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Adverse Drug Events-based Tumor Stratification for Ovarian Cancer Patients Receiving Platinum Therapy

The underlying molecular mechanisms of adverse drug events (ADEs) associated with cancer therapy drugs may overlap with their antineoplastic mechanisms. In a previous study, we developed an ADE-based tumor stratification framework (known as ADEStrata) with a case study of breast cancer patients rece...

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Detalles Bibliográficos
Autores principales: Wang, Chen, Zimmermann, Michael T., Chute, Christopher G., Jiang, Guoqian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Medical Informatics Association 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4525249/
https://www.ncbi.nlm.nih.gov/pubmed/26306234
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author Wang, Chen
Zimmermann, Michael T.
Chute, Christopher G.
Jiang, Guoqian
author_facet Wang, Chen
Zimmermann, Michael T.
Chute, Christopher G.
Jiang, Guoqian
author_sort Wang, Chen
collection PubMed
description The underlying molecular mechanisms of adverse drug events (ADEs) associated with cancer therapy drugs may overlap with their antineoplastic mechanisms. In a previous study, we developed an ADE-based tumor stratification framework (known as ADEStrata) with a case study of breast cancer patients receiving aromatase inhibitors, and demonstrated that the prediction of per-patient ADE propensity simultaneously identifies high-risk patients experiencing poor outcomes. In this study, we aim to evaluate the ADEStrata framework with a different tumor type and chemotherapy class – ovarian cancer treated with platinum chemotherapeutic drugs. We identified a cohort of ovarian cancer patients receiving cisplatin (a standard platinum therapy) from The Cancer Genome Atlas (TCGA) (n=156). We demonstrated that somatic variant prioritization guided by known ADEs associated with cisplatin could be used to stratify patients treated with cisplatin and uncover tumor subtypes with different clinical outcomes.
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spelling pubmed-45252492015-08-24 Adverse Drug Events-based Tumor Stratification for Ovarian Cancer Patients Receiving Platinum Therapy Wang, Chen Zimmermann, Michael T. Chute, Christopher G. Jiang, Guoqian AMIA Jt Summits Transl Sci Proc Articles The underlying molecular mechanisms of adverse drug events (ADEs) associated with cancer therapy drugs may overlap with their antineoplastic mechanisms. In a previous study, we developed an ADE-based tumor stratification framework (known as ADEStrata) with a case study of breast cancer patients receiving aromatase inhibitors, and demonstrated that the prediction of per-patient ADE propensity simultaneously identifies high-risk patients experiencing poor outcomes. In this study, we aim to evaluate the ADEStrata framework with a different tumor type and chemotherapy class – ovarian cancer treated with platinum chemotherapeutic drugs. We identified a cohort of ovarian cancer patients receiving cisplatin (a standard platinum therapy) from The Cancer Genome Atlas (TCGA) (n=156). We demonstrated that somatic variant prioritization guided by known ADEs associated with cisplatin could be used to stratify patients treated with cisplatin and uncover tumor subtypes with different clinical outcomes. American Medical Informatics Association 2015-03-23 /pmc/articles/PMC4525249/ /pubmed/26306234 Text en ©2015 AMIA - All rights reserved. This is an Open Access article: verbatim copying and redistribution of this article are permitted in all media for any purpose
spellingShingle Articles
Wang, Chen
Zimmermann, Michael T.
Chute, Christopher G.
Jiang, Guoqian
Adverse Drug Events-based Tumor Stratification for Ovarian Cancer Patients Receiving Platinum Therapy
title Adverse Drug Events-based Tumor Stratification for Ovarian Cancer Patients Receiving Platinum Therapy
title_full Adverse Drug Events-based Tumor Stratification for Ovarian Cancer Patients Receiving Platinum Therapy
title_fullStr Adverse Drug Events-based Tumor Stratification for Ovarian Cancer Patients Receiving Platinum Therapy
title_full_unstemmed Adverse Drug Events-based Tumor Stratification for Ovarian Cancer Patients Receiving Platinum Therapy
title_short Adverse Drug Events-based Tumor Stratification for Ovarian Cancer Patients Receiving Platinum Therapy
title_sort adverse drug events-based tumor stratification for ovarian cancer patients receiving platinum therapy
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4525249/
https://www.ncbi.nlm.nih.gov/pubmed/26306234
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