Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Verma, Parul, Devaraj, Jayachandran, Skiles, Jodi L., Sajdyk, Tammy, Ho, Richard H., Hutchinson, Raymond, Wells, Elizabeth, Li, Lang, Renbarger, Jamie, Cooper, Bruce, Ramkrishna, Doraiswami
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
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
_version_ 1783546715278671872
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
work_keys_str_mv AT vermaparul ametabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT devarajjayachandran ametabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT skilesjodil ametabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT sajdyktammy ametabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT horichardh ametabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT hutchinsonraymond ametabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT wellselizabeth ametabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT lilang ametabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT renbargerjamie ametabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT cooperbruce ametabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT ramkrishnadoraiswami ametabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT vermaparul metabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT devarajjayachandran metabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT skilesjodil metabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT sajdyktammy metabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT horichardh metabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT hutchinsonraymond metabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT wellselizabeth metabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT lilang metabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT renbargerjamie metabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT cooperbruce metabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy
AT ramkrishnadoraiswami metabolomicsapproachforearlypredictionofvincristineinducedperipheralneuropathy