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A multivariate statistical analysis of the effects of styrene maleic acid encapsulated RL71 in a xenograft model of triple negative breast cancer

We have previously shown that the curcumin derivative 3,5-bis(3,4,5-trimethoxybenzylidene)-1-methylpiperidine-4-one (RL71), when encapsulated in styrene maleic acid micelles (SMA-RL71), significantly suppressed the growth of MDA-MB-231 xenografts by 67%. Univariate statistical analysis showed that p...

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Detalles Bibliográficos
Autores principales: Martey, Orleans N.K., Greish, Khaled, Smith, Paul F., Rosengren, Rhonda J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Journal of Biological Methods 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6974696/
https://www.ncbi.nlm.nih.gov/pubmed/31976348
http://dx.doi.org/10.14440/jbm.2019.306
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author Martey, Orleans N.K.
Greish, Khaled
Smith, Paul F.
Rosengren, Rhonda J.
author_facet Martey, Orleans N.K.
Greish, Khaled
Smith, Paul F.
Rosengren, Rhonda J.
author_sort Martey, Orleans N.K.
collection PubMed
description We have previously shown that the curcumin derivative 3,5-bis(3,4,5-trimethoxybenzylidene)-1-methylpiperidine-4-one (RL71), when encapsulated in styrene maleic acid micelles (SMA-RL71), significantly suppressed the growth of MDA-MB-231 xenografts by 67%. Univariate statistical analysis showed that pEGFR/EGFR, pAkt/Akt, pmTOR/mTOR and p4EBP1/4EPBP1 were all significantly decreased in tumors from treated mice compared to SMA controls. In this study, multivariate statistical analyses (MVAs) were performed to identify the molecular networks that worked together to drive tumor suppression, with the aim to determine if this analysis could also be used to predict treatment outcome. Linear discriminant analysis correctly predicted, to 100% certainty, mice that received SMA-RL71 treatment. Additionally, results from multiple linear regression showed that the expression of Ki67, PKC-α, PP2AA-α, PP2AA-β and CaD1 networked together to drive tumor growth suppression. Overall, the MVAs provided evidence for a molecular network of signaling proteins that drives tumor suppression in response to SMA-RL71 treatment, which should be explored further in animal studies of cancer.
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spelling pubmed-69746962020-01-23 A multivariate statistical analysis of the effects of styrene maleic acid encapsulated RL71 in a xenograft model of triple negative breast cancer Martey, Orleans N.K. Greish, Khaled Smith, Paul F. Rosengren, Rhonda J. J Biol Methods Article We have previously shown that the curcumin derivative 3,5-bis(3,4,5-trimethoxybenzylidene)-1-methylpiperidine-4-one (RL71), when encapsulated in styrene maleic acid micelles (SMA-RL71), significantly suppressed the growth of MDA-MB-231 xenografts by 67%. Univariate statistical analysis showed that pEGFR/EGFR, pAkt/Akt, pmTOR/mTOR and p4EBP1/4EPBP1 were all significantly decreased in tumors from treated mice compared to SMA controls. In this study, multivariate statistical analyses (MVAs) were performed to identify the molecular networks that worked together to drive tumor suppression, with the aim to determine if this analysis could also be used to predict treatment outcome. Linear discriminant analysis correctly predicted, to 100% certainty, mice that received SMA-RL71 treatment. Additionally, results from multiple linear regression showed that the expression of Ki67, PKC-α, PP2AA-α, PP2AA-β and CaD1 networked together to drive tumor growth suppression. Overall, the MVAs provided evidence for a molecular network of signaling proteins that drives tumor suppression in response to SMA-RL71 treatment, which should be explored further in animal studies of cancer. Journal of Biological Methods 2019-12-16 /pmc/articles/PMC6974696/ /pubmed/31976348 http://dx.doi.org/10.14440/jbm.2019.306 Text en © 2013-2019 The Journal of Biological Methods, All rights reserved. http://creativecommons.org/licenses/by-nc-sa/4.0 This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License: http://creativecommons.org/licenses/by-nc-sa/4.0
spellingShingle Article
Martey, Orleans N.K.
Greish, Khaled
Smith, Paul F.
Rosengren, Rhonda J.
A multivariate statistical analysis of the effects of styrene maleic acid encapsulated RL71 in a xenograft model of triple negative breast cancer
title A multivariate statistical analysis of the effects of styrene maleic acid encapsulated RL71 in a xenograft model of triple negative breast cancer
title_full A multivariate statistical analysis of the effects of styrene maleic acid encapsulated RL71 in a xenograft model of triple negative breast cancer
title_fullStr A multivariate statistical analysis of the effects of styrene maleic acid encapsulated RL71 in a xenograft model of triple negative breast cancer
title_full_unstemmed A multivariate statistical analysis of the effects of styrene maleic acid encapsulated RL71 in a xenograft model of triple negative breast cancer
title_short A multivariate statistical analysis of the effects of styrene maleic acid encapsulated RL71 in a xenograft model of triple negative breast cancer
title_sort multivariate statistical analysis of the effects of styrene maleic acid encapsulated rl71 in a xenograft model of triple negative breast cancer
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6974696/
https://www.ncbi.nlm.nih.gov/pubmed/31976348
http://dx.doi.org/10.14440/jbm.2019.306
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