The co-expression networks of differentially expressed RBPs with TFs and LncRNAs related to clinical TNM stages of cancers
Background RNA-binding proteins (RBPs) play important roles in cellular homeostasis by regulating the expression of thousands of transcripts, which have been reported to be involved in human tumorigenesis. Despite previous reports of the dysregulation of RBPs in cancers, the degree of dysregulation...
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doaj-2030f8e1da0f45db9e34c937157a1f312020-11-25T01:58:49ZengPeerJ Inc.PeerJ2167-83592019-09-017e769610.7717/peerj.7696The co-expression networks of differentially expressed RBPs with TFs and LncRNAs related to clinical TNM stages of cancersShuaibin Lian0Liansheng Li1Yongjie Zhou2Zixiao Liu3Lei Wang4College of Physics and Electronic Engineering, XinYang Normal University, Xinyang, HeNan, ChinaCollege of Life Sciences, XinYang Normal University, Xinyang, HeNan, ChinaCollege of Physics and Electronic Engineering, XinYang Normal University, Xinyang, HeNan, ChinaCollege of Physics and Electronic Engineering, XinYang Normal University, Xinyang, HeNan, ChinaCollege of Life Sciences, XinYang Normal University, Xinyang, HeNan, ChinaBackground RNA-binding proteins (RBPs) play important roles in cellular homeostasis by regulating the expression of thousands of transcripts, which have been reported to be involved in human tumorigenesis. Despite previous reports of the dysregulation of RBPs in cancers, the degree of dysregulation of RBPs in cancers and the intrinsic relevance between dysregulated RBPs and clinical TNM information remains unknown. Furthermore, the co-expressed networks of dysregulated RBPs with transcriptional factors and lncRNAs also require further investigation. Results Here, we firstly analyzed the deviations of expression levels of 1,542 RBPs from 20 cancer types and found that (1) RBPs are dysregulated in almost all 20 cancer types, especially in BLCA, COAD, READ, STAD, LUAD, LUSC and GBM with proportion of deviation larger than 300% compared with non-RBPs in normal tissues. (2) Up- and down-regulated RBPs also show opposed patterns of differential expression in cancers and normal tissues. In addition, down-regulated RBPs show a greater degree of dysregulated expression than up-regulated RBPs do. Secondly, we analyzed the intrinsic relevance between dysregulated RBPs and clinical TNM information and found that (3) Clinical TNM information for two cancer types—CHOL and KICH—is shown to be closely related to patterns of differentially expressed RBPs (DE RBPs) by co-expression cluster analysis. Thirdly, we identified ten key RBPs (seven down-regulated and three up-regulated) in CHOL and seven key RBPs (five down-regulated and two up-regulated) in KICH by analyzing co-expression correlation networks. Fourthly, we constructed the co-expression networks of key RBPs between 1,570 TFs and 4,147 lncRNAs for CHOL and KICH, respectively. Conclusions These results may provide an insight into the understanding of the functions of RBPs in human carcinogenesis. Furthermore, key RBPs and the co-expressed networks offer useful information for potential prognostic biomarkers and therapeutic targets for patients with cancers at the N and M stages in two cancer types CHOL and KICH.https://peerj.com/articles/7696.pdfRNA-binding proteins (RBPs)Co-expression networksClinical TNM systemDifferential expressionTranscriptional factorslncRNAs |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Shuaibin Lian Liansheng Li Yongjie Zhou Zixiao Liu Lei Wang |
spellingShingle |
Shuaibin Lian Liansheng Li Yongjie Zhou Zixiao Liu Lei Wang The co-expression networks of differentially expressed RBPs with TFs and LncRNAs related to clinical TNM stages of cancers PeerJ RNA-binding proteins (RBPs) Co-expression networks Clinical TNM system Differential expression Transcriptional factors lncRNAs |
author_facet |
Shuaibin Lian Liansheng Li Yongjie Zhou Zixiao Liu Lei Wang |
author_sort |
Shuaibin Lian |
title |
The co-expression networks of differentially expressed RBPs with TFs and LncRNAs related to clinical TNM stages of cancers |
title_short |
The co-expression networks of differentially expressed RBPs with TFs and LncRNAs related to clinical TNM stages of cancers |
title_full |
The co-expression networks of differentially expressed RBPs with TFs and LncRNAs related to clinical TNM stages of cancers |
title_fullStr |
The co-expression networks of differentially expressed RBPs with TFs and LncRNAs related to clinical TNM stages of cancers |
title_full_unstemmed |
The co-expression networks of differentially expressed RBPs with TFs and LncRNAs related to clinical TNM stages of cancers |
title_sort |
co-expression networks of differentially expressed rbps with tfs and lncrnas related to clinical tnm stages of cancers |
publisher |
PeerJ Inc. |
series |
PeerJ |
issn |
2167-8359 |
publishDate |
2019-09-01 |
description |
Background RNA-binding proteins (RBPs) play important roles in cellular homeostasis by regulating the expression of thousands of transcripts, which have been reported to be involved in human tumorigenesis. Despite previous reports of the dysregulation of RBPs in cancers, the degree of dysregulation of RBPs in cancers and the intrinsic relevance between dysregulated RBPs and clinical TNM information remains unknown. Furthermore, the co-expressed networks of dysregulated RBPs with transcriptional factors and lncRNAs also require further investigation. Results Here, we firstly analyzed the deviations of expression levels of 1,542 RBPs from 20 cancer types and found that (1) RBPs are dysregulated in almost all 20 cancer types, especially in BLCA, COAD, READ, STAD, LUAD, LUSC and GBM with proportion of deviation larger than 300% compared with non-RBPs in normal tissues. (2) Up- and down-regulated RBPs also show opposed patterns of differential expression in cancers and normal tissues. In addition, down-regulated RBPs show a greater degree of dysregulated expression than up-regulated RBPs do. Secondly, we analyzed the intrinsic relevance between dysregulated RBPs and clinical TNM information and found that (3) Clinical TNM information for two cancer types—CHOL and KICH—is shown to be closely related to patterns of differentially expressed RBPs (DE RBPs) by co-expression cluster analysis. Thirdly, we identified ten key RBPs (seven down-regulated and three up-regulated) in CHOL and seven key RBPs (five down-regulated and two up-regulated) in KICH by analyzing co-expression correlation networks. Fourthly, we constructed the co-expression networks of key RBPs between 1,570 TFs and 4,147 lncRNAs for CHOL and KICH, respectively. Conclusions These results may provide an insight into the understanding of the functions of RBPs in human carcinogenesis. Furthermore, key RBPs and the co-expressed networks offer useful information for potential prognostic biomarkers and therapeutic targets for patients with cancers at the N and M stages in two cancer types CHOL and KICH. |
topic |
RNA-binding proteins (RBPs) Co-expression networks Clinical TNM system Differential expression Transcriptional factors lncRNAs |
url |
https://peerj.com/articles/7696.pdf |
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