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Early detection of treatment futility in patients with metastatic colorectal cancer
Purpose: Chemotherapy options for treating CRC have rapidly expanded in recent years, and few have predictive biomarkers. Oncologists are challenged with evidence-based selection of treatments, and response is evaluated retrospectively based on serial imaging beginning after 2–3 months. As a result,...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Impact Journals LLC
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8746015/ https://www.ncbi.nlm.nih.gov/pubmed/35028011 http://dx.doi.org/10.18632/oncotarget.28165 |
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author | Rattner, Jodi I. Kopciuk, Karen A. Vogel, Hans J. Tang, Patricia A. Shapiro, Jeremy D. Tu, Dongsheng Jonker, Derek J. Siu, Lillian L. O’Callaghan, Chris J. Bathe, Oliver F. |
author_facet | Rattner, Jodi I. Kopciuk, Karen A. Vogel, Hans J. Tang, Patricia A. Shapiro, Jeremy D. Tu, Dongsheng Jonker, Derek J. Siu, Lillian L. O’Callaghan, Chris J. Bathe, Oliver F. |
author_sort | Rattner, Jodi I. |
collection | PubMed |
description | Purpose: Chemotherapy options for treating CRC have rapidly expanded in recent years, and few have predictive biomarkers. Oncologists are challenged with evidence-based selection of treatments, and response is evaluated retrospectively based on serial imaging beginning after 2–3 months. As a result, cumulative toxicities may appear in patients who will not benefit. Early recognition of non-benefit would reduce cumulative toxicities. Our objective was to determine treatment-related changes in the circulating metabolome corresponding to treatment futility. Methods: Metabolomic studies were performed on serial plasma samples from patients with CRC in a randomized controlled trial of cetuximab vs. cetuximab + brivanib (N = 188). GC-MS quantified named 94 metabolites and concentrations were evaluated at baseline, Weeks 1, 4 and 12 after treatment initiation. In a discovery cohort (N = 68), a model distinguishing changes in metabolites associated with radiographic disease progression and response was generated using OPLS-DA. A cohort of 120 patients was used for validation of the model. Results: By one week after treatment, a stable model of 21 metabolites could distinguish between progression and partial response (R2Y = 0.859; Q2Y = 0.605; P = 5e-4). In the validation cohort, patients with the biomarker had a significantly shorter OS (P < 0.0001). In a separate cohort of patients with HCC on axitinib, appearance of the biomarker also signified a shorter PFS (1.7 months vs. 9.2 months, P = 0.001). Conclusion: We have identified changes in the metabolome that appear within 1 week of starting treatment associated with treatment futility. The novel approach described is applicable to future efforts in developing a biomarker for early assessment of treatment efficacy. |
format | Online Article Text |
id | pubmed-8746015 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Impact Journals LLC |
record_format | MEDLINE/PubMed |
spelling | pubmed-87460152022-01-12 Early detection of treatment futility in patients with metastatic colorectal cancer Rattner, Jodi I. Kopciuk, Karen A. Vogel, Hans J. Tang, Patricia A. Shapiro, Jeremy D. Tu, Dongsheng Jonker, Derek J. Siu, Lillian L. O’Callaghan, Chris J. Bathe, Oliver F. Oncotarget Research Paper Purpose: Chemotherapy options for treating CRC have rapidly expanded in recent years, and few have predictive biomarkers. Oncologists are challenged with evidence-based selection of treatments, and response is evaluated retrospectively based on serial imaging beginning after 2–3 months. As a result, cumulative toxicities may appear in patients who will not benefit. Early recognition of non-benefit would reduce cumulative toxicities. Our objective was to determine treatment-related changes in the circulating metabolome corresponding to treatment futility. Methods: Metabolomic studies were performed on serial plasma samples from patients with CRC in a randomized controlled trial of cetuximab vs. cetuximab + brivanib (N = 188). GC-MS quantified named 94 metabolites and concentrations were evaluated at baseline, Weeks 1, 4 and 12 after treatment initiation. In a discovery cohort (N = 68), a model distinguishing changes in metabolites associated with radiographic disease progression and response was generated using OPLS-DA. A cohort of 120 patients was used for validation of the model. Results: By one week after treatment, a stable model of 21 metabolites could distinguish between progression and partial response (R2Y = 0.859; Q2Y = 0.605; P = 5e-4). In the validation cohort, patients with the biomarker had a significantly shorter OS (P < 0.0001). In a separate cohort of patients with HCC on axitinib, appearance of the biomarker also signified a shorter PFS (1.7 months vs. 9.2 months, P = 0.001). Conclusion: We have identified changes in the metabolome that appear within 1 week of starting treatment associated with treatment futility. The novel approach described is applicable to future efforts in developing a biomarker for early assessment of treatment efficacy. Impact Journals LLC 2022-01-07 /pmc/articles/PMC8746015/ /pubmed/35028011 http://dx.doi.org/10.18632/oncotarget.28165 Text en Copyright: © 2022 Rattner et al. https://creativecommons.org/licenses/by/3.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/3.0/) (CC BY 3.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Paper Rattner, Jodi I. Kopciuk, Karen A. Vogel, Hans J. Tang, Patricia A. Shapiro, Jeremy D. Tu, Dongsheng Jonker, Derek J. Siu, Lillian L. O’Callaghan, Chris J. Bathe, Oliver F. Early detection of treatment futility in patients with metastatic colorectal cancer |
title | Early detection of treatment futility in patients with metastatic colorectal cancer |
title_full | Early detection of treatment futility in patients with metastatic colorectal cancer |
title_fullStr | Early detection of treatment futility in patients with metastatic colorectal cancer |
title_full_unstemmed | Early detection of treatment futility in patients with metastatic colorectal cancer |
title_short | Early detection of treatment futility in patients with metastatic colorectal cancer |
title_sort | early detection of treatment futility in patients with metastatic colorectal cancer |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8746015/ https://www.ncbi.nlm.nih.gov/pubmed/35028011 http://dx.doi.org/10.18632/oncotarget.28165 |
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