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A Metabolomics Approach for Early Prediction of Vincristine-Induced Peripheral Neuropathy
Vincristine is a core chemotherapeutic drug administered to pediatric acute lymphoblastic leukemia patients. Despite its efficacy in treating leukemia, it can lead to severe peripheral neuropathy in a subgroup of the patients. Peripheral neuropathy is a debilitating and painful side-effect that can...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7295796/ https://www.ncbi.nlm.nih.gov/pubmed/32541868 http://dx.doi.org/10.1038/s41598-020-66815-y |
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author | Verma, Parul Devaraj, Jayachandran Skiles, Jodi L. Sajdyk, Tammy Ho, Richard H. Hutchinson, Raymond Wells, Elizabeth Li, Lang Renbarger, Jamie Cooper, Bruce Ramkrishna, Doraiswami |
author_facet | Verma, Parul Devaraj, Jayachandran Skiles, Jodi L. Sajdyk, Tammy Ho, Richard H. Hutchinson, Raymond Wells, Elizabeth Li, Lang Renbarger, Jamie Cooper, Bruce Ramkrishna, Doraiswami |
author_sort | Verma, Parul |
collection | PubMed |
description | Vincristine is a core chemotherapeutic drug administered to pediatric acute lymphoblastic leukemia patients. Despite its efficacy in treating leukemia, it can lead to severe peripheral neuropathy in a subgroup of the patients. Peripheral neuropathy is a debilitating and painful side-effect that can severely impact an individual’s quality of life. Currently, there are no established predictors of peripheral neuropathy incidence during the early stage of chemotherapeutic treatment. As a result, patients who are not susceptible to peripheral neuropathy may receive sub-therapeutic treatment due to an empirical upper cap on the dose, while others may experience severe neuropathy at the same dose. Contrary to previous genomics based approaches, we employed a metabolomics approach to identify small sets of metabolites that can be used to predict a patient’s susceptibility to peripheral neuropathy at different time points during the treatment. Using those identified metabolites, we developed a novel strategy to predict peripheral neuropathy and subsequently adjust the vincristine dose accordingly. In accordance with this novel strategy, we created a free user-friendly tool, VIPNp, for physicians to easily implement our prediction strategy. Our results showed that focusing on metabolites, which encompasses both genotypic and phenotypic variations, can enable early prediction of peripheral neuropathy in pediatric leukemia patients. |
format | Online Article Text |
id | pubmed-7295796 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-72957962020-06-17 A Metabolomics Approach for Early Prediction of Vincristine-Induced Peripheral Neuropathy Verma, Parul Devaraj, Jayachandran Skiles, Jodi L. Sajdyk, Tammy Ho, Richard H. Hutchinson, Raymond Wells, Elizabeth Li, Lang Renbarger, Jamie Cooper, Bruce Ramkrishna, Doraiswami Sci Rep Article Vincristine is a core chemotherapeutic drug administered to pediatric acute lymphoblastic leukemia patients. Despite its efficacy in treating leukemia, it can lead to severe peripheral neuropathy in a subgroup of the patients. Peripheral neuropathy is a debilitating and painful side-effect that can severely impact an individual’s quality of life. Currently, there are no established predictors of peripheral neuropathy incidence during the early stage of chemotherapeutic treatment. As a result, patients who are not susceptible to peripheral neuropathy may receive sub-therapeutic treatment due to an empirical upper cap on the dose, while others may experience severe neuropathy at the same dose. Contrary to previous genomics based approaches, we employed a metabolomics approach to identify small sets of metabolites that can be used to predict a patient’s susceptibility to peripheral neuropathy at different time points during the treatment. Using those identified metabolites, we developed a novel strategy to predict peripheral neuropathy and subsequently adjust the vincristine dose accordingly. In accordance with this novel strategy, we created a free user-friendly tool, VIPNp, for physicians to easily implement our prediction strategy. Our results showed that focusing on metabolites, which encompasses both genotypic and phenotypic variations, can enable early prediction of peripheral neuropathy in pediatric leukemia patients. Nature Publishing Group UK 2020-06-15 /pmc/articles/PMC7295796/ /pubmed/32541868 http://dx.doi.org/10.1038/s41598-020-66815-y Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Verma, Parul Devaraj, Jayachandran Skiles, Jodi L. Sajdyk, Tammy Ho, Richard H. Hutchinson, Raymond Wells, Elizabeth Li, Lang Renbarger, Jamie Cooper, Bruce Ramkrishna, Doraiswami A Metabolomics Approach for Early Prediction of Vincristine-Induced Peripheral Neuropathy |
title | A Metabolomics Approach for Early Prediction of Vincristine-Induced Peripheral Neuropathy |
title_full | A Metabolomics Approach for Early Prediction of Vincristine-Induced Peripheral Neuropathy |
title_fullStr | A Metabolomics Approach for Early Prediction of Vincristine-Induced Peripheral Neuropathy |
title_full_unstemmed | A Metabolomics Approach for Early Prediction of Vincristine-Induced Peripheral Neuropathy |
title_short | A Metabolomics Approach for Early Prediction of Vincristine-Induced Peripheral Neuropathy |
title_sort | metabolomics approach for early prediction of vincristine-induced peripheral neuropathy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7295796/ https://www.ncbi.nlm.nih.gov/pubmed/32541868 http://dx.doi.org/10.1038/s41598-020-66815-y |
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