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Radius additivity score: a novel combination index for tumour growth inhibition in fixed-dose xenograft studies

The effect of combination therapies in many cancers has often been shown to be superior to that of monotherapies. This success is commonly attributed to drug synergies. Combinations of two (or more) drugs in xenograft tumor growth inhibition (TGI) studies are typically designed at fixed doses for ea...

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Autores principales: Melillo, Nicola, Dickinson, Jake, Tan, Lu, Mistry, Hitesh B., Huber, Heinrich J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10603293/
https://www.ncbi.nlm.nih.gov/pubmed/37900154
http://dx.doi.org/10.3389/fphar.2023.1272058
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author Melillo, Nicola
Dickinson, Jake
Tan, Lu
Mistry, Hitesh B.
Huber, Heinrich J.
author_facet Melillo, Nicola
Dickinson, Jake
Tan, Lu
Mistry, Hitesh B.
Huber, Heinrich J.
author_sort Melillo, Nicola
collection PubMed
description The effect of combination therapies in many cancers has often been shown to be superior to that of monotherapies. This success is commonly attributed to drug synergies. Combinations of two (or more) drugs in xenograft tumor growth inhibition (TGI) studies are typically designed at fixed doses for each compound. The available methods for assessing synergy in such study designs are based on combination indices (CI) and model-based analyses. The former methods are suitable for screening exercises but are difficult to verify in in vivo studies, while the latter incorporate drug synergy in semi-mechanistic frameworks describing disease progression and drug action but are unsuitable for screening. In the current study, we proposed the empirical radius additivity (Rad-add) score, a novel CI for synergy detection in fixed-dose xenograft TGI combination studies. The Rad-add score approximates model-based analysis performed using the semi-mechanistic constant-radius growth TGI model. The Rad-add score was compared with response additivity, defined as the addition of the two response values, and the bliss independence model in combination studies derived from the Novartis PDX dataset. The results showed that the bliss independence and response additivity models predicted synergistic interactions with high and low probabilities, respectively. The Rad-add score predicted synergistic probabilities that appeared to be between those predicted with response additivity and the Bliss model. We believe that the Rad-add score is particularly suitable for assessing synergy in the context of xenograft combination TGI studies, as it combines the advantages of CI approaches suitable for screening exercises with those of semi-mechanistic TGI models based on a mechanistic understanding of tumor growth.
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spelling pubmed-106032932023-10-28 Radius additivity score: a novel combination index for tumour growth inhibition in fixed-dose xenograft studies Melillo, Nicola Dickinson, Jake Tan, Lu Mistry, Hitesh B. Huber, Heinrich J. Front Pharmacol Pharmacology The effect of combination therapies in many cancers has often been shown to be superior to that of monotherapies. This success is commonly attributed to drug synergies. Combinations of two (or more) drugs in xenograft tumor growth inhibition (TGI) studies are typically designed at fixed doses for each compound. The available methods for assessing synergy in such study designs are based on combination indices (CI) and model-based analyses. The former methods are suitable for screening exercises but are difficult to verify in in vivo studies, while the latter incorporate drug synergy in semi-mechanistic frameworks describing disease progression and drug action but are unsuitable for screening. In the current study, we proposed the empirical radius additivity (Rad-add) score, a novel CI for synergy detection in fixed-dose xenograft TGI combination studies. The Rad-add score approximates model-based analysis performed using the semi-mechanistic constant-radius growth TGI model. The Rad-add score was compared with response additivity, defined as the addition of the two response values, and the bliss independence model in combination studies derived from the Novartis PDX dataset. The results showed that the bliss independence and response additivity models predicted synergistic interactions with high and low probabilities, respectively. The Rad-add score predicted synergistic probabilities that appeared to be between those predicted with response additivity and the Bliss model. We believe that the Rad-add score is particularly suitable for assessing synergy in the context of xenograft combination TGI studies, as it combines the advantages of CI approaches suitable for screening exercises with those of semi-mechanistic TGI models based on a mechanistic understanding of tumor growth. Frontiers Media S.A. 2023-10-13 /pmc/articles/PMC10603293/ /pubmed/37900154 http://dx.doi.org/10.3389/fphar.2023.1272058 Text en Copyright © 2023 Melillo, Dickinson, Tan, Mistry and Huber. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Pharmacology
Melillo, Nicola
Dickinson, Jake
Tan, Lu
Mistry, Hitesh B.
Huber, Heinrich J.
Radius additivity score: a novel combination index for tumour growth inhibition in fixed-dose xenograft studies
title Radius additivity score: a novel combination index for tumour growth inhibition in fixed-dose xenograft studies
title_full Radius additivity score: a novel combination index for tumour growth inhibition in fixed-dose xenograft studies
title_fullStr Radius additivity score: a novel combination index for tumour growth inhibition in fixed-dose xenograft studies
title_full_unstemmed Radius additivity score: a novel combination index for tumour growth inhibition in fixed-dose xenograft studies
title_short Radius additivity score: a novel combination index for tumour growth inhibition in fixed-dose xenograft studies
title_sort radius additivity score: a novel combination index for tumour growth inhibition in fixed-dose xenograft studies
topic Pharmacology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10603293/
https://www.ncbi.nlm.nih.gov/pubmed/37900154
http://dx.doi.org/10.3389/fphar.2023.1272058
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