Comprehensive Analysis of the Functions and Prognostic Value of RNA-Binding Proteins in Thyroid Cancer

RNA binding proteins (RBPs) have been proved to play pivotal roles in a variety types of tumors. However, there is no convincible evidence disclosing the functions of RBPs in thyroid cancer (THCA) thoroughly and systematically. Integrated analysis of the functional and prognostic effect of RBPs help...

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Main Authors: Yue Ma, Shi Yin, Xiao-feng Liu, Jing Hu, Ning Cai, Xiao-bei Zhang, Li Fu, Xu-chen Cao, Yue Yu
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-03-01
Series:Frontiers in Oncology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2021.625007/full
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author Yue Ma
Yue Ma
Yue Ma
Yue Ma
Shi Yin
Shi Yin
Shi Yin
Shi Yin
Xiao-feng Liu
Xiao-feng Liu
Xiao-feng Liu
Jing Hu
Jing Hu
Jing Hu
Jing Hu
Ning Cai
Xiao-bei Zhang
Xiao-bei Zhang
Xiao-bei Zhang
Li Fu
Li Fu
Li Fu
Li Fu
Xu-chen Cao
Xu-chen Cao
Xu-chen Cao
Xu-chen Cao
Yue Yu
Yue Yu
Yue Yu
Yue Yu
spellingShingle Yue Ma
Yue Ma
Yue Ma
Yue Ma
Shi Yin
Shi Yin
Shi Yin
Shi Yin
Xiao-feng Liu
Xiao-feng Liu
Xiao-feng Liu
Jing Hu
Jing Hu
Jing Hu
Jing Hu
Ning Cai
Xiao-bei Zhang
Xiao-bei Zhang
Xiao-bei Zhang
Li Fu
Li Fu
Li Fu
Li Fu
Xu-chen Cao
Xu-chen Cao
Xu-chen Cao
Xu-chen Cao
Yue Yu
Yue Yu
Yue Yu
Yue Yu
Comprehensive Analysis of the Functions and Prognostic Value of RNA-Binding Proteins in Thyroid Cancer
Frontiers in Oncology
thyroid carcinoma
RNA-binding protein (RBP)
TCGA
gene signature
prognosis
author_facet Yue Ma
Yue Ma
Yue Ma
Yue Ma
Shi Yin
Shi Yin
Shi Yin
Shi Yin
Xiao-feng Liu
Xiao-feng Liu
Xiao-feng Liu
Jing Hu
Jing Hu
Jing Hu
Jing Hu
Ning Cai
Xiao-bei Zhang
Xiao-bei Zhang
Xiao-bei Zhang
Li Fu
Li Fu
Li Fu
Li Fu
Xu-chen Cao
Xu-chen Cao
Xu-chen Cao
Xu-chen Cao
Yue Yu
Yue Yu
Yue Yu
Yue Yu
author_sort Yue Ma
title Comprehensive Analysis of the Functions and Prognostic Value of RNA-Binding Proteins in Thyroid Cancer
title_short Comprehensive Analysis of the Functions and Prognostic Value of RNA-Binding Proteins in Thyroid Cancer
title_full Comprehensive Analysis of the Functions and Prognostic Value of RNA-Binding Proteins in Thyroid Cancer
title_fullStr Comprehensive Analysis of the Functions and Prognostic Value of RNA-Binding Proteins in Thyroid Cancer
title_full_unstemmed Comprehensive Analysis of the Functions and Prognostic Value of RNA-Binding Proteins in Thyroid Cancer
title_sort comprehensive analysis of the functions and prognostic value of rna-binding proteins in thyroid cancer
publisher Frontiers Media S.A.
series Frontiers in Oncology
issn 2234-943X
publishDate 2021-03-01
description RNA binding proteins (RBPs) have been proved to play pivotal roles in a variety types of tumors. However, there is no convincible evidence disclosing the functions of RBPs in thyroid cancer (THCA) thoroughly and systematically. Integrated analysis of the functional and prognostic effect of RBPs help better understanding tumorigenesis and development in thyroid and may provide a novel therapeutic method for THCA. In this study, we obtained a list of human RBPs from Gerstberger database, which covered 1,542 genes encoding RBPs. Gene expression data of THCA was downloaded from The Cancer Genome Atlas (TCGA, n = 567), from which we extracted 1,491 RBPs’ gene expression data. We analyzed differentially expressed RBPs using R package “limma”. Based on differentially expressed RBPs, we constructed protein-protein interaction network and the GO and KEGG pathway enrichment analyses were carried out. We found six RBPs (AZGP1, IGF2BP2, MEX3A, NUDT16, NUP153, USB1) independently associated with prognosis of patients with thyroid cancer according to univariate and multivariate Cox proportional hazards regression models. The survival analysis and risk score analysis achieved good performances from this six-gene prognostic model. Nomogram was constructed to guide clinical decision in practice. Finally, biological experiments disclosed that NUP153 and USB1 can significantly impact cancer cell proliferation and migration. In conclusion, our research provided a new insight of thyroid tumorigenesis and development based on analyses of RBPs. More importantly, the six-gene model may play an important role in clinical practice in the future.
topic thyroid carcinoma
RNA-binding protein (RBP)
TCGA
gene signature
prognosis
url https://www.frontiersin.org/articles/10.3389/fonc.2021.625007/full
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spelling doaj-08fec066f2b24941a88ed48624e0f6f92021-03-17T05:38:05ZengFrontiers Media S.A.Frontiers in Oncology2234-943X2021-03-011110.3389/fonc.2021.625007625007Comprehensive Analysis of the Functions and Prognostic Value of RNA-Binding Proteins in Thyroid CancerYue Ma0Yue Ma1Yue Ma2Yue Ma3Shi Yin4Shi Yin5Shi Yin6Shi Yin7Xiao-feng Liu8Xiao-feng Liu9Xiao-feng Liu10Jing Hu11Jing Hu12Jing Hu13Jing Hu14Ning Cai15Xiao-bei Zhang16Xiao-bei Zhang17Xiao-bei Zhang18Li Fu19Li Fu20Li Fu21Li Fu22Xu-chen Cao23Xu-chen Cao24Xu-chen Cao25Xu-chen Cao26Yue Yu27Yue Yu28Yue Yu29Yue Yu30The First Department of Breast Cancer, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin, ChinaKey Laboratory of Cancer Prevention and Therapy, Tianjin, ChinaTianjin’s Clinical Research Center for Cancer, Tianjin, ChinaKey Laboratory of Breast Cancer Prevention and Therapy, Tianjin Medical University, Ministry of Education, Tianjin, ChinaThe First Department of Breast Cancer, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin, ChinaKey Laboratory of Cancer Prevention and Therapy, Tianjin, ChinaTianjin’s Clinical Research Center for Cancer, Tianjin, ChinaKey Laboratory of Breast Cancer Prevention and Therapy, Tianjin Medical University, Ministry of Education, Tianjin, ChinaKey Laboratory of Cancer Prevention and Therapy, Tianjin, ChinaTianjin’s Clinical Research Center for Cancer, Tianjin, ChinaKey Laboratory of Breast Cancer Prevention and Therapy, Tianjin Medical University, Ministry of Education, Tianjin, ChinaThe First Department of Breast Cancer, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin, ChinaKey Laboratory of Cancer Prevention and Therapy, Tianjin, ChinaTianjin’s Clinical Research Center for Cancer, Tianjin, ChinaKey Laboratory of Breast Cancer Prevention and Therapy, Tianjin Medical University, Ministry of Education, Tianjin, ChinaHepatic Surgery Center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, ChinaKey Laboratory of Cancer Prevention and Therapy, Tianjin, ChinaTianjin’s Clinical Research Center for Cancer, Tianjin, ChinaDepartment of Anesthesiology, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin, ChinaKey Laboratory of Cancer Prevention and Therapy, Tianjin, ChinaTianjin’s Clinical Research Center for Cancer, Tianjin, ChinaKey Laboratory of Breast Cancer Prevention and Therapy, Tianjin Medical University, Ministry of Education, Tianjin, ChinaDepartment of Breast Cancer Pathology and Research Laboratory, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin, ChinaThe First Department of Breast Cancer, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin, ChinaKey Laboratory of Cancer Prevention and Therapy, Tianjin, ChinaTianjin’s Clinical Research Center for Cancer, Tianjin, ChinaKey Laboratory of Breast Cancer Prevention and Therapy, Tianjin Medical University, Ministry of Education, Tianjin, ChinaThe First Department of Breast Cancer, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin, ChinaKey Laboratory of Cancer Prevention and Therapy, Tianjin, ChinaTianjin’s Clinical Research Center for Cancer, Tianjin, ChinaKey Laboratory of Breast Cancer Prevention and Therapy, Tianjin Medical University, Ministry of Education, Tianjin, ChinaRNA binding proteins (RBPs) have been proved to play pivotal roles in a variety types of tumors. However, there is no convincible evidence disclosing the functions of RBPs in thyroid cancer (THCA) thoroughly and systematically. Integrated analysis of the functional and prognostic effect of RBPs help better understanding tumorigenesis and development in thyroid and may provide a novel therapeutic method for THCA. In this study, we obtained a list of human RBPs from Gerstberger database, which covered 1,542 genes encoding RBPs. Gene expression data of THCA was downloaded from The Cancer Genome Atlas (TCGA, n = 567), from which we extracted 1,491 RBPs’ gene expression data. We analyzed differentially expressed RBPs using R package “limma”. Based on differentially expressed RBPs, we constructed protein-protein interaction network and the GO and KEGG pathway enrichment analyses were carried out. We found six RBPs (AZGP1, IGF2BP2, MEX3A, NUDT16, NUP153, USB1) independently associated with prognosis of patients with thyroid cancer according to univariate and multivariate Cox proportional hazards regression models. The survival analysis and risk score analysis achieved good performances from this six-gene prognostic model. Nomogram was constructed to guide clinical decision in practice. Finally, biological experiments disclosed that NUP153 and USB1 can significantly impact cancer cell proliferation and migration. In conclusion, our research provided a new insight of thyroid tumorigenesis and development based on analyses of RBPs. More importantly, the six-gene model may play an important role in clinical practice in the future.https://www.frontiersin.org/articles/10.3389/fonc.2021.625007/fullthyroid carcinomaRNA-binding protein (RBP)TCGAgene signatureprognosis