Cargando…

Solving the Problem of Assessing Synergy and Antagonism for Non-Traditional Dosing Curve Compounds Using the DE/ZI Method: Application to Nrf2 Activators

Multi-drug combination therapy carries significant promise for pharmacological intervention, primarily better efficacy with less toxicity and fewer side effects. However, the field lacks methodology to assess synergistic or antagonistic interactions for drugs with non-traditional dose response curve...

Descripción completa

Detalles Bibliográficos
Autores principales: Repash, Elizabeth M., Pensabene, Kaitlin M., Palenchar, Peter M., Eggler, Aimee L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8215699/
https://www.ncbi.nlm.nih.gov/pubmed/34163365
http://dx.doi.org/10.3389/fphar.2021.686201
_version_ 1783710291643596800
author Repash, Elizabeth M.
Pensabene, Kaitlin M.
Palenchar, Peter M.
Eggler, Aimee L.
author_facet Repash, Elizabeth M.
Pensabene, Kaitlin M.
Palenchar, Peter M.
Eggler, Aimee L.
author_sort Repash, Elizabeth M.
collection PubMed
description Multi-drug combination therapy carries significant promise for pharmacological intervention, primarily better efficacy with less toxicity and fewer side effects. However, the field lacks methodology to assess synergistic or antagonistic interactions for drugs with non-traditional dose response curves. Specifically, our goal was to assess small-molecule modulators of antioxidant response element (ARE)-driven gene expression, which is largely regulated by the Nrf2 transcription factor. Known as Nrf2 activators, this class of compounds upregulates a battery of cytoprotective genes and shows significant promise for prevention of numerous chronic diseases. For example, sulforaphane sourced from broccoli sprouts is the subject of over 70 clinical trials. Nrf2 activators generally have non-traditional dose response curves that are hormetic, or U-shaped. We introduce a method based on the principles of Loewe Additivity to assess synergism and antagonism for two compounds in combination. This method, termed Dose-Equivalence/Zero Interaction (DE/ZI), can be used with traditional Hill-slope response curves, and it also can assess interactions for compounds with non-traditional curves, using a nearest-neighbor approach. Using a Monte-Carlo method, DE/ZI generates a measure of synergy or antagonism for each dosing pair with an associated error and p-value, resulting in a 3D response surface. For the assessed Nrf2 activators, sulforaphane and di-tert-butylhydroquinone, this approach revealed synergistic interactions at higher dosing concentrations consistently across data sets and potential antagonistic interactions at lower concentrations. DE/ZI eliminates the need to determine the best fit equation for a given data set and values experimentally-derived results over formulated fits.
format Online
Article
Text
id pubmed-8215699
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-82156992021-06-22 Solving the Problem of Assessing Synergy and Antagonism for Non-Traditional Dosing Curve Compounds Using the DE/ZI Method: Application to Nrf2 Activators Repash, Elizabeth M. Pensabene, Kaitlin M. Palenchar, Peter M. Eggler, Aimee L. Front Pharmacol Pharmacology Multi-drug combination therapy carries significant promise for pharmacological intervention, primarily better efficacy with less toxicity and fewer side effects. However, the field lacks methodology to assess synergistic or antagonistic interactions for drugs with non-traditional dose response curves. Specifically, our goal was to assess small-molecule modulators of antioxidant response element (ARE)-driven gene expression, which is largely regulated by the Nrf2 transcription factor. Known as Nrf2 activators, this class of compounds upregulates a battery of cytoprotective genes and shows significant promise for prevention of numerous chronic diseases. For example, sulforaphane sourced from broccoli sprouts is the subject of over 70 clinical trials. Nrf2 activators generally have non-traditional dose response curves that are hormetic, or U-shaped. We introduce a method based on the principles of Loewe Additivity to assess synergism and antagonism for two compounds in combination. This method, termed Dose-Equivalence/Zero Interaction (DE/ZI), can be used with traditional Hill-slope response curves, and it also can assess interactions for compounds with non-traditional curves, using a nearest-neighbor approach. Using a Monte-Carlo method, DE/ZI generates a measure of synergy or antagonism for each dosing pair with an associated error and p-value, resulting in a 3D response surface. For the assessed Nrf2 activators, sulforaphane and di-tert-butylhydroquinone, this approach revealed synergistic interactions at higher dosing concentrations consistently across data sets and potential antagonistic interactions at lower concentrations. DE/ZI eliminates the need to determine the best fit equation for a given data set and values experimentally-derived results over formulated fits. Frontiers Media S.A. 2021-06-07 /pmc/articles/PMC8215699/ /pubmed/34163365 http://dx.doi.org/10.3389/fphar.2021.686201 Text en Copyright © 2021 Repash, Pensabene, Palenchar and Eggler. 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
Repash, Elizabeth M.
Pensabene, Kaitlin M.
Palenchar, Peter M.
Eggler, Aimee L.
Solving the Problem of Assessing Synergy and Antagonism for Non-Traditional Dosing Curve Compounds Using the DE/ZI Method: Application to Nrf2 Activators
title Solving the Problem of Assessing Synergy and Antagonism for Non-Traditional Dosing Curve Compounds Using the DE/ZI Method: Application to Nrf2 Activators
title_full Solving the Problem of Assessing Synergy and Antagonism for Non-Traditional Dosing Curve Compounds Using the DE/ZI Method: Application to Nrf2 Activators
title_fullStr Solving the Problem of Assessing Synergy and Antagonism for Non-Traditional Dosing Curve Compounds Using the DE/ZI Method: Application to Nrf2 Activators
title_full_unstemmed Solving the Problem of Assessing Synergy and Antagonism for Non-Traditional Dosing Curve Compounds Using the DE/ZI Method: Application to Nrf2 Activators
title_short Solving the Problem of Assessing Synergy and Antagonism for Non-Traditional Dosing Curve Compounds Using the DE/ZI Method: Application to Nrf2 Activators
title_sort solving the problem of assessing synergy and antagonism for non-traditional dosing curve compounds using the de/zi method: application to nrf2 activators
topic Pharmacology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8215699/
https://www.ncbi.nlm.nih.gov/pubmed/34163365
http://dx.doi.org/10.3389/fphar.2021.686201
work_keys_str_mv AT repashelizabethm solvingtheproblemofassessingsynergyandantagonismfornontraditionaldosingcurvecompoundsusingthedezimethodapplicationtonrf2activators
AT pensabenekaitlinm solvingtheproblemofassessingsynergyandantagonismfornontraditionaldosingcurvecompoundsusingthedezimethodapplicationtonrf2activators
AT palencharpeterm solvingtheproblemofassessingsynergyandantagonismfornontraditionaldosingcurvecompoundsusingthedezimethodapplicationtonrf2activators
AT eggleraimeel solvingtheproblemofassessingsynergyandantagonismfornontraditionaldosingcurvecompoundsusingthedezimethodapplicationtonrf2activators