Cargando…
Extensions of the mTPI and TEQR designs to include non-monotone efficacy in addition to toxicity for optimal dose determination for early phase immunotherapy oncology trials
With the emergence of immunotherapy and other novel therapies, the traditional assumption that the efficacy of the study drug increases monotonically with dose levels is not always true. Therefore, dose-finding methods evaluating only toxicity data may not be adequate. In this paper, we have first c...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5898482/ https://www.ncbi.nlm.nih.gov/pubmed/29696160 http://dx.doi.org/10.1016/j.conctc.2018.01.006 |
_version_ | 1783314131863994368 |
---|---|
author | Ananthakrishnan, Revathi Green, Stephanie Li, Daniel LaValley, Michael |
author_facet | Ananthakrishnan, Revathi Green, Stephanie Li, Daniel LaValley, Michael |
author_sort | Ananthakrishnan, Revathi |
collection | PubMed |
description | With the emergence of immunotherapy and other novel therapies, the traditional assumption that the efficacy of the study drug increases monotonically with dose levels is not always true. Therefore, dose-finding methods evaluating only toxicity data may not be adequate. In this paper, we have first compared the Modified Toxicity Probability Interval (mTPI) and Toxicity Equivalence Range (TEQR) dose-finding oncology designs for safety with identical stopping rules; we have then extended both designs to include efficacy in addition to safety – we determine the optimal dose for safety and efficacy using these designs by applying isotonic regression to the observed toxicity and efficacy rates, once the early phase trial is completed. We consider multiple types of underlying dose response curves, i.e., monotonically increasing, plateau, or umbrella-shaped. We conduct simulation studies to investigate the operating characteristics of the two proposed designs and compare them to existing designs. We found that the extended mTPI design selects the optimal dose for safety and efficacy more accurately than the other designs for most of the scenarios considered. |
format | Online Article Text |
id | pubmed-5898482 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-58984822018-04-25 Extensions of the mTPI and TEQR designs to include non-monotone efficacy in addition to toxicity for optimal dose determination for early phase immunotherapy oncology trials Ananthakrishnan, Revathi Green, Stephanie Li, Daniel LaValley, Michael Contemp Clin Trials Commun Article With the emergence of immunotherapy and other novel therapies, the traditional assumption that the efficacy of the study drug increases monotonically with dose levels is not always true. Therefore, dose-finding methods evaluating only toxicity data may not be adequate. In this paper, we have first compared the Modified Toxicity Probability Interval (mTPI) and Toxicity Equivalence Range (TEQR) dose-finding oncology designs for safety with identical stopping rules; we have then extended both designs to include efficacy in addition to safety – we determine the optimal dose for safety and efficacy using these designs by applying isotonic regression to the observed toxicity and efficacy rates, once the early phase trial is completed. We consider multiple types of underlying dose response curves, i.e., monotonically increasing, plateau, or umbrella-shaped. We conduct simulation studies to investigate the operating characteristics of the two proposed designs and compare them to existing designs. We found that the extended mTPI design selects the optimal dose for safety and efficacy more accurately than the other designs for most of the scenarios considered. Elsevier 2018-01-31 /pmc/articles/PMC5898482/ /pubmed/29696160 http://dx.doi.org/10.1016/j.conctc.2018.01.006 Text en © 2018 The Authors http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Ananthakrishnan, Revathi Green, Stephanie Li, Daniel LaValley, Michael Extensions of the mTPI and TEQR designs to include non-monotone efficacy in addition to toxicity for optimal dose determination for early phase immunotherapy oncology trials |
title | Extensions of the mTPI and TEQR designs to include non-monotone efficacy in addition to toxicity for optimal dose determination for early phase immunotherapy oncology trials |
title_full | Extensions of the mTPI and TEQR designs to include non-monotone efficacy in addition to toxicity for optimal dose determination for early phase immunotherapy oncology trials |
title_fullStr | Extensions of the mTPI and TEQR designs to include non-monotone efficacy in addition to toxicity for optimal dose determination for early phase immunotherapy oncology trials |
title_full_unstemmed | Extensions of the mTPI and TEQR designs to include non-monotone efficacy in addition to toxicity for optimal dose determination for early phase immunotherapy oncology trials |
title_short | Extensions of the mTPI and TEQR designs to include non-monotone efficacy in addition to toxicity for optimal dose determination for early phase immunotherapy oncology trials |
title_sort | extensions of the mtpi and teqr designs to include non-monotone efficacy in addition to toxicity for optimal dose determination for early phase immunotherapy oncology trials |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5898482/ https://www.ncbi.nlm.nih.gov/pubmed/29696160 http://dx.doi.org/10.1016/j.conctc.2018.01.006 |
work_keys_str_mv | AT ananthakrishnanrevathi extensionsofthemtpiandteqrdesignstoincludenonmonotoneefficacyinadditiontotoxicityforoptimaldosedeterminationforearlyphaseimmunotherapyoncologytrials AT greenstephanie extensionsofthemtpiandteqrdesignstoincludenonmonotoneefficacyinadditiontotoxicityforoptimaldosedeterminationforearlyphaseimmunotherapyoncologytrials AT lidaniel extensionsofthemtpiandteqrdesignstoincludenonmonotoneefficacyinadditiontotoxicityforoptimaldosedeterminationforearlyphaseimmunotherapyoncologytrials AT lavalleymichael extensionsofthemtpiandteqrdesignstoincludenonmonotoneefficacyinadditiontotoxicityforoptimaldosedeterminationforearlyphaseimmunotherapyoncologytrials |