Molecular Characterization of Non-responders to Chemotherapy in Serous Ovarian Cancer
Nearly one-third of patients with high-grade serous ovarian cancer (HGSC) do not respond to initial treatment with platinum-based therapy. Genomic and clinical characterization of these patients may lead to potential alternative therapies. Here, the objective is to classify non-responders into subse...
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doaj-2bf3ca914c684405a5564f35b69d98fa2020-11-25T00:13:53ZengMDPI AGInternational Journal of Molecular Sciences1422-00672019-03-01205117510.3390/ijms20051175ijms20051175Molecular Characterization of Non-responders to Chemotherapy in Serous Ovarian CancerMegan E. McDonald0Erin A. Salinas1Eric J. Devor2Andreea M. Newtson3Kristina W. Thiel4Michael J. Goodheart5David P. Bender6Brian J. Smith7Kimberly K. Leslie8Jesus Gonzalez-Bosquet9Division of Gynecologic Oncology, Department of Obstetrics and Gynecologic, University of Iowa Hospitals and Clinics, Iowa City, IA 52242, USACompass Oncology, Portland, OR 97227, USADepartment of Obstetrics and Gynecology, University of Iowa Hospitals and Clinics, Iowa City, IA 52242, USADivision of Gynecologic Oncology, Department of Obstetrics and Gynecologic, University of Iowa Hospitals and Clinics, Iowa City, IA 52242, USADepartment of Obstetrics and Gynecology, University of Iowa Hospitals and Clinics, Iowa City, IA 52242, USADivision of Gynecologic Oncology, Department of Obstetrics and Gynecologic, University of Iowa Hospitals and Clinics, Iowa City, IA 52242, USADivision of Gynecologic Oncology, Department of Obstetrics and Gynecologic, University of Iowa Hospitals and Clinics, Iowa City, IA 52242, USAHolden Comprehensive Cancer Center, University of Iowa Hospitals and Clinics, Iowa City, IA 52242, USADepartment of Obstetrics and Gynecology, University of Iowa Hospitals and Clinics, Iowa City, IA 52242, USADivision of Gynecologic Oncology, Department of Obstetrics and Gynecologic, University of Iowa Hospitals and Clinics, Iowa City, IA 52242, USANearly one-third of patients with high-grade serous ovarian cancer (HGSC) do not respond to initial treatment with platinum-based therapy. Genomic and clinical characterization of these patients may lead to potential alternative therapies. Here, the objective is to classify non-responders into subsets using clinical and molecular features. Using patients from The Cancer Genome Atlas (TCGA) dataset with platinum-resistant or platinum-refractory HGSC, we performed a genome-wide unsupervised cluster analysis that integrated clinical data, gene copy number variations, gene somatic mutations, and DNA promoter methylation. Pathway enrichment analysis was performed for each cluster to identify the targetable processes. Following the unsupervised cluster analysis, three distinct clusters of non-responders emerged. Cluster 1 had overrepresentation of the stage IV disease and suboptimal debulking, under-expression of miRNAs and mRNAs, hypomethylated DNA, “loss of function” TP53 mutations, and the overexpression of genes in the PDGFR pathway. Cluster 2 had low miRNA expression, generalized hypermethylation, MUC17 mutations, and significant activation of the HIF-1 signaling pathway. Cluster 3 had more optimally cytoreduced stage III patients, overexpression of miRNAs, mixed methylation patterns, and “gain of function” TP53 mutations. However, the survival for all clusters was similar. Integration of genomic and clinical data from patients that do not respond to chemotherapy has identified different subgroups or clusters. Pathway analysis further identified the potential alternative therapeutic targets for each cluster.http://www.mdpi.com/1422-0067/20/5/1175serous ovarian cancerchemotherapy responseTCGAiCLusterPlusUnsupervised clustering |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Megan E. McDonald Erin A. Salinas Eric J. Devor Andreea M. Newtson Kristina W. Thiel Michael J. Goodheart David P. Bender Brian J. Smith Kimberly K. Leslie Jesus Gonzalez-Bosquet |
spellingShingle |
Megan E. McDonald Erin A. Salinas Eric J. Devor Andreea M. Newtson Kristina W. Thiel Michael J. Goodheart David P. Bender Brian J. Smith Kimberly K. Leslie Jesus Gonzalez-Bosquet Molecular Characterization of Non-responders to Chemotherapy in Serous Ovarian Cancer International Journal of Molecular Sciences serous ovarian cancer chemotherapy response TCGA iCLusterPlus Unsupervised clustering |
author_facet |
Megan E. McDonald Erin A. Salinas Eric J. Devor Andreea M. Newtson Kristina W. Thiel Michael J. Goodheart David P. Bender Brian J. Smith Kimberly K. Leslie Jesus Gonzalez-Bosquet |
author_sort |
Megan E. McDonald |
title |
Molecular Characterization of Non-responders to Chemotherapy in Serous Ovarian Cancer |
title_short |
Molecular Characterization of Non-responders to Chemotherapy in Serous Ovarian Cancer |
title_full |
Molecular Characterization of Non-responders to Chemotherapy in Serous Ovarian Cancer |
title_fullStr |
Molecular Characterization of Non-responders to Chemotherapy in Serous Ovarian Cancer |
title_full_unstemmed |
Molecular Characterization of Non-responders to Chemotherapy in Serous Ovarian Cancer |
title_sort |
molecular characterization of non-responders to chemotherapy in serous ovarian cancer |
publisher |
MDPI AG |
series |
International Journal of Molecular Sciences |
issn |
1422-0067 |
publishDate |
2019-03-01 |
description |
Nearly one-third of patients with high-grade serous ovarian cancer (HGSC) do not respond to initial treatment with platinum-based therapy. Genomic and clinical characterization of these patients may lead to potential alternative therapies. Here, the objective is to classify non-responders into subsets using clinical and molecular features. Using patients from The Cancer Genome Atlas (TCGA) dataset with platinum-resistant or platinum-refractory HGSC, we performed a genome-wide unsupervised cluster analysis that integrated clinical data, gene copy number variations, gene somatic mutations, and DNA promoter methylation. Pathway enrichment analysis was performed for each cluster to identify the targetable processes. Following the unsupervised cluster analysis, three distinct clusters of non-responders emerged. Cluster 1 had overrepresentation of the stage IV disease and suboptimal debulking, under-expression of miRNAs and mRNAs, hypomethylated DNA, “loss of function” TP53 mutations, and the overexpression of genes in the PDGFR pathway. Cluster 2 had low miRNA expression, generalized hypermethylation, MUC17 mutations, and significant activation of the HIF-1 signaling pathway. Cluster 3 had more optimally cytoreduced stage III patients, overexpression of miRNAs, mixed methylation patterns, and “gain of function” TP53 mutations. However, the survival for all clusters was similar. Integration of genomic and clinical data from patients that do not respond to chemotherapy has identified different subgroups or clusters. Pathway analysis further identified the potential alternative therapeutic targets for each cluster. |
topic |
serous ovarian cancer chemotherapy response TCGA iCLusterPlus Unsupervised clustering |
url |
http://www.mdpi.com/1422-0067/20/5/1175 |
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