Tumor Expression Profile Analysis Developed and Validated a Prognostic Model Based on Immune-Related Genes in Bladder Cancer
被引:4
作者:
Dong, Bingqi
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h-index: 0
机构:
Zhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Urol, Zhengzhou, Peoples R ChinaZhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Urol, Zhengzhou, Peoples R China
Dong, Bingqi
[1
]
Liang, Jiaming
论文数: 0引用数: 0
h-index: 0
机构:
Guangzhou Med Univ, Affiliated Hosp 2, Guangzhou, Peoples R China
Guangzhou Med Univ, Affiliated Hosp 1, Natl Clin Res Ctr Resp Dis, State Key Lab Resp Dis, Guangzhou, Peoples R ChinaZhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Urol, Zhengzhou, Peoples R China
Liang, Jiaming
[2
,3
]
Li, Ding
论文数: 0引用数: 0
h-index: 0
机构:
Zhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Pharm, Zhengzhou, Peoples R ChinaZhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Urol, Zhengzhou, Peoples R China
Li, Ding
[4
]
Song, Wenping
论文数: 0引用数: 0
h-index: 0
机构:
Zhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Pharm, Zhengzhou, Peoples R ChinaZhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Urol, Zhengzhou, Peoples R China
Song, Wenping
[4
]
Zhao, Shiming
论文数: 0引用数: 0
h-index: 0
机构:
Zhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Urol, Zhengzhou, Peoples R ChinaZhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Urol, Zhengzhou, Peoples R China
Zhao, Shiming
[1
]
Ma, Yongkang
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h-index: 0
机构:
Zhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Urol, Zhengzhou, Peoples R ChinaZhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Urol, Zhengzhou, Peoples R China
Ma, Yongkang
[1
]
Song, Jinbo
论文数: 0引用数: 0
h-index: 0
机构:
Zhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Urol, Zhengzhou, Peoples R ChinaZhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Urol, Zhengzhou, Peoples R China
Song, Jinbo
[1
]
Zhu, Mingkai
论文数: 0引用数: 0
h-index: 0
机构:
Zhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Urol, Zhengzhou, Peoples R ChinaZhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Urol, Zhengzhou, Peoples R China
Zhu, Mingkai
[1
]
Yang, Tiejun
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h-index: 0
机构:
Zhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Urol, Zhengzhou, Peoples R ChinaZhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Urol, Zhengzhou, Peoples R China
Yang, Tiejun
[1
]
机构:
[1] Zhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Urol, Zhengzhou, Peoples R China
[2] Guangzhou Med Univ, Affiliated Hosp 2, Guangzhou, Peoples R China
[3] Guangzhou Med Univ, Affiliated Hosp 1, Natl Clin Res Ctr Resp Dis, State Key Lab Resp Dis, Guangzhou, Peoples R China
[4] Zhengzhou Univ, Affiliated Canc Hosp, Henan Canc Hosp, Dept Pharm, Zhengzhou, Peoples R China
bladder cancer;
immune-related signature;
The Cancer Genome Atlas;
Gene Expression Omnibus;
immunotherapy;
IDENTIFICATION;
IMMUNOTHERAPY;
MARKERS;
DOMAIN;
CELLS;
ALX;
D O I:
10.3389/fgene.2021.696912
中图分类号:
Q3 [遗传学];
学科分类号:
071007 ;
090102 ;
摘要:
Background: Bladder cancer (BLCA) ranks 10th in incidence among malignant tumors and 6th in incidence among malignant tumors in males. With the application of immune therapy, the overall survival (OS) rate of BLCA patients has greatly improved, but the 5-year survival rate of BLCA patients is still low. Furthermore, not every BLCA patient benefits from immunotherapy, and there are a limited number of biomarkers for predicting the immunotherapy response. Therefore, novel biomarkers for predicting the immunotherapy response and prognosis of BLCA are urgently needed. Methods: The RNA sequencing (RNA-seq) data, clinical data and gene annotation files for The Cancer Genome Atlas (TCGA) BLCA cohort were extracted from the University of California, Santa Cruz (UCSC) Xena Browser. The BLCA datasets GSE31684 and GSE32894 from the Gene Expression Omnibus (GEO) database were extracted for external validation. Immune-related genes were extracted from InnateDB. Significant differentially expressed genes (DEGs) were identified using the R package "limma," and Gene Ontology (GO) analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis for the DEGs were performed using R package "clusterProfiler." Least absolute shrinkage and selection operator (LASSO) regression analysis were used to construct the signature model. The infiltration level of each immune cell type was estimated using the single-sample gene set enrichment analysis (ssGSEA) algorithm. The performance of the model was evaluated with receiver operating characteristic (ROC) curves and calibration curves. Results: In total, 1,040 immune-related DEGs were identified, and eight signature genes were selected to construct a model using LASSO regression analysis. The risk score of BLCA patients based on the signature model was negatively correlated with OS and the immunotherapy response. The ROC curve for OS revealed that the model had good accuracy. The calibration curve showed good agreement between the predictions and actual observations. Conclusions: Herein, we constructed an immune-related eight-gene signature that could be a potential biomarker to predict the immunotherapy response and prognosis of BLCA patients.
机构:
Cedars Sinai Med Ctr, Dept Surg Urol, Los Angeles, CA 90048 USA
Cedars Sinai Samuel Oschin Comprehens Canc Inst, Los Angeles, CA 90048 USACedars Sinai Med Ctr, Dept Surg Urol, Los Angeles, CA 90048 USA
Tran, Linda
Xiao, Jin-Fen
论文数: 0引用数: 0
h-index: 0
机构:
Cedars Sinai Med Ctr, Dept Surg Urol, Los Angeles, CA 90048 USA
Cedars Sinai Samuel Oschin Comprehens Canc Inst, Los Angeles, CA 90048 USACedars Sinai Med Ctr, Dept Surg Urol, Los Angeles, CA 90048 USA
Xiao, Jin-Fen
Agarwal, Neeraj
论文数: 0引用数: 0
h-index: 0
机构:
Cedars Sinai Samuel Oschin Comprehens Canc Inst, Los Angeles, CA 90048 USA
Cedars Sinai Med Ctr, Dept Med Hematol Oncol, Los Angeles, CA 90048 USACedars Sinai Med Ctr, Dept Surg Urol, Los Angeles, CA 90048 USA
Agarwal, Neeraj
Duex, Jason E.
论文数: 0引用数: 0
h-index: 0
机构:
Cedars Sinai Samuel Oschin Comprehens Canc Inst, Los Angeles, CA 90048 USACedars Sinai Med Ctr, Dept Surg Urol, Los Angeles, CA 90048 USA
Duex, Jason E.
Theodorescu, Dan
论文数: 0引用数: 0
h-index: 0
机构:
Cedars Sinai Med Ctr, Dept Surg Urol, Los Angeles, CA 90048 USA
Cedars Sinai Samuel Oschin Comprehens Canc Inst, Los Angeles, CA 90048 USA
Cedars Sinai Med Ctr, Dept Pathol & Lab Med, Los Angeles, CA 90048 USACedars Sinai Med Ctr, Dept Surg Urol, Los Angeles, CA 90048 USA
机构:
Fred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USAFred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
Wu, Yu
Davison, Jerry
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USAFred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
Davison, Jerry
Qu, Xiaoyu
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USAFred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
Qu, Xiaoyu
Morrissey, Colm
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Seattle, WA 98195 USAFred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
Morrissey, Colm
Storer, Barry
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USAFred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
Storer, Barry
Brown, Lisha
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Seattle, WA 98195 USAFred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
Brown, Lisha
Vessella, Robert
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Seattle, WA 98195 USA
Puget Sound VA Hlth Care Syst, Seattle, WA USAFred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
Vessella, Robert
论文数: 引用数:
h-index:
机构:
Nelson, Peter
Fang, Min
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
Univ Washington, Seattle, WA 98195 USAFred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
机构:
China Med Univ, Dept Breast Surg, Affiliated Hosp 1, 155 Nanjing Rd, Shenyang 110001, Liaoning, Peoples R ChinaChina Med Univ, Dept Breast Surg, Affiliated Hosp 1, 155 Nanjing Rd, Shenyang 110001, Liaoning, Peoples R China
Zheng, Ang
Zhang, Lin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chinese Acad Sci, Huamei Hosp, Dept Surg, Ningbo Hosp 2, 41 Xibei Rd, Ningbo 315000, Zhejiang, Peoples R ChinaChina Med Univ, Dept Breast Surg, Affiliated Hosp 1, 155 Nanjing Rd, Shenyang 110001, Liaoning, Peoples R China
Zhang, Lin
Song, Xinyue
论文数: 0引用数: 0
h-index: 0
机构:
China Med Univ, Sch Pharm, Dept Pharmacol, 77 Puhe Rd, Shenyang 110122, Liaoning, Peoples R China
China Med Univ, Liaoning Key Lab Mol Targeted Antitumor Drug Dev, 77 Puhe Rd, Shenyang 110122, Liaoning, Peoples R ChinaChina Med Univ, Dept Breast Surg, Affiliated Hosp 1, 155 Nanjing Rd, Shenyang 110001, Liaoning, Peoples R China
Song, Xinyue
Wang, Yuying
论文数: 0引用数: 0
h-index: 0
机构:
China Med Univ, Dept Breast Surg, Affiliated Hosp 1, 155 Nanjing Rd, Shenyang 110001, Liaoning, Peoples R China
China Med Univ, Liaoning Canc Hosp & Inst, Dept Breast Surg, Canc Hosp, 44 Xiaoheyan Rd, Shenyang 110042, Liaoning, Peoples R ChinaChina Med Univ, Dept Breast Surg, Affiliated Hosp 1, 155 Nanjing Rd, Shenyang 110001, Liaoning, Peoples R China
Wang, Yuying
Wei, Minjie
论文数: 0引用数: 0
h-index: 0
机构:
China Med Univ, Sch Pharm, Dept Pharmacol, 77 Puhe Rd, Shenyang 110122, Liaoning, Peoples R China
China Med Univ, Liaoning Key Lab Mol Targeted Antitumor Drug Dev, 77 Puhe Rd, Shenyang 110122, Liaoning, Peoples R ChinaChina Med Univ, Dept Breast Surg, Affiliated Hosp 1, 155 Nanjing Rd, Shenyang 110001, Liaoning, Peoples R China
Wei, Minjie
Jin, Feng
论文数: 0引用数: 0
h-index: 0
机构:
China Med Univ, Dept Breast Surg, Affiliated Hosp 1, 155 Nanjing Rd, Shenyang 110001, Liaoning, Peoples R ChinaChina Med Univ, Dept Breast Surg, Affiliated Hosp 1, 155 Nanjing Rd, Shenyang 110001, Liaoning, Peoples R China
机构:
Cedars Sinai Med Ctr, Dept Surg Urol, Los Angeles, CA 90048 USA
Cedars Sinai Samuel Oschin Comprehens Canc Inst, Los Angeles, CA 90048 USACedars Sinai Med Ctr, Dept Surg Urol, Los Angeles, CA 90048 USA
Tran, Linda
Xiao, Jin-Fen
论文数: 0引用数: 0
h-index: 0
机构:
Cedars Sinai Med Ctr, Dept Surg Urol, Los Angeles, CA 90048 USA
Cedars Sinai Samuel Oschin Comprehens Canc Inst, Los Angeles, CA 90048 USACedars Sinai Med Ctr, Dept Surg Urol, Los Angeles, CA 90048 USA
Xiao, Jin-Fen
Agarwal, Neeraj
论文数: 0引用数: 0
h-index: 0
机构:
Cedars Sinai Samuel Oschin Comprehens Canc Inst, Los Angeles, CA 90048 USA
Cedars Sinai Med Ctr, Dept Med Hematol Oncol, Los Angeles, CA 90048 USACedars Sinai Med Ctr, Dept Surg Urol, Los Angeles, CA 90048 USA
Agarwal, Neeraj
Duex, Jason E.
论文数: 0引用数: 0
h-index: 0
机构:
Cedars Sinai Samuel Oschin Comprehens Canc Inst, Los Angeles, CA 90048 USACedars Sinai Med Ctr, Dept Surg Urol, Los Angeles, CA 90048 USA
Duex, Jason E.
Theodorescu, Dan
论文数: 0引用数: 0
h-index: 0
机构:
Cedars Sinai Med Ctr, Dept Surg Urol, Los Angeles, CA 90048 USA
Cedars Sinai Samuel Oschin Comprehens Canc Inst, Los Angeles, CA 90048 USA
Cedars Sinai Med Ctr, Dept Pathol & Lab Med, Los Angeles, CA 90048 USACedars Sinai Med Ctr, Dept Surg Urol, Los Angeles, CA 90048 USA
机构:
Fred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USAFred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
Wu, Yu
Davison, Jerry
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USAFred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
Davison, Jerry
Qu, Xiaoyu
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USAFred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
Qu, Xiaoyu
Morrissey, Colm
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Seattle, WA 98195 USAFred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
Morrissey, Colm
Storer, Barry
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USAFred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
Storer, Barry
Brown, Lisha
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Seattle, WA 98195 USAFred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
Brown, Lisha
Vessella, Robert
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Seattle, WA 98195 USA
Puget Sound VA Hlth Care Syst, Seattle, WA USAFred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
Vessella, Robert
论文数: 引用数:
h-index:
机构:
Nelson, Peter
Fang, Min
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
Univ Washington, Seattle, WA 98195 USAFred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
机构:
China Med Univ, Dept Breast Surg, Affiliated Hosp 1, 155 Nanjing Rd, Shenyang 110001, Liaoning, Peoples R ChinaChina Med Univ, Dept Breast Surg, Affiliated Hosp 1, 155 Nanjing Rd, Shenyang 110001, Liaoning, Peoples R China
Zheng, Ang
Zhang, Lin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chinese Acad Sci, Huamei Hosp, Dept Surg, Ningbo Hosp 2, 41 Xibei Rd, Ningbo 315000, Zhejiang, Peoples R ChinaChina Med Univ, Dept Breast Surg, Affiliated Hosp 1, 155 Nanjing Rd, Shenyang 110001, Liaoning, Peoples R China
Zhang, Lin
Song, Xinyue
论文数: 0引用数: 0
h-index: 0
机构:
China Med Univ, Sch Pharm, Dept Pharmacol, 77 Puhe Rd, Shenyang 110122, Liaoning, Peoples R China
China Med Univ, Liaoning Key Lab Mol Targeted Antitumor Drug Dev, 77 Puhe Rd, Shenyang 110122, Liaoning, Peoples R ChinaChina Med Univ, Dept Breast Surg, Affiliated Hosp 1, 155 Nanjing Rd, Shenyang 110001, Liaoning, Peoples R China
Song, Xinyue
Wang, Yuying
论文数: 0引用数: 0
h-index: 0
机构:
China Med Univ, Dept Breast Surg, Affiliated Hosp 1, 155 Nanjing Rd, Shenyang 110001, Liaoning, Peoples R China
China Med Univ, Liaoning Canc Hosp & Inst, Dept Breast Surg, Canc Hosp, 44 Xiaoheyan Rd, Shenyang 110042, Liaoning, Peoples R ChinaChina Med Univ, Dept Breast Surg, Affiliated Hosp 1, 155 Nanjing Rd, Shenyang 110001, Liaoning, Peoples R China
Wang, Yuying
Wei, Minjie
论文数: 0引用数: 0
h-index: 0
机构:
China Med Univ, Sch Pharm, Dept Pharmacol, 77 Puhe Rd, Shenyang 110122, Liaoning, Peoples R China
China Med Univ, Liaoning Key Lab Mol Targeted Antitumor Drug Dev, 77 Puhe Rd, Shenyang 110122, Liaoning, Peoples R ChinaChina Med Univ, Dept Breast Surg, Affiliated Hosp 1, 155 Nanjing Rd, Shenyang 110001, Liaoning, Peoples R China
Wei, Minjie
Jin, Feng
论文数: 0引用数: 0
h-index: 0
机构:
China Med Univ, Dept Breast Surg, Affiliated Hosp 1, 155 Nanjing Rd, Shenyang 110001, Liaoning, Peoples R ChinaChina Med Univ, Dept Breast Surg, Affiliated Hosp 1, 155 Nanjing Rd, Shenyang 110001, Liaoning, Peoples R China