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N-of-1 Trials in Pediatric Oncology: From a Population-Based Approach to Personalized Medicine—A Review

SIMPLE SUMMARY: Clinical trials in pediatric oncology and personalized medicine are challenging due to the rarity of the disease, the low prevalence, and the ever-improving treatment outcomes. Many of the methods designed for small numbers and approaches used in classical population studies are not...

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Autores principales: Kyr, Michal, Svobodnik, Adam, Stepanova, Radka, Hejnova, Renata
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8582573/
https://www.ncbi.nlm.nih.gov/pubmed/34771590
http://dx.doi.org/10.3390/cancers13215428
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author Kyr, Michal
Svobodnik, Adam
Stepanova, Radka
Hejnova, Renata
author_facet Kyr, Michal
Svobodnik, Adam
Stepanova, Radka
Hejnova, Renata
author_sort Kyr, Michal
collection PubMed
description SIMPLE SUMMARY: Clinical trials in pediatric oncology and personalized medicine are challenging due to the rarity of the disease, the low prevalence, and the ever-improving treatment outcomes. Many of the methods designed for small numbers and approaches used in classical population studies are not suitable for personalized pediatric oncology. There has been a change of perspective on the whole issue of rare diseases and personalized medicine. For example, a shift from a population to an individual perspective, generalizing from the individual to the population, using repeated measures and a within-subject design instead of parallel groups, exploring the variability instead of suppressing it, etc. N-of-1 should be understood as a whole range of approaches that fit the new inferential, evidential and analytical paradigms of modern medicine. ABSTRACT: Pediatric oncology is a critical area where the more efficient development of new treatments is urgently needed. The speed of approval of new drugs is still limited by regulatory requirements and a lack of innovative designs appropriate for trials in children. Childhood cancers meet the criteria of rare diseases. Personalized medicine brings it even closer to the horizon of individual cases. Thus, not all the traditional research tools, such as large-scale RCTs, are always suitable or even applicable, mainly due to limited sample sizes. Small samples and traditional versus subject-specific evidence are both distinctive issues in personalized pediatric oncology. Modern analytical approaches and adaptations of the paradigms of evidence are warranted. We have reviewed innovative trial designs and analytical methods developed for small populations, together with individualized approaches, given their applicability to pediatric oncology. We discuss traditional population-based and individualized perspectives of inferences and evidence, and explain the possibilities of using various methods in pediatric personalized oncology. We find that specific derivatives of the original N-of-1 trial design adapted for pediatric personalized oncology may represent an optimal analytical tool for this area of medicine. We conclude that no particular N-of-1 strategy can provide a solution. Rather, a whole range of approaches is needed to satisfy the new inferential and analytical paradigms of modern medicine. We reveal a new view of cancer as continuum model and discuss the “evidence puzzle”.
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spelling pubmed-85825732021-11-12 N-of-1 Trials in Pediatric Oncology: From a Population-Based Approach to Personalized Medicine—A Review Kyr, Michal Svobodnik, Adam Stepanova, Radka Hejnova, Renata Cancers (Basel) Review SIMPLE SUMMARY: Clinical trials in pediatric oncology and personalized medicine are challenging due to the rarity of the disease, the low prevalence, and the ever-improving treatment outcomes. Many of the methods designed for small numbers and approaches used in classical population studies are not suitable for personalized pediatric oncology. There has been a change of perspective on the whole issue of rare diseases and personalized medicine. For example, a shift from a population to an individual perspective, generalizing from the individual to the population, using repeated measures and a within-subject design instead of parallel groups, exploring the variability instead of suppressing it, etc. N-of-1 should be understood as a whole range of approaches that fit the new inferential, evidential and analytical paradigms of modern medicine. ABSTRACT: Pediatric oncology is a critical area where the more efficient development of new treatments is urgently needed. The speed of approval of new drugs is still limited by regulatory requirements and a lack of innovative designs appropriate for trials in children. Childhood cancers meet the criteria of rare diseases. Personalized medicine brings it even closer to the horizon of individual cases. Thus, not all the traditional research tools, such as large-scale RCTs, are always suitable or even applicable, mainly due to limited sample sizes. Small samples and traditional versus subject-specific evidence are both distinctive issues in personalized pediatric oncology. Modern analytical approaches and adaptations of the paradigms of evidence are warranted. We have reviewed innovative trial designs and analytical methods developed for small populations, together with individualized approaches, given their applicability to pediatric oncology. We discuss traditional population-based and individualized perspectives of inferences and evidence, and explain the possibilities of using various methods in pediatric personalized oncology. We find that specific derivatives of the original N-of-1 trial design adapted for pediatric personalized oncology may represent an optimal analytical tool for this area of medicine. We conclude that no particular N-of-1 strategy can provide a solution. Rather, a whole range of approaches is needed to satisfy the new inferential and analytical paradigms of modern medicine. We reveal a new view of cancer as continuum model and discuss the “evidence puzzle”. MDPI 2021-10-29 /pmc/articles/PMC8582573/ /pubmed/34771590 http://dx.doi.org/10.3390/cancers13215428 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Kyr, Michal
Svobodnik, Adam
Stepanova, Radka
Hejnova, Renata
N-of-1 Trials in Pediatric Oncology: From a Population-Based Approach to Personalized Medicine—A Review
title N-of-1 Trials in Pediatric Oncology: From a Population-Based Approach to Personalized Medicine—A Review
title_full N-of-1 Trials in Pediatric Oncology: From a Population-Based Approach to Personalized Medicine—A Review
title_fullStr N-of-1 Trials in Pediatric Oncology: From a Population-Based Approach to Personalized Medicine—A Review
title_full_unstemmed N-of-1 Trials in Pediatric Oncology: From a Population-Based Approach to Personalized Medicine—A Review
title_short N-of-1 Trials in Pediatric Oncology: From a Population-Based Approach to Personalized Medicine—A Review
title_sort n-of-1 trials in pediatric oncology: from a population-based approach to personalized medicine—a review
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8582573/
https://www.ncbi.nlm.nih.gov/pubmed/34771590
http://dx.doi.org/10.3390/cancers13215428
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