials employ rule-based designs that determine whether to escalate the dose using data from the current dose only. The most popular of these, the 3 + 3, is simple and fa...

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Autores principales: Li, Shuang, Xie, Xian-Jin, Heitjan, Daniel F.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7029255/
https://www.ncbi.nlm.nih.gov/pubmed/32099932
http://dx.doi.org/10.1016/j.conctc.2020.100541
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author Li, Shuang
Xie, Xian-Jin
Heitjan, Daniel F.
author_facet Li, Shuang
Xie, Xian-Jin
Heitjan, Daniel F.
author_sort Li, Shuang
collection PubMed
description Phase I oncology trials seek to acquire preliminary information on the safety of novel treatments. In current practice, most such trials employ rule-based designs that determine whether to escalate the dose using data from the current dose only. The most popular of these, the 3 + 3, is simple and familiar but inflexible and inefficient. We propose a rule-based design that addresses these deficiencies. Our method, which we denote the cohort-sequence design, is defined by a sequence of J increasing cohort sizes [Formula: see text] and corresponding critical values [Formula: see text]. The idea is to begin with a small cohort size [Formula: see text] and escalate through the planned doses, increasing the cohort size when we encounter toxicities. By selection of J and a safety threshold tuning parameter θ, one can create a design that will efficiently identify a target toxicity rate, potentially including a built-in dose-expansion cohort. We compared our designs to the 3 + 3 under a range of toxicity scenarios, observing that our approach generally rapidly identifies an MTD without enrolling patients unnecessarily at low doses where both toxicity and response rates are likely to be low. We have implemented the design in the R package cohortsequence.
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spelling pubmed-70292552020-02-25 Flexible, rule-based dose escalation: The cohort-sequence design Li, Shuang Xie, Xian-Jin Heitjan, Daniel F. Contemp Clin Trials Commun Article Phase I oncology trials seek to acquire preliminary information on the safety of novel treatments. In current practice, most such trials employ rule-based designs that determine whether to escalate the dose using data from the current dose only. The most popular of these, the 3 + 3, is simple and familiar but inflexible and inefficient. We propose a rule-based design that addresses these deficiencies. Our method, which we denote the cohort-sequence design, is defined by a sequence of J increasing cohort sizes [Formula: see text] and corresponding critical values [Formula: see text]. The idea is to begin with a small cohort size [Formula: see text] and escalate through the planned doses, increasing the cohort size when we encounter toxicities. By selection of J and a safety threshold tuning parameter θ, one can create a design that will efficiently identify a target toxicity rate, potentially including a built-in dose-expansion cohort. We compared our designs to the 3 + 3 under a range of toxicity scenarios, observing that our approach generally rapidly identifies an MTD without enrolling patients unnecessarily at low doses where both toxicity and response rates are likely to be low. We have implemented the design in the R package cohortsequence. Elsevier 2020-02-09 /pmc/articles/PMC7029255/ /pubmed/32099932 http://dx.doi.org/10.1016/j.conctc.2020.100541 Text en © 2020 The Author(s) http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Li, Shuang
Xie, Xian-Jin
Heitjan, Daniel F.
Flexible, rule-based dose escalation: The cohort-sequence design
title Flexible, rule-based dose escalation: The cohort-sequence design
title_full Flexible, rule-based dose escalation: The cohort-sequence design
title_fullStr Flexible, rule-based dose escalation: The cohort-sequence design
title_full_unstemmed Flexible, rule-based dose escalation: The cohort-sequence design
title_short Flexible, rule-based dose escalation: The cohort-sequence design
title_sort flexible, rule-based dose escalation: the cohort-sequence design
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7029255/
https://www.ncbi.nlm.nih.gov/pubmed/32099932
http://dx.doi.org/10.1016/j.conctc.2020.100541
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