Cargando…

Identification of miR-200c and miR141-Mediated lncRNA-mRNA Crosstalks in Muscle-Invasive Bladder Cancer Subtypes

Basal and luminal subtypes of muscle-invasive bladder cancer (MIBC) have distinct molecular profiles and heterogeneous clinical behaviors. The interactions between mRNAs and lncRNAs, which might be regulated by miRNAs, have crucial roles in many cancers. However, the miRNA-dependent crosstalk betwee...

Descripción completa

Detalles Bibliográficos
Autores principales: Liu, Guojun, Chen, Zihao, Danilova, Irina G., Bolkov, Mikhail A., Tuzankina, Irina A., Liu, Guoqing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6172409/
https://www.ncbi.nlm.nih.gov/pubmed/30323832
http://dx.doi.org/10.3389/fgene.2018.00422
_version_ 1783360942547927040
author Liu, Guojun
Chen, Zihao
Danilova, Irina G.
Bolkov, Mikhail A.
Tuzankina, Irina A.
Liu, Guoqing
author_facet Liu, Guojun
Chen, Zihao
Danilova, Irina G.
Bolkov, Mikhail A.
Tuzankina, Irina A.
Liu, Guoqing
author_sort Liu, Guojun
collection PubMed
description Basal and luminal subtypes of muscle-invasive bladder cancer (MIBC) have distinct molecular profiles and heterogeneous clinical behaviors. The interactions between mRNAs and lncRNAs, which might be regulated by miRNAs, have crucial roles in many cancers. However, the miRNA-dependent crosstalk between lncRNA and mRNA in specific MIBC subtypes still remains unclear. In this study, we first classified MIBC into two conservative subtypes using miRNA, mRNA and lncRNA expression data derived from The Cancer Genome Atlas. Then we investigated subtype-related biological pathways and evaluated the subtype classification performance using Decision Trees, Random Forest and eXtreme Gradient Boosting (XGBoost). At last, we explored potential miRNA-mediated lncRNA-mRNA crosstalks based on co-expression analysis. Our results show that: (1) the luminal subtype is primarily characterized by upregulation of metabolism-related pathways while the basal subtype is predominantly characterized by upregulation of epithelial-mesenchymal transition, metastasis, and immune system process-related pathways; (2) the XGBoost prediction model is consistently robust for classification of the molecular subtypes of MIBC across four datasets (The area under the ROC curve > 0.9); (3) the expression levels of the molecules in the miR-200c and miR141-mediated lncRNA-mRNA crosstalks differ considerably between the two subtypes and have close relationships with the prognosis of MIBC. The miR-200c and miR-141-dependent mRNA-lncRNA crosstalks might be of great significance in tumorigenesis and tumor progression and may serve as the novel prognostic predictors and classification markers of MIBC subtypes.
format Online
Article
Text
id pubmed-6172409
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-61724092018-10-15 Identification of miR-200c and miR141-Mediated lncRNA-mRNA Crosstalks in Muscle-Invasive Bladder Cancer Subtypes Liu, Guojun Chen, Zihao Danilova, Irina G. Bolkov, Mikhail A. Tuzankina, Irina A. Liu, Guoqing Front Genet Genetics Basal and luminal subtypes of muscle-invasive bladder cancer (MIBC) have distinct molecular profiles and heterogeneous clinical behaviors. The interactions between mRNAs and lncRNAs, which might be regulated by miRNAs, have crucial roles in many cancers. However, the miRNA-dependent crosstalk between lncRNA and mRNA in specific MIBC subtypes still remains unclear. In this study, we first classified MIBC into two conservative subtypes using miRNA, mRNA and lncRNA expression data derived from The Cancer Genome Atlas. Then we investigated subtype-related biological pathways and evaluated the subtype classification performance using Decision Trees, Random Forest and eXtreme Gradient Boosting (XGBoost). At last, we explored potential miRNA-mediated lncRNA-mRNA crosstalks based on co-expression analysis. Our results show that: (1) the luminal subtype is primarily characterized by upregulation of metabolism-related pathways while the basal subtype is predominantly characterized by upregulation of epithelial-mesenchymal transition, metastasis, and immune system process-related pathways; (2) the XGBoost prediction model is consistently robust for classification of the molecular subtypes of MIBC across four datasets (The area under the ROC curve > 0.9); (3) the expression levels of the molecules in the miR-200c and miR141-mediated lncRNA-mRNA crosstalks differ considerably between the two subtypes and have close relationships with the prognosis of MIBC. The miR-200c and miR-141-dependent mRNA-lncRNA crosstalks might be of great significance in tumorigenesis and tumor progression and may serve as the novel prognostic predictors and classification markers of MIBC subtypes. Frontiers Media S.A. 2018-09-28 /pmc/articles/PMC6172409/ /pubmed/30323832 http://dx.doi.org/10.3389/fgene.2018.00422 Text en Copyright © 2018 Liu, Chen, Danilova, Bolkov, Tuzankina and Liu. http://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 Genetics
Liu, Guojun
Chen, Zihao
Danilova, Irina G.
Bolkov, Mikhail A.
Tuzankina, Irina A.
Liu, Guoqing
Identification of miR-200c and miR141-Mediated lncRNA-mRNA Crosstalks in Muscle-Invasive Bladder Cancer Subtypes
title Identification of miR-200c and miR141-Mediated lncRNA-mRNA Crosstalks in Muscle-Invasive Bladder Cancer Subtypes
title_full Identification of miR-200c and miR141-Mediated lncRNA-mRNA Crosstalks in Muscle-Invasive Bladder Cancer Subtypes
title_fullStr Identification of miR-200c and miR141-Mediated lncRNA-mRNA Crosstalks in Muscle-Invasive Bladder Cancer Subtypes
title_full_unstemmed Identification of miR-200c and miR141-Mediated lncRNA-mRNA Crosstalks in Muscle-Invasive Bladder Cancer Subtypes
title_short Identification of miR-200c and miR141-Mediated lncRNA-mRNA Crosstalks in Muscle-Invasive Bladder Cancer Subtypes
title_sort identification of mir-200c and mir141-mediated lncrna-mrna crosstalks in muscle-invasive bladder cancer subtypes
topic Genetics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6172409/
https://www.ncbi.nlm.nih.gov/pubmed/30323832
http://dx.doi.org/10.3389/fgene.2018.00422
work_keys_str_mv AT liuguojun identificationofmir200candmir141mediatedlncrnamrnacrosstalksinmuscleinvasivebladdercancersubtypes
AT chenzihao identificationofmir200candmir141mediatedlncrnamrnacrosstalksinmuscleinvasivebladdercancersubtypes
AT danilovairinag identificationofmir200candmir141mediatedlncrnamrnacrosstalksinmuscleinvasivebladdercancersubtypes
AT bolkovmikhaila identificationofmir200candmir141mediatedlncrnamrnacrosstalksinmuscleinvasivebladdercancersubtypes
AT tuzankinairinaa identificationofmir200candmir141mediatedlncrnamrnacrosstalksinmuscleinvasivebladdercancersubtypes
AT liuguoqing identificationofmir200candmir141mediatedlncrnamrnacrosstalksinmuscleinvasivebladdercancersubtypes