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A strategy for early detection of response to chemotherapy drugs based on treatment-related changes in the metabolome

We describe a biomarker-based approach to delivering chemotherapy that entails monitoring treatment changes in the circulating metabolome that reflect efficacy. In-vitro, multiple tumor cell lines were exposed to numerous chemotherapeutics. Supernatants were collected at baseline and 72 hours post t...

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Autores principales: Amin, Shahil, Rattner, Jodi, Keramati, Mohammad Reza, Farshidfar, Farshad, McNamara, Mairéad G., Knox, Jennifer J., Kopciuk, Karen, Vogel, Hans J., Bathe, Oliver F.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6445409/
https://www.ncbi.nlm.nih.gov/pubmed/30939138
http://dx.doi.org/10.1371/journal.pone.0213942
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author Amin, Shahil
Rattner, Jodi
Keramati, Mohammad Reza
Farshidfar, Farshad
McNamara, Mairéad G.
Knox, Jennifer J.
Kopciuk, Karen
Vogel, Hans J.
Bathe, Oliver F.
author_facet Amin, Shahil
Rattner, Jodi
Keramati, Mohammad Reza
Farshidfar, Farshad
McNamara, Mairéad G.
Knox, Jennifer J.
Kopciuk, Karen
Vogel, Hans J.
Bathe, Oliver F.
author_sort Amin, Shahil
collection PubMed
description We describe a biomarker-based approach to delivering chemotherapy that entails monitoring treatment changes in the circulating metabolome that reflect efficacy. In-vitro, multiple tumor cell lines were exposed to numerous chemotherapeutics. Supernatants were collected at baseline and 72 hours post treatment. MTT assays were used to quantify growth inhibition. Clinical samples were derived from a phase II clinical trial of second-line axitinib in patients with advanced hepatocellular carcinoma. Sera were collected at baseline and 2–4 weeks after treatment initiation. Response to therapy was estimated by CT scan at 8 weeks. Samples were analyzed by gas chromatography-mass spectrometry to identify metabolomic changes associated with response. In vitro, we found drug-specific and generalizable patterns of change in the extracellular metabolome accompany growth inhibition. A cell death signature was also identified. This approach was also applied to clinical samples. While the in vitro signatures were detectable in vivo, a more robust signal was identified clinically that appeared within 4 weeks of administering drug that distinguished individuals with a treatment response. These changes were extinguished as tumor growth resumed. Serial monitoring of the metabolome during chemotherapy is a means to follow treatment efficacy and emergence of resistance, informing the oncologist whether to modify treatment.
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spelling pubmed-64454092019-04-17 A strategy for early detection of response to chemotherapy drugs based on treatment-related changes in the metabolome Amin, Shahil Rattner, Jodi Keramati, Mohammad Reza Farshidfar, Farshad McNamara, Mairéad G. Knox, Jennifer J. Kopciuk, Karen Vogel, Hans J. Bathe, Oliver F. PLoS One Research Article We describe a biomarker-based approach to delivering chemotherapy that entails monitoring treatment changes in the circulating metabolome that reflect efficacy. In-vitro, multiple tumor cell lines were exposed to numerous chemotherapeutics. Supernatants were collected at baseline and 72 hours post treatment. MTT assays were used to quantify growth inhibition. Clinical samples were derived from a phase II clinical trial of second-line axitinib in patients with advanced hepatocellular carcinoma. Sera were collected at baseline and 2–4 weeks after treatment initiation. Response to therapy was estimated by CT scan at 8 weeks. Samples were analyzed by gas chromatography-mass spectrometry to identify metabolomic changes associated with response. In vitro, we found drug-specific and generalizable patterns of change in the extracellular metabolome accompany growth inhibition. A cell death signature was also identified. This approach was also applied to clinical samples. While the in vitro signatures were detectable in vivo, a more robust signal was identified clinically that appeared within 4 weeks of administering drug that distinguished individuals with a treatment response. These changes were extinguished as tumor growth resumed. Serial monitoring of the metabolome during chemotherapy is a means to follow treatment efficacy and emergence of resistance, informing the oncologist whether to modify treatment. Public Library of Science 2019-04-02 /pmc/articles/PMC6445409/ /pubmed/30939138 http://dx.doi.org/10.1371/journal.pone.0213942 Text en © 2019 Amin et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Amin, Shahil
Rattner, Jodi
Keramati, Mohammad Reza
Farshidfar, Farshad
McNamara, Mairéad G.
Knox, Jennifer J.
Kopciuk, Karen
Vogel, Hans J.
Bathe, Oliver F.
A strategy for early detection of response to chemotherapy drugs based on treatment-related changes in the metabolome
title A strategy for early detection of response to chemotherapy drugs based on treatment-related changes in the metabolome
title_full A strategy for early detection of response to chemotherapy drugs based on treatment-related changes in the metabolome
title_fullStr A strategy for early detection of response to chemotherapy drugs based on treatment-related changes in the metabolome
title_full_unstemmed A strategy for early detection of response to chemotherapy drugs based on treatment-related changes in the metabolome
title_short A strategy for early detection of response to chemotherapy drugs based on treatment-related changes in the metabolome
title_sort strategy for early detection of response to chemotherapy drugs based on treatment-related changes in the metabolome
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6445409/
https://www.ncbi.nlm.nih.gov/pubmed/30939138
http://dx.doi.org/10.1371/journal.pone.0213942
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