Abstract
Purpose
Identification of reliable postoperative indicators for accurately evaluating prognosis of clear cell renal cell carcinoma (ccRCC) patients remains an important clinical issue. This study determined the prognostic value of UBR5 expression in ccRCC patients by combining with CD163+ tumor-associated macrophages (TAMs) and the established clinical parameters.
Methods
The expression of UBR5 was analyzed in ccRCC patients from TCGA databases. A total of 310 ccRCC patients were randomly divided into the training and validation cohorts at a 3:2 or 1:1 ratio, and immunohistochemistry (IHC) and statistical analyses were performed to examine the prognostic value of UBR5 and CD163+ TAMs.
Results
UBR5 expression was commonly downregulated in human ccRCC specimens, which was associated with TNM stage, SSIGN, WHO/ISUP Grading and poor prognosis of ccRCC patients. In addition, UBR5 expression was negatively correlated with CD163 expression (a TAM marker) in ccRCC tissues, and combining expressions of UBR5 and CD163 better predicted worse overall survival and progression-free survival of ccRCC patients. Even after multivariable adjustment, UBR5, CD163, TNM stage and SSIGN appeared to be independent risk factors. By time-dependent c-index analysis, the integration of intratumoral UBR5 and CD163 achieved higher c-index value than UBR5, CD163, TNM stage or SSIGN alone in predicting ccRCC patients’ prognosis. Moreover, the incorporation of both UBR5 and CD163 into the clinical indicators TNM stage or SSIGN exhibited highest c-index value.
Conclusions
Integrating intratumoral UBR5 and CD163+ TAMs with the current clinical parameters achieves better accuracy in predicting ccRCC patients’ postoperative prognosis.
Similar content being viewed by others
References
Siegel RL, Miller KD, Jemal A (2020) Cancer statistics. CA Cancer J Clin 70(1):7–30
Ridyard DG, Buller DM, Ristau BT (2019) The current state of adjuvant therapy following surgery for high-risk renal cell carcinoma. Eur Urol Focus 5(6):935–938
Wang C, Li Y, Chu C et al (2019) Gankyrin is a novel biomarker for disease progression and prognosis of patients with renal cell carcinoma. EBioMedicine 39:255–264
Wang M, Li X, Zhang J et al (2017) AHNAK2 is a novel prognostic marker and oncogenic protein for clear cell renal cell carcinoma. Theranostics 7(5):1100–1113
Li X, Ma X, Chen L et al (2015) Prognostic value of CD44 expression in renal cell carcinoma: a systematic review and meta-analysis. Sci Rep 5(1):13157
Morihiro T, Kuroda S, Kanaya N et al (2019) PD-L1 expression combined with microsatellite instability/CD8 + tumor infiltrating lymphocytes as a useful prognostic biomarker in gastric cancer. Sci Rep 9(9):2045–2322
Fu H, Zhu Y, Wang Y, Liu Z et al (2018) Identification and validation of stromal immunotype predict survival and benefit from adjuvant chemotherapy in patients with muscle invasive bladder cancer. Clin Cancer Res 24(13):3069–3078
Becht E, de Reynies A, Giraldo NA et al (2016) Immune and stromal classification of colorectal cancer is associated with molecular subtypes and relevant for precision immunotherapy. Clin Cancer Res 22(16):4057–4066
Chittezhath M, Dhillon MK, Lim JY et al (2014) Molecular profiling reveals a tumor-promoting phenotype of monocytes and macrophages in human cancer progression. Immunity 41(5):815–829
Huang H, Wang C, Liu F et al (2018) Reciprocal network between cancer stem-like cells and macrophages facilitates the progression and androgen deprivation therapy resistance of prostate cancer. Clin Cancer Res 24(18):4612–4626
Shi Y, Ping Y, Zhou W et al (2017) Tumour-associated macrophages secrete pleiotrophin to promote PTPRZ1 signalling in glioblastoma stem cells for tumour growth. Nat Commun 8:15080
Koyuncu S, Saez I, Lee HJ et al (2018) The ubiquitin ligase UBR5 suppresses proteostasis collapse in pluripotent stem cells from Huntington’s disease patients. Nat Commun 9(1):2886
Li CG, Mahon C, Sweeney N et al (2019) PPARγ interaction with UBR5/ATMIN promotes DNA repair to maintain endothelial homeostasis. Cell Rep 26(5):1333
Shearer RF, Iconomou M, Watts CKW, Saunders DN (2015) Functional roles of the E3 ubiquitin ligase UBR5 in cancer. Mol Cancer Res 13(12):1523–1532
Ji SQ, Zhang YX, Yang BH (2017) UBR5 promotes cell proliferation and inhibits apoptosis in colon cancer by destablizing P21. Pharmazie 72(7):408
Liao L, Song M, Li X et al (2017) E3 ubiquitin ligase UBR5 drives the growth and metastasis of triple-negative breast cancer. Cancer Res 77(8):2090–2101
Matsuura K, Huang N, Cocce K, Zhang L, Kornbluth S (2017) Downregulation of the proapoptotic protein MOAP-1 by the UBR5 ubiquitin ligase and its role in ovarian cancer resistance to cisplatin. Oncogene 36(12):1698–1706
Meissner B, Kridel R, Lim RS et al (2013) The E3 ubiquitin ligase UBR5 is recurrently mutated in mantle cell lymphoma. Blood 121(16):3161–3164
McShane LM, Altman DG, Sauerbrei W et al (2005) Reporting recommendations for tumor marker prognostic studies. J Clin Oncol 23(36):9067–9072
Wang C, Wang Y, Hong T et al (2020) Blocking the autocrine regulatory loop of Gankyrin/STAT3/CCL24/CCR3 impairs the progression and pazopanib resistance of clear cell renal cell carcinoma. Cell Death Dis 11(2):117
Ho TH, Kapur P, Eckel-Passow JE et al (2017) Multicenter validation of enhancer of zeste homolog 2 expression as an independent prognostic marker in localized clear cell renal cell carcinoma. J Clin Oncol 35(32):3706–3713
Chen D, Gassenmaier M, Maruschke M et al (2014) Expression and prognostic significance of a comprehensive epithelial-mesenchymal transition gene set in renal cell carcinoma. J Urol 191(2):479–486
Wu Q, Yang L, Liu H et al (2015) Elevated expression of N-acetylgalactosaminyltransferase 10 predicts poor survival and early recurrence of patients with clear-cell renal cell carcinoma. Ann Surg Oncol 22(7):2446–2453
Xie Z, Liang H, Wang J et al (2017) Significance of the E3 ubiquitin protein UBR5 as an oncogene and a prognostic biomarker in colorectal cancer. Oncotarget 8(64):108079–108092
Wang Z, Kang L, Zhang H et al (2019) AKT drives SOX2 overexpression and cancer cell stemness in esophageal cancer by protecting SOX2 from UBR5-mediated degradation. Oncogene 38:5250–5264
Park JS, Pierorazio PM, Lee JH et al (2020) Gene expression analysis of aggressive clinical T1 stage clear cell renal cell carcinoma for identifying potential diagnostic and prognostic biomarkers. Cancers (Basel) 12(1):222
Wierzbicki PM, Klacz J, Kotulak-Chrzaszcz A et al (2019) Prognostic significance of VHL, HIF1A, HIF2A, VEGFA and p53 expression in patients with clearcell renal cell carcinoma treated with sunitinib as firstline treatment. Int J Oncol 55(2):371–390
Graham J, Dudani S, Heng DYC (2018) Prognostication in kidney cancer: recent advances and future directions. J Clin Oncol 36(36):3567–3573
Jones K, Vari F, Keane C, Crooks P, Nourse JP, Seymour LA, Gottlieb D, Ritchie D, Gill D, Gandhi MK (2013) Serum CD163 and TARC as disease response biomarkers in classical Hodgkin lymphoma. Clin Cancer Res 19(3):731–742. https://doi.org/10.1158/1078-0432.CCR-12-2693
Song M, Wang C, Wang H et al (2020) Targeting ubiquitin protein ligase E3 component N-recognin 5 in cancer cells induces a CD8 + T cell mediated immune response. Oncoimmunology 9(1):1746148
Acknowledgements
This work was supported by the Top-level Clinical Discipline Project of Shanghai Pudong (PWYgf2018-03), National Natural Science Foundation of China (Nos. 81773154, 81772747, 81974391), Shanghai Natural Science Foundation (20ZR1449600), Pudong New Area Science and technology development fund special fund for people’s livelihood Research (medical and health) (PKJ2019-Y19), the Program of Shanghai Academic/Technology Research Leader (No. 19XD1405100), the Shanghai “Rising Stars of Medical Talent” Youth Development Program: Outstanding Youth Medical Talents (Xin-gang Cui), Meng Chao Talent Training Program-Cultivation of Leading Talents Reserve (Xin-gang Cui), and the Shanghai Medical Guidance (Chinese and Western Medicine) Science and Technology Support Project (No. 17411960200). We thank Dr. Aiping Zhang (Department of Urinary Surgery, Gongli Hospital, Shanghai, China) for her assistance in providing the clinical samples of ccRCC patients. We also thank Shanghai BioGenius biotech. Co., Ltd (China) for his BioGenius Cloud Computing Service and bioinformatics analysis.
Author information
Authors and Affiliations
Contributions
Chao Wang, Dong Zhuo, Jingcun Zheng, Xiaojing Ma and Xingang Cui designed the study; Chao Wang wrote the manuscript; Chao Wang, TianYu Hong, Guang Peng, Yuning Wang and Yongwei Yu analyzed the data, performed the experiments and statistical analysis; Jing Zhang provided the ccRCC patient samples; and Zhuo Dong, Jingcun Zheng, Xiaojing Ma and Xingang Cui supervised the study and reviewed the manuscript.
Corresponding authors
Ethics declarations
Conflict of interest
All authors have no conflicts of interest to disclose. All authors have contributed significantly, and all authors are in agreement with the content of the manuscript.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Wang, C., Hong, T., Wang, Y. et al. Combining UBR5 and CD163+ tumor-associated macrophages better predicts prognosis of clear cell renal cell carcinoma patients. Cancer Immunol Immunother 70, 2925–2935 (2021). https://doi.org/10.1007/s00262-021-02885-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00262-021-02885-9