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Toxicity‐dependent feasibility bounds for the escalation with overdose control approach in phase I cancer trials
Phase I trials of anti‐cancer therapies aim to identify a maximum tolerated dose (MTD), defined as the dose that causes unacceptable toxicity in a target proportion of patients. Both rule‐based and model‐based methods have been proposed for MTD recommendation. The escalation with overdose control (E...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5462100/ https://www.ncbi.nlm.nih.gov/pubmed/28295513 http://dx.doi.org/10.1002/sim.7280 |
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author | Wheeler, Graham M. Sweeting, Michael J. Mander, Adrian P. |
author_facet | Wheeler, Graham M. Sweeting, Michael J. Mander, Adrian P. |
author_sort | Wheeler, Graham M. |
collection | PubMed |
description | Phase I trials of anti‐cancer therapies aim to identify a maximum tolerated dose (MTD), defined as the dose that causes unacceptable toxicity in a target proportion of patients. Both rule‐based and model‐based methods have been proposed for MTD recommendation. The escalation with overdose control (EWOC) approach is a model‐based design where the dose assigned to the next patient is one that, given all available data, has a posterior probability of exceeding the MTD equal to a pre‐specified value known as the feasibility bound. The aim is to conservatively dose‐escalate and approach the MTD, avoiding severe overdosing early on in a trial. The EWOC approach has been applied in practice with the feasibility bound either fixed or varying throughout a trial, yet some of the methods may recommend incoherent dose‐escalation, that is, an increase in dose after observing severe toxicity at the current dose. We present examples where varying feasibility bounds have been used in practice, and propose a toxicity‐dependent feasibility bound approach that guarantees coherent dose‐escalation and incorporates the desirable features of other EWOC approaches. We show via detailed simulation studies that the toxicity‐dependent feasibility bound approach provides improved MTD recommendation properties to the original EWOC approach for both discrete and continuous doses across most dose‐toxicity scenarios, with comparable performance to other approaches without recommending incoherent dose escalation. © 2017 The Authors. Statistics in Medicine Published by John Wiley & Sons Ltd. |
format | Online Article Text |
id | pubmed-5462100 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-54621002017-07-11 Toxicity‐dependent feasibility bounds for the escalation with overdose control approach in phase I cancer trials Wheeler, Graham M. Sweeting, Michael J. Mander, Adrian P. Stat Med Research Articles Phase I trials of anti‐cancer therapies aim to identify a maximum tolerated dose (MTD), defined as the dose that causes unacceptable toxicity in a target proportion of patients. Both rule‐based and model‐based methods have been proposed for MTD recommendation. The escalation with overdose control (EWOC) approach is a model‐based design where the dose assigned to the next patient is one that, given all available data, has a posterior probability of exceeding the MTD equal to a pre‐specified value known as the feasibility bound. The aim is to conservatively dose‐escalate and approach the MTD, avoiding severe overdosing early on in a trial. The EWOC approach has been applied in practice with the feasibility bound either fixed or varying throughout a trial, yet some of the methods may recommend incoherent dose‐escalation, that is, an increase in dose after observing severe toxicity at the current dose. We present examples where varying feasibility bounds have been used in practice, and propose a toxicity‐dependent feasibility bound approach that guarantees coherent dose‐escalation and incorporates the desirable features of other EWOC approaches. We show via detailed simulation studies that the toxicity‐dependent feasibility bound approach provides improved MTD recommendation properties to the original EWOC approach for both discrete and continuous doses across most dose‐toxicity scenarios, with comparable performance to other approaches without recommending incoherent dose escalation. © 2017 The Authors. Statistics in Medicine Published by John Wiley & Sons Ltd. John Wiley and Sons Inc. 2017-03-15 2017-07-20 /pmc/articles/PMC5462100/ /pubmed/28295513 http://dx.doi.org/10.1002/sim.7280 Text en © 2017 The Authors. Statistics in Medicine Published by John Wiley & Sons Ltd This is an open access article under the terms of the Creative Commons Attribution (http://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Articles Wheeler, Graham M. Sweeting, Michael J. Mander, Adrian P. Toxicity‐dependent feasibility bounds for the escalation with overdose control approach in phase I cancer trials |
title | Toxicity‐dependent feasibility bounds for the escalation with overdose control approach in phase I cancer trials |
title_full | Toxicity‐dependent feasibility bounds for the escalation with overdose control approach in phase I cancer trials |
title_fullStr | Toxicity‐dependent feasibility bounds for the escalation with overdose control approach in phase I cancer trials |
title_full_unstemmed | Toxicity‐dependent feasibility bounds for the escalation with overdose control approach in phase I cancer trials |
title_short | Toxicity‐dependent feasibility bounds for the escalation with overdose control approach in phase I cancer trials |
title_sort | toxicity‐dependent feasibility bounds for the escalation with overdose control approach in phase i cancer trials |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5462100/ https://www.ncbi.nlm.nih.gov/pubmed/28295513 http://dx.doi.org/10.1002/sim.7280 |
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