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Metabolomic Profiling to Identify Molecular Biomarkers of Cellular Response to Methotrexate In Vitro

Variation in methotrexate (MTX) efficacy represents a significant barrier to early and effective disease control in the treatment of autoimmune arthritis. We hypothesize that the utilization of metabolomic techniques will allow for an improved understanding of the biochemical basis for the pharmacol...

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Autores principales: Funk, Ryan S., Singh, Rakesh K., Becker, Mara L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6951846/
https://www.ncbi.nlm.nih.gov/pubmed/31651077
http://dx.doi.org/10.1111/cts.12694
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author Funk, Ryan S.
Singh, Rakesh K.
Becker, Mara L.
author_facet Funk, Ryan S.
Singh, Rakesh K.
Becker, Mara L.
author_sort Funk, Ryan S.
collection PubMed
description Variation in methotrexate (MTX) efficacy represents a significant barrier to early and effective disease control in the treatment of autoimmune arthritis. We hypothesize that the utilization of metabolomic techniques will allow for an improved understanding of the biochemical basis for the pharmacological activity of MTX, and can promote the identification and evaluation of novel molecular biomarkers of MTX response. In this work, erythroblastoid cells were exposed to MTX at the physiologic concentration of 1,000 nM and analyzed using three metabolomic platforms to give a broad spectrum of cellular metabolites. MTX pharmacological activity, defined as cellular growth inhibition, was associated with an altered cellular metabolomic profile based on the analysis of 724 identified metabolites. By discriminant analysis, MTX treatment was associated with increases in ketoisovaleric acid, fructose, galactose, and 2‐deoxycytidine, and corresponding reductions in 2‐deoxyuridine, phosphatidylinositol 32:0, orotic acid, and inosine monophosphate. Inclusion of data from analysis of folate metabolism in combination with chemometric and metabolic network analysis demonstrated that MTX treatment is associated with dysregulated folate metabolism and nucleotide biosynthesis, which is in line with its known mechanism of action. However, MTX treatment was also associated with alterations in a diversity of metabolites, including intermediates of amino acid, carbohydrate, and lipid metabolism. Collectively, these findings support a robust metabolic response following exposure to physiologic concentrations of MTX. They also identify various metabolic intermediates that are associated with the pharmacological activity of MTX, and are, therefore, potential molecular biomarker candidates in future preclinical and clinical studies of MTX efficacy in autoimmune arthritis.
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spelling pubmed-69518462020-01-10 Metabolomic Profiling to Identify Molecular Biomarkers of Cellular Response to Methotrexate In Vitro Funk, Ryan S. Singh, Rakesh K. Becker, Mara L. Clin Transl Sci Research Variation in methotrexate (MTX) efficacy represents a significant barrier to early and effective disease control in the treatment of autoimmune arthritis. We hypothesize that the utilization of metabolomic techniques will allow for an improved understanding of the biochemical basis for the pharmacological activity of MTX, and can promote the identification and evaluation of novel molecular biomarkers of MTX response. In this work, erythroblastoid cells were exposed to MTX at the physiologic concentration of 1,000 nM and analyzed using three metabolomic platforms to give a broad spectrum of cellular metabolites. MTX pharmacological activity, defined as cellular growth inhibition, was associated with an altered cellular metabolomic profile based on the analysis of 724 identified metabolites. By discriminant analysis, MTX treatment was associated with increases in ketoisovaleric acid, fructose, galactose, and 2‐deoxycytidine, and corresponding reductions in 2‐deoxyuridine, phosphatidylinositol 32:0, orotic acid, and inosine monophosphate. Inclusion of data from analysis of folate metabolism in combination with chemometric and metabolic network analysis demonstrated that MTX treatment is associated with dysregulated folate metabolism and nucleotide biosynthesis, which is in line with its known mechanism of action. However, MTX treatment was also associated with alterations in a diversity of metabolites, including intermediates of amino acid, carbohydrate, and lipid metabolism. Collectively, these findings support a robust metabolic response following exposure to physiologic concentrations of MTX. They also identify various metabolic intermediates that are associated with the pharmacological activity of MTX, and are, therefore, potential molecular biomarker candidates in future preclinical and clinical studies of MTX efficacy in autoimmune arthritis. John Wiley and Sons Inc. 2019-10-25 2020-01 /pmc/articles/PMC6951846/ /pubmed/31651077 http://dx.doi.org/10.1111/cts.12694 Text en © 2019 The Authors. Clinical and Translational Science published by Wiley Periodicals, Inc. on behalf of the American Society for Clinical Pharmacology and Therapeutics. This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Research
Funk, Ryan S.
Singh, Rakesh K.
Becker, Mara L.
Metabolomic Profiling to Identify Molecular Biomarkers of Cellular Response to Methotrexate In Vitro
title Metabolomic Profiling to Identify Molecular Biomarkers of Cellular Response to Methotrexate In Vitro
title_full Metabolomic Profiling to Identify Molecular Biomarkers of Cellular Response to Methotrexate In Vitro
title_fullStr Metabolomic Profiling to Identify Molecular Biomarkers of Cellular Response to Methotrexate In Vitro
title_full_unstemmed Metabolomic Profiling to Identify Molecular Biomarkers of Cellular Response to Methotrexate In Vitro
title_short Metabolomic Profiling to Identify Molecular Biomarkers of Cellular Response to Methotrexate In Vitro
title_sort metabolomic profiling to identify molecular biomarkers of cellular response to methotrexate in vitro
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6951846/
https://www.ncbi.nlm.nih.gov/pubmed/31651077
http://dx.doi.org/10.1111/cts.12694
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