Inflammation-related signature for prognostic prediction, tumor immune, genomic heterogeneity, and drug choices in prostate cancer: Integrated analysis of bulk and single-cell RNA-sequencing
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作者:
Zhu, Weian
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Sun Yat Sen Univ, Affiliated Hosp 3, Dept Urol, Guangzhou 510630, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 3, Dept Urol, Guangzhou 510630, Peoples R China
Zhu, Weian
[1
]
Huang, Jiongduan
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Sun Yat Sen Univ, Affiliated Hosp 3, Dept Urol, Guangzhou 510630, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 3, Dept Urol, Guangzhou 510630, Peoples R China
Huang, Jiongduan
[1
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Wu, Jianjie
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Sun Yat Sen Univ, Affiliated Hosp 3, Dept Urol, Guangzhou 510630, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 3, Dept Urol, Guangzhou 510630, Peoples R China
Wu, Jianjie
[1
]
Wu, Chenglun
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Sun Yat Sen Univ, Affiliated Hosp 3, Dept Urol, Guangzhou 510630, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 3, Dept Urol, Guangzhou 510630, Peoples R China
Wu, Chenglun
[1
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Ye, Fengxi
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机构:
Sun Yat Sen Univ, Zhongshan Sch Med, Guangzhou 510080, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 3, Dept Urol, Guangzhou 510630, Peoples R China
Ye, Fengxi
[2
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Li, Xiang
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机构:
Southern Med Univ, Nanfang Hosp, Dept Emergency Med, Guangzhou 510515, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 3, Dept Urol, Guangzhou 510630, Peoples R China
Li, Xiang
[3
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Lai, Wenjie
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机构:
Sun Yat Sen Univ, Affiliated Hosp 3, Dept Urol, Guangzhou 510630, Peoples R China
Sun Yat Sen Univ, Affiliated Hosp 3, Ctr Nanomed, Lab Biomat & Translat Med, Guangzhou 510630, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 3, Dept Urol, Guangzhou 510630, Peoples R China
Lai, Wenjie
[1
,4
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机构:
[1] Sun Yat Sen Univ, Affiliated Hosp 3, Dept Urol, Guangzhou 510630, Peoples R China
[2] Sun Yat Sen Univ, Zhongshan Sch Med, Guangzhou 510080, Peoples R China
[3] Southern Med Univ, Nanfang Hosp, Dept Emergency Med, Guangzhou 510515, Peoples R China
[4] Sun Yat Sen Univ, Affiliated Hosp 3, Ctr Nanomed, Lab Biomat & Translat Med, Guangzhou 510630, Peoples R China
Background: Prostate cancer (PCa) ranks as the second most prevalent malignancy among males on a global scale. Accumulating evidence suggests that inflammation has an intricate relationship with tumorigenesis, tumor progression and tumor immune microenvironment. However, the overall impact of inflammation-related genes on the clinical prognosis and tumor immunity in PCa remains unclear.Methods: Machine learning methods were utilized to construct and validate a signature using The Cancer Genome Atlas (TCGA) for training, while the Memorial Sloan Kettering Cancer Center (MSKCC) and GSE70769 cohorts for independent validation. The efficacy of the signature in predicting outcomes and its clinical utility were assessed through a series of investigations encompassing in vitro experiments, survival analysis, and nomogram development. The association between the signature and precision medicine was explored via tumor immunity, genomic heterogeneity, therapeutic response, and molecular docking analyses, using bulk and single-cell RNA-sequencing data.Results: We identified 7 inflammation-related genes with prognostic significance and developed an inflammation-related prognostic signature (IRPS) with 6 genes. Furthermore, we demonstrated that both the IRPS and a nomogram integrating risk score and pathologic T stage exhibited excellent predictive ability for the survival outcomes in PCa patients. Moreover, the IRPS was found to be significantly associated with the tumor immune, genomic heterogeneity, therapeutic response, and drug selection. Conclusion: IRPS can serve as a reliable predictor for PCa patients. The signature may provide clinicians with valuable information on the efficacy of therapy and help personalize treatment for PCa patients.
机构:
Zhejiang Chinese Med Univ, Clin Med Coll 2, Hangzhou 310053, Peoples R ChinaZhejiang Chinese Med Univ, Clin Med Coll 2, Hangzhou 310053, Peoples R China
Zhang, Jiawei
Wu, Yangsheng
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Zhejiang Chinese Med Univ, Coll Life Sci, Hangzhou 310053, Peoples R ChinaZhejiang Chinese Med Univ, Clin Med Coll 2, Hangzhou 310053, Peoples R China
Wu, Yangsheng
Shen, Zhong
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机构:
Hangzhou Third Peoples Hosp, Dept Coloproctol, 38 Westlake Ave, Hangzhou 310009, Zhejiang, Peoples R ChinaZhejiang Chinese Med Univ, Clin Med Coll 2, Hangzhou 310053, Peoples R China
机构:
Guangxi Med Univ, Guangxi Reprod Med Ctr, Affiliated Hosp 1, Nanning, Peoples R China
Guangxi Med Univ, Guangxi Key Lab Immunol & Metab Liver Dis, Nanning, Peoples R China
Guangxi Med Univ, Key Lab Early Prevent & Treatment Reg High Frequen, Minist Educ, Nanning, Peoples R ChinaGuangxi Med Univ, Guangxi Reprod Med Ctr, Affiliated Hosp 1, Nanning, Peoples R China
Wei, Peiru
Dong, Mingyou
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机构:
Guangxi Med Univ, Guangxi Reprod Med Ctr, Affiliated Hosp 1, Nanning, Peoples R China
Youjiang Med Univ Nationalities, Key Lab Mol Pathol For Hepatobiliary Dis Guangxi, Affiliated Hosp, Baise, Peoples R ChinaGuangxi Med Univ, Guangxi Reprod Med Ctr, Affiliated Hosp 1, Nanning, Peoples R China
Dong, Mingyou
Bi, Yin
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机构:
Guangxi Med Univ, Guangxi Reprod Med Ctr, Affiliated Hosp 1, Nanning, Peoples R China
Guangxi Med Univ, Guangxi Key Lab Immunol & Metab Liver Dis, Nanning, Peoples R China
Guangxi Med Univ, Key Lab Early Prevent & Treatment Reg High Frequen, Minist Educ, Nanning, Peoples R ChinaGuangxi Med Univ, Guangxi Reprod Med Ctr, Affiliated Hosp 1, Nanning, Peoples R China
Bi, Yin
Chen, Saiqiong
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机构:
Guangxi Med Univ, Guangxi Reprod Med Ctr, Affiliated Hosp 1, Nanning, Peoples R China
Guangxi Med Univ, Dept Obstet & Gynecol, Affiliated Hosp 4, Liuzhou, Peoples R ChinaGuangxi Med Univ, Guangxi Reprod Med Ctr, Affiliated Hosp 1, Nanning, Peoples R China
Chen, Saiqiong
Huang, Weiyu
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机构:
Guangxi Med Univ, Guangxi Reprod Med Ctr, Affiliated Hosp 1, Nanning, Peoples R China
Guangxi Med Univ, Guangxi Key Lab Immunol & Metab Liver Dis, Nanning, Peoples R China
Guangxi Med Univ, Key Lab Early Prevent & Treatment Reg High Frequen, Minist Educ, Nanning, Peoples R ChinaGuangxi Med Univ, Guangxi Reprod Med Ctr, Affiliated Hosp 1, Nanning, Peoples R China
Huang, Weiyu
Li, Ting
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机构:
Guangxi Med Univ, Guangxi Reprod Med Ctr, Affiliated Hosp 1, Nanning, Peoples R China
Guangxi Med Univ, Guangxi Key Lab Immunol & Metab Liver Dis, Nanning, Peoples R China
Guangxi Med Univ, Key Lab Early Prevent & Treatment Reg High Frequen, Minist Educ, Nanning, Peoples R ChinaGuangxi Med Univ, Guangxi Reprod Med Ctr, Affiliated Hosp 1, Nanning, Peoples R China
Li, Ting
Liu, Bo
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机构:
Guangxi Med Univ, Guangxi Reprod Med Ctr, Affiliated Hosp 1, Nanning, Peoples R ChinaGuangxi Med Univ, Guangxi Reprod Med Ctr, Affiliated Hosp 1, Nanning, Peoples R China
Liu, Bo
Fu, Xiaoqian
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Guangxi Med Univ, Guangxi Reprod Med Ctr, Affiliated Hosp 1, Nanning, Peoples R ChinaGuangxi Med Univ, Guangxi Reprod Med Ctr, Affiliated Hosp 1, Nanning, Peoples R China
Fu, Xiaoqian
Yang, Yihua
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机构:
Guangxi Med Univ, Guangxi Reprod Med Ctr, Affiliated Hosp 1, Nanning, Peoples R China
Guangxi Med Univ, Guangxi Key Lab Immunol & Metab Liver Dis, Nanning, Peoples R China
Guangxi Med Univ, Key Lab Early Prevent & Treatment Reg High Frequen, Minist Educ, Nanning, Peoples R ChinaGuangxi Med Univ, Guangxi Reprod Med Ctr, Affiliated Hosp 1, Nanning, Peoples R China
机构:
China Med Univ, Dept Gen Surg, Shengjing Hosp, Shenyang 110004, Liaoning, Peoples R ChinaChina Med Univ, Dept Gen Surg, Shengjing Hosp, Shenyang 110004, Liaoning, Peoples R China
Wu, Yunhao
Shang, Jin
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机构:
China Med Univ, Shengjing Hosp, Dept Radiol, Shenyang 110004, Peoples R ChinaChina Med Univ, Dept Gen Surg, Shengjing Hosp, Shenyang 110004, Liaoning, Peoples R China
Shang, Jin
Ruan, Qiang
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机构:
China Med Univ, Shengjing Hosp, Virol Lab, Shenyang 110004, Peoples R ChinaChina Med Univ, Dept Gen Surg, Shengjing Hosp, Shenyang 110004, Liaoning, Peoples R China
Ruan, Qiang
Tan, Xiaodong
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China Med Univ, Dept Gen Surg, Shengjing Hosp, Shenyang 110004, Liaoning, Peoples R ChinaChina Med Univ, Dept Gen Surg, Shengjing Hosp, Shenyang 110004, Liaoning, Peoples R China
机构:
Beijing Sport Univ, Sch Sport Sci, Beijing 100084, Peoples R China
Beijing Sport Univ, Key Lab Phys Fitness & Exercise, Minist Educ, Beijing 10084, Peoples R ChinaBeijing Sport Univ, Sch Sport Sci, Beijing 100084, Peoples R China
Chen, Yanzhong
Zhang, Yaonan
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机构:
Beijing Sport Univ, Sch Sport Sci, Beijing 100084, Peoples R China
Beijing Sport Univ, Key Lab Phys Fitness & Exercise, Minist Educ, Beijing 10084, Peoples R China
Beijing Hosp, Dept Orthoped, Beijing 10000, Peoples R ChinaBeijing Sport Univ, Sch Sport Sci, Beijing 100084, Peoples R China
Zhang, Yaonan
Ge, Yongwei
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机构:
Beijing Sport Univ, Sch Sport Sci, Beijing 100084, Peoples R China
Beijing Sport Univ, Key Lab Phys Fitness & Exercise, Minist Educ, Beijing 10084, Peoples R ChinaBeijing Sport Univ, Sch Sport Sci, Beijing 100084, Peoples R China
Ge, Yongwei
Ren, Hong
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Beijing Sport Univ, Sch Sport Sci, Beijing 100084, Peoples R China
Beijing Sport Univ, Key Lab Phys Fitness & Exercise, Minist Educ, Beijing 10084, Peoples R ChinaBeijing Sport Univ, Sch Sport Sci, Beijing 100084, Peoples R China
机构:
Qingdao Univ, Med Coll, Qingdao 266000, Shandong, Peoples R ChinaQingdao Univ, Med Coll, Qingdao 266000, Shandong, Peoples R China
Wen, Fei
Guan, Xin
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机构:
Qingdao Municipal Hosp, Dept Gastroenterol, Qingdao 266071, Shandong, Peoples R ChinaQingdao Univ, Med Coll, Qingdao 266000, Shandong, Peoples R China
Guan, Xin
Qu, Hai-Xia
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机构:
Qingdao Municipal Hosp, Dept Gastroenterol, Qingdao 266071, Shandong, Peoples R ChinaQingdao Univ, Med Coll, Qingdao 266000, Shandong, Peoples R China
Qu, Hai-Xia
Jiang, Xiang-Jun
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Qingdao Municipal Hosp, Dept Gastroenterol, Qingdao 266071, Shandong, Peoples R China
Qingdao Municipal Hosp, Dept Gastroenterol, 1 Jiaozhou Rd, Qingdao 266071, Shandong, Peoples R ChinaQingdao Univ, Med Coll, Qingdao 266000, Shandong, Peoples R China