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Cervical Cancer Stem-Like Cell Transcriptome Profiles Predict Response to Chemoradiotherapy

Cervical cancer (CC) represents a major global health issue, particularly impacting women from resource constrained regions worldwide. Treatment refractoriness to standard chemoradiotheraphy has identified cancer stem cells as critical coordinators behind the biological mechanisms of resistance, con...

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Autores principales: Zuccherato, Luciana W., Machado, Christina M. T., Magalhães, Wagner C. S., Martins, Patrícia R., Campos, Larissa S., Braga, Letícia C., Teixeira-Carvalho, Andrea, Martins-Filho, Olindo A., Franco, Telma M. R. F., Paula, Sálua O. C., da Silva, Israel Tojal, Drummond, Rodrigo, Gollob, Kenneth J., Salles, Paulo Guilherme O.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8138064/
https://www.ncbi.nlm.nih.gov/pubmed/34026616
http://dx.doi.org/10.3389/fonc.2021.639339
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author Zuccherato, Luciana W.
Machado, Christina M. T.
Magalhães, Wagner C. S.
Martins, Patrícia R.
Campos, Larissa S.
Braga, Letícia C.
Teixeira-Carvalho, Andrea
Martins-Filho, Olindo A.
Franco, Telma M. R. F.
Paula, Sálua O. C.
da Silva, Israel Tojal
Drummond, Rodrigo
Gollob, Kenneth J.
Salles, Paulo Guilherme O.
author_facet Zuccherato, Luciana W.
Machado, Christina M. T.
Magalhães, Wagner C. S.
Martins, Patrícia R.
Campos, Larissa S.
Braga, Letícia C.
Teixeira-Carvalho, Andrea
Martins-Filho, Olindo A.
Franco, Telma M. R. F.
Paula, Sálua O. C.
da Silva, Israel Tojal
Drummond, Rodrigo
Gollob, Kenneth J.
Salles, Paulo Guilherme O.
author_sort Zuccherato, Luciana W.
collection PubMed
description Cervical cancer (CC) represents a major global health issue, particularly impacting women from resource constrained regions worldwide. Treatment refractoriness to standard chemoradiotheraphy has identified cancer stem cells as critical coordinators behind the biological mechanisms of resistance, contributing to CC recurrence. In this work, we evaluated differential gene expression in cervical cancer stem-like cells (CCSC) as biomarkers related to intrinsic chemoradioresistance in CC. A total of 31 patients with locally advanced CC and referred to Mário Penna Institute (Belo Horizonte, Brazil) from August 2017 to May 2018 were recruited for the study. Fluorescence-activated cell sorting was used to enrich CD34+/CD45- CCSC from tumor biopsies. Transcriptome was performed using ultra-low input RNA sequencing and differentially expressed genes (DEGs) using Log2 fold differences and adjusted p-value < 0.05 were determined. The analysis returned 1050 DEGs when comparing the Non-Responder (NR) (n=10) and Responder (R) (n=21) groups to chemoradiotherapy. These included a wide-ranging pattern of underexpressed coding genes in the NR vs. R patients and a panel of lncRNAs and miRNAs with implications for CC tumorigenesis. A panel of biomarkers was selected using the rank-based AUC (Area Under the ROC Curve) and pAUC (partial AUC) measurements for diagnostic sensitivity and specificity. Genes overlapping between the 21 highest AUC and pAUC loci revealed seven genes with a strong capacity for identifying NR vs. R patients (ILF2, RBM22P2, ACO16722.1, AL360175.1 and AC092354.1), of which four also returned significant survival Hazard Ratios. This study identifies DEG signatures that provide potential biomarkers in CC prognosis and treatment outcome, as well as identifies potential alternative targets for cancer therapy.
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spelling pubmed-81380642021-05-22 Cervical Cancer Stem-Like Cell Transcriptome Profiles Predict Response to Chemoradiotherapy Zuccherato, Luciana W. Machado, Christina M. T. Magalhães, Wagner C. S. Martins, Patrícia R. Campos, Larissa S. Braga, Letícia C. Teixeira-Carvalho, Andrea Martins-Filho, Olindo A. Franco, Telma M. R. F. Paula, Sálua O. C. da Silva, Israel Tojal Drummond, Rodrigo Gollob, Kenneth J. Salles, Paulo Guilherme O. Front Oncol Oncology Cervical cancer (CC) represents a major global health issue, particularly impacting women from resource constrained regions worldwide. Treatment refractoriness to standard chemoradiotheraphy has identified cancer stem cells as critical coordinators behind the biological mechanisms of resistance, contributing to CC recurrence. In this work, we evaluated differential gene expression in cervical cancer stem-like cells (CCSC) as biomarkers related to intrinsic chemoradioresistance in CC. A total of 31 patients with locally advanced CC and referred to Mário Penna Institute (Belo Horizonte, Brazil) from August 2017 to May 2018 were recruited for the study. Fluorescence-activated cell sorting was used to enrich CD34+/CD45- CCSC from tumor biopsies. Transcriptome was performed using ultra-low input RNA sequencing and differentially expressed genes (DEGs) using Log2 fold differences and adjusted p-value < 0.05 were determined. The analysis returned 1050 DEGs when comparing the Non-Responder (NR) (n=10) and Responder (R) (n=21) groups to chemoradiotherapy. These included a wide-ranging pattern of underexpressed coding genes in the NR vs. R patients and a panel of lncRNAs and miRNAs with implications for CC tumorigenesis. A panel of biomarkers was selected using the rank-based AUC (Area Under the ROC Curve) and pAUC (partial AUC) measurements for diagnostic sensitivity and specificity. Genes overlapping between the 21 highest AUC and pAUC loci revealed seven genes with a strong capacity for identifying NR vs. R patients (ILF2, RBM22P2, ACO16722.1, AL360175.1 and AC092354.1), of which four also returned significant survival Hazard Ratios. This study identifies DEG signatures that provide potential biomarkers in CC prognosis and treatment outcome, as well as identifies potential alternative targets for cancer therapy. Frontiers Media S.A. 2021-05-07 /pmc/articles/PMC8138064/ /pubmed/34026616 http://dx.doi.org/10.3389/fonc.2021.639339 Text en Copyright © 2021 Zuccherato, Machado, Magalhães, Martins, Campos, Braga, Teixeira-Carvalho, Martins-Filho, Franco, Paula, da Silva, Drummond, Gollob and Salles https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Oncology
Zuccherato, Luciana W.
Machado, Christina M. T.
Magalhães, Wagner C. S.
Martins, Patrícia R.
Campos, Larissa S.
Braga, Letícia C.
Teixeira-Carvalho, Andrea
Martins-Filho, Olindo A.
Franco, Telma M. R. F.
Paula, Sálua O. C.
da Silva, Israel Tojal
Drummond, Rodrigo
Gollob, Kenneth J.
Salles, Paulo Guilherme O.
Cervical Cancer Stem-Like Cell Transcriptome Profiles Predict Response to Chemoradiotherapy
title Cervical Cancer Stem-Like Cell Transcriptome Profiles Predict Response to Chemoradiotherapy
title_full Cervical Cancer Stem-Like Cell Transcriptome Profiles Predict Response to Chemoradiotherapy
title_fullStr Cervical Cancer Stem-Like Cell Transcriptome Profiles Predict Response to Chemoradiotherapy
title_full_unstemmed Cervical Cancer Stem-Like Cell Transcriptome Profiles Predict Response to Chemoradiotherapy
title_short Cervical Cancer Stem-Like Cell Transcriptome Profiles Predict Response to Chemoradiotherapy
title_sort cervical cancer stem-like cell transcriptome profiles predict response to chemoradiotherapy
topic Oncology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8138064/
https://www.ncbi.nlm.nih.gov/pubmed/34026616
http://dx.doi.org/10.3389/fonc.2021.639339
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