Prognosis, Immune Microenvironment Infiltration and Immunotherapy Response in Clear Cell Renal Cell Carcinoma Based on Cuproptosis-related Immune Checkpoint Gene Signature

被引:2
作者
Liu, Gang [1 ]
Li, Feifei [2 ]
Ge, Yuntian [1 ]
Shi, Yaxing [1 ]
Ren, Fang [3 ]
Zhu, Liancheng [3 ]
机构
[1] China Med Univ, Shengjing Hosp, Dept Urol, Shenyang 110004, Liaoning, Peoples R China
[2] Shandong First Med Univ, Shandong Prov Hosp, Dept Gynecol, Jinan, Peoples R China
[3] China Med Univ, Shengjing Hosp, Dept Obstet & Gynecol, Shenyang, Liaoning, Peoples R China
关键词
immune checkpoint; cuproptosis; clear cell renal cell carcinoma; immune microenvironment; prognosis; immune therapy;
D O I
10.7150/jca.88467
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: Immune checkpoint genes (ICGs), which are the cornerstone of immunotherapy, influence the incidence and progression of clear cell renal cell carcinoma (ccRCC). It is important to note that there is not much data in the literature to determine how cuproptosis and antitumor immunity are related. Methods: On the basis of The Cancer Genome Atlas ccRCC dataset (n=526), cuproptosis-related ICGs (CICGs) were used to identify distinct molecular subtypes. Using the Cox regression method, a risk signature was constructed and externally validated using the ICGC (n=91) and primary ccRCC subgroups of GSE22541 (n=24). The molecular and immune characteristics and efficacy of immunotherapy in the subgroups defined by the risk score were investigated. Four risk CICGs were verified through in vitro experiment. Results: We identified two unique molecular subgroups with substantial prognostic differences based on 17 CICGs. The two subtypes clearly differ in terms of the tumor immune microenvironment (TME). A predictive risk signature (CD276, HLA-E, LGALS9, and TNFRSF18) was created and externally confirmed, and their expressions were validated by realtime PCR. The multivariate Cox regression analysis demonstrated that this signature could independently predict survival. Thus, a credible nomogram incorporating the signature, age, stage, and grade was constructed, and discrimination was confirmed using the C-index, calibration curve, and decision curve analyses. The underlying implications for immune checkpoint inhibitors, the landscape of the TME, and single-cell level localization are depicted. In addition, its accuracy in forecasting actual immunotherapeutic results has been proven (CheckMate025 and TCGA-SKCM cohorts). The sensitivity of the two risk groups to various drug-targeted therapy methods was analyzed. Conclusions: The data provided here provide the groundwork for creating customized therapeutic options for individuals with ccRCC. The findings also suggested that researching the cuproptosis-based pathway might improve ccRCC patient better prognosis, development of anti-tumor immunity, and therapeutic strategies for immunotherapy.
引用
收藏
页码:3335 / 3350
页数:16
相关论文
共 28 条
[1]   ArrayExpress update - from bulk to single-cell expression data [J].
Athar, Awais ;
Fullgrabe, Anja ;
George, Nancy ;
Iqbal, Haider ;
Huerta, Laura ;
Ali, Ahmed ;
Snow, Catherine ;
Fonseca, Nuno A. ;
Petryszak, Robert ;
Papatheodorou, Irene ;
Sarkans, Ugis ;
Brazma, Alvis .
NUCLEIC ACIDS RESEARCH, 2019, 47 (D1) :D711-D715
[2]   Interplay of somatic alterations and immune infiltration modulates response to PD-1 blockade in advanced clear cell renal cell carcinoma [J].
Braun, David A. ;
Hou, Yue ;
Bakouny, Ziad ;
Ficial, Miriam ;
Sant' Angelo, Miriam ;
Forman, Juliet ;
Ross-Macdonald, Petra ;
Berger, Ashton C. ;
Jegede, Opeyemi A. ;
Elagina, Liudmilla ;
Steinharter, John ;
Sun, Maxine ;
Wind-Rotolo, Megan ;
Pignon, Jean-Christophe ;
Cherniack, Andrew D. ;
Lichtenstein, Lee ;
Neuberg, Donna ;
Catalano, Paul ;
Freeman, Gordon J. ;
Sharpe, Arlene H. ;
McDermott, David F. ;
Van Allen, Eliezer M. ;
Signoretti, Sabina ;
Wu, Catherine J. ;
Shukla, Sachet A. ;
Choueiri, Toni K. .
NATURE MEDICINE, 2020, 26 (06) :909-+
[3]   Pan-cancer Immunogenomic Analyses Reveal Genotype-Immunophenotype Relationships and Predictors of Response to Checkpoint Blockade [J].
Charoentong, Pornpimol ;
Finotello, Francesca ;
Angelova, Mihaela ;
Mayer, Clemens ;
Efremova, Mirjana ;
Rieder, Dietmar ;
Hackl, Hubert ;
Trajanoski, Zlatko .
CELL REPORTS, 2017, 18 (01) :248-262
[4]   Interleukin-10 Signaling in Regulatory T Cells Is Required for Suppression of Th17 Cell-Mediated Inflammation [J].
Chaudhry, Ashutosh ;
Samstein, Robert M. ;
Treuting, Piper ;
Liang, Yuqiong ;
Pils, Marina C. ;
Heinrich, Jan-Michael ;
Jack, Robert S. ;
Wunderlich, F. Thomas ;
Bruening, Jens C. ;
Mueller, Werner ;
Rudensky, Alexander Y. .
IMMUNITY, 2011, 34 (04) :566-578
[5]   Adjuvant Pembrolizumab after Nephrectomy in Renal-Cell Carcinoma [J].
Choueiri, T. K. ;
Tomczak, P. ;
Park, S. H. ;
Venugopal, B. ;
Ferguson, T. ;
Chang, Y. -H. ;
Hajek, J. ;
Symeonides, S. N. ;
Lee, J. L. ;
Sarwar, N. ;
Thiery-Vuillemin, A. ;
Gross-Goupil, M. ;
Mahave, M. ;
Haas, N. B. ;
Sawrycki, P. ;
Gurney, H. ;
Chevreau, C. ;
Melichar, B. ;
Kopyltsov, E. ;
Alva, A. ;
Burke, J. M. ;
Doshi, G. ;
Topart, D. ;
Oudard, S. ;
Hammers, H. ;
Kitamura, H. ;
Bedke, J. ;
Perini, R. F. ;
Zhang, P. ;
Imai, K. ;
Willemann-Rogerio, J. ;
Quinn, D. I. ;
Powles, T. .
NEW ENGLAND JOURNAL OF MEDICINE, 2021, 385 (08) :683-694
[6]   Cuproptosis-related immune checkpoint gene signature: Prediction of prognosis and immune response for hepatocellular carcinoma [J].
Cong, Tianhao ;
Luo, Yingen ;
Liu, Yu ;
Yang, Chao ;
Yang, Hongcai ;
Li, Yujie ;
Li, Jingui ;
Li, Xiao .
FRONTIERS IN GENETICS, 2022, 13
[7]   The immunology of renal cell carcinoma [J].
Diaz-Montero, C. Marcela ;
Rini, Brian I. ;
Finke, James H. .
NATURE REVIEWS NEPHROLOGY, 2020, 16 (12) :721-735
[8]   Cancer-Associated Adipocytes Exhibit an Activated Phenotype and Contribute to Breast Cancer Invasion [J].
Dirat, Beatrice ;
Bochet, Ludivine ;
Dabek, Marta ;
Daviaud, Daniele ;
Dauvillier, Stephanie ;
Majed, Bilal ;
Wang, Yuan Yuan ;
Meulle, Aline ;
Salles, Bernard ;
Le Gonidec, Sophie ;
Garrido, Ignacio ;
Escourrou, Ghislaine ;
Valet, Philippe ;
Muller, Catherine .
CANCER RESEARCH, 2011, 71 (07) :2455-2465
[9]   Foxp3 Programs the Development and Function of CD4+CD25+ Regulatory T Cells (Reprinted from vol 4, pg 330-336, 2003) [J].
Fontenot, Jason D. ;
Gavin, Marc A. ;
Rudensky, Alexander Y. .
JOURNAL OF IMMUNOLOGY, 2017, 198 (03) :986-992
[10]   The immune contexture in cancer prognosis and treatment [J].
Fridman, Wolf H. ;
Zitvogel, Laurence ;
Sautes-Fridman, Catherine ;
Kroemer, Guido .
NATURE REVIEWS CLINICAL ONCOLOGY, 2017, 14 (12) :717-734