Etiology, epidemiology, strategies and reasons of low efficiency of treatment of clear cell renal cell carcinoma
https://doi.org/10.21294/1814-4861-2025-24-4-122-133
Abstract
Objective. Numerous genetic alterations that are currently incurable are the cause of renal cell carcinoma (RCC), including clear cell renal cell carcinoma (ccRCC). studying the genetic profile of ccRCC and biomolecules involved in the execution of genetic modifications is pertinent because of this fact, as it may serve as the foundation for the creation of targeted therapeutic approaches. The aim of the study was to analyze and summarize the most recent scientific literature outlining contemporary therapy options for RCC treatment as well as the causes of the low efficacy of biological treatment methods.
Material and Methods. Key words and phrases such as renal cell carcinoma (RCC), clear cell renal cell carcinoma (ccRCC), molecular biomarkers and clear cell renal cell carcinoma, multi-omic profiling and renal cell carcinoma, signaling pathway and renal cell carcinoma, stem cell subtypes and clear cell renal cell carcinoma, treatment strategies and renal cell carcinoma were searched for and analyzed in PubMed and elibrary.ru databases from 2020 to 2025. We used reviews and original research, primarily from 2020 to 2025, as the primary reference sources for each theme area, while papers with redundant or excessively overlapping content were disregarded. From 2020 to 2025, we chose 79 pertinent works by both domestic and foreign authors.
Results. The VHl and BaP1 suppressor genes are the most extensively researched genetic alterations in RCC, including ccRCC. In addition to the utilization of critical immunological points and different tyrosine kinase inhibitors, the search for new points (genes, signaling molecules, and proteins) as possible solutions for novel treatment approaches is still ongoing.
Conclusion. Genomic abnormalities are considered to have an important role in the pathophysiology of RCCs, particularly ccRCC. The effectiveness of biological treatment methods based on retrospective studies, the influence of the tumor's immune microenvironment, and the expression of molecules on the tumor cell surface that can decrease the effectiveness of medications must all be taken into consideration when selecting a therapeutic approach for patients with RCCs.
About the Authors
A. P. LykovRussian Federation
Alexander P. Lykov, MD, DSc, Leading Researcher, Laboratory of Cell Technologies
Author ID (Scopus): 7005078523
2, Timakova st., Novosibirsk, 630060
T. A. Ageeva
Russian Federation
Tatyana A. Ageeva, MD, DSc, Professor, Department of Pathological Anatomy
Author ID (Scopus): 57092064200
52, Krasnyi prospect, Novosibirsk, 630091
M. S. Selyakova
Russian Federation
Maria S. Selyakova, MD, PhD, Senior Lecturer, Department of Pathological Anatomy
Author ID (Scopus): 5720410477
52, Krasnyi prospect, Novosibirsk, 630091
References
1. Kase A.M., George D.J., Ramalingam S. Clear cell renal cell carcinoma: from biology to treatment. Cancers (Basel). 2023; 15(3): 665. doi: 10.3390/cancers15030665.
2. Malignant neoplasms in Russia in 2023 (morbidity and mortality). Ed. by A.D. Kaprin, V.V. Starinsky, A.O. Shakhzadova. Moscow, 2024. 276 p. (in Russia). ISBN: 978-5-85502-298-8.
3. Zhuikova L.D., Choynzonov E.L., Kaprin A.D., Shakhzadova A.O., Ananina O.A., Kononova G.A., Pikalova L.V., Grishchenko M.Yu., Denisov E.V. Cancer incidence in young adults aged 20 to 44 years old in the Siberian Federal District. Siberian Journal of Oncology. 2025; 24(2): 5–15. (in Russian). doi: 10.21294/1814-4861-2025-24-2-5-15. EDN: BPVVBC.
4. Merabishvili V.M., Poltorackiy A.N., Nosov A.K., Artem’eva A.S., Merabishvili E.N. The state of oncology care in Russia. Kidney cancer (morbidity, mortality, index of accuracy, one-year and year-by-year mortality, histological structure). Part 1. Cancer Urology. 2021; 17(2): 182–94. (in Russian). doi: 10.17650/1726-9776-2021-17-2-182-194. EDN: YWWJJW.
5. Bahadoram S., Davoodi M., Hassanzadeh S., Bahadoram M., Barahman M., Mafakher L. Renal cell carcinoma: an overview of the epidemiology, diagnosis, and treatment. G Ital Nefrol. 2022; 39(3): 2022-vol3.
6. Msaouel P., Genovese G., Tannir N.M. Renal cell carcinoma of variant histology: biology and therapies. Hematol Oncol Clin North Am. 2023; 37(5): 977–92. doi: 10.1016/j.hoc.2023.04.019.
7. Sakr M., Badran M., Hassan S.A., Elsaqa M., Elwany M.A., Deeb N.M.F.E., Sharafeldeen M. Detection of two synchronous histologically different renal cell carcinoma subtypes in the same kidney: a case report and review of the literature. J Med Case Rep. 2024; 18(1): 250. doi: 10.1186/s13256-024-04527-x.
8. Alaghehbandan R., Siadat F., Trpkov K. What’s new in the WHO 2022 classification of kidney tumours? Pathologica. 2022; 115(1): 8–22. doi: 10.32074/1591-951X-818.
9. Nezami B.G., MacLennan G.T. Clear cell renal cell carcinoma: a comprehensive review of its histopathology, genetics, and differential diagnosis. Int J Surg Pathol. 2025; 33(2): 265–80. doi: 10.1177/10668969241256111.
10. Deng J., Tu S., Li L., Li G., Zhang Y. Diagnostic, predictive and prognostic molecular biomarkers in clear cell renal cell carcinoma: A retrospective study. Cancer Rep (Hoboken). 2024; 7(6): e2116. doi: 10.1002/cnr2.2116.
11. Rysz J., Franczyk B., Ławiński J., Gluba-Brzózka A. Characteristics of clear cell papillary renal cell carcinoma (ccpRCC). Int J Mol Sci. 2021; 23(1): 151. doi: 10.3390/ijms23010151.
12. D’Avella C., Abbosh P., Pal S.K., Geynisman D.M. Mutations in renal cell carcinoma. Urol Oncol. 2020; 38(10): 763–73. doi: 10.1016/j.urolonc.2018.10.027.
13. Rizzo M., Pezzicoli G., Porta C., Povero M., Pradelli L., Sicari E., Barbiero V.S., Porta C. The genomic landscape of metastatic clear-cell renal cell carcinoma and its prognostic value: a comprehensive analysis of a large real-world clinico-genomic database. ESMO Open. 2025; 10(3): 104294. doi: 10.1016/j.esmoop.2025.104294.
14. Liao C., Hu L., Zhang Q. Von Hippel-Lindau protein signalling in clear cell renal cell carcinoma. Nat Rev Urol. 2024; 21(11): 662–75. doi: 10.1038/s41585-024-00876-w.
15. Batavia A.A., Rutishauser D., Sobottka B., Schraml P., Beerenwinkel N., Moch H. Biallelic ELOC-inactivated renal cell carcinoma: molecular features supporting classification as a distinct entity. Mod Pathol. 2023; 36(8): 100194. doi: 10.1016/j.modpat.2023.100194.
16. Li Y., Lih T.M., Dhanasekaran S.M., Mannan R., Chen L., Cieslik M., Wu Y., Lu R.J., Clark D.J., Kołodziejczak I., Hong R., Chen S., Zhao Y., Chugh S., Caravan W., Naser Al Deen N., Hosseini N., Newton C.J., Krug K., Xu Y., Cho K.C., Hu Y., Zhang Y., Kumar-Sinha C., Ma W., Calinawan A., Wyczalkowski M.A., Wendl M.C., Wang .Y, Guo S., Zhang C., Le A., Dagar A., Hopkins A., Cho H., Leprevost F.D.V., Jing X., Teo G.C., Liu W., Reimers M.A., Pachynski R., Lazar A.J., Chinnaiyan A.M., van Tine B.A., Zhang B., Rodland K.D., Getz G., Mani D.R., Wang P., Chen F., Hostetter G., Thiagarajan M., Linehan W.M., Fenyö D., Jewell S.D., Omenn G.S., Mehra R., Wiznerowicz M., Robles A.I., Mesri M., Hiltke T., An E., Rodriguez H., Chan D.W., Ricketts C.J., Nesvizhskii A.I., Zhang H., Ding L.; Clinical Proteomic Tumor Analysis Consortium. Histopathologic and proteogenomic heterogeneity reveals features of clear cell renal cell carcinoma aggressiveness. Cancer Cell. 2023; 41(1): 139–63.e17. doi: 10.1016/j.ccell.2022.12.001.
17. Xu Z., Liu L., Jiang W., Qiu Y., Zhang B., Cheng J., Luo J., Guo J., Xu J. VHL missense mutation delineate aggressive clear cell renal cell carcinoma subtype with favorable immunotherapeutic response. J Immunother Cancer. 2024; 12(10): e009963. doi: 10.1136/jitc-2024-009963.
18. Ye B., Ji H., Zhu M., Wang A., Tang J., Liang Y., Zhang Q. Singlecell sequencing reveals novel proliferative cell type: a key player in renal cell carcinoma prognosis and therapeutic response. Clin Exp Med. 2024; 24(1): 167. doi: 10.1007/s10238-024-01424-x.
19. Hu J., Wang S.G., Hou Y., Chen Z., Liu L., Li R., Li N., Zhou L., Yang Y., Wang L., Wang L., Yang X., Lei Y., Deng C., Li Y., Deng Z., Ding Y., Kuang Y., Yao Z., Xun Y., Li F., Li H., Hu J., Liu Z., Wang T., Hao Y., Jiao X., Guan W., Tao Z., Ren S., Chen K. Multi-omic profiling of clear cell renal cell carcinoma identifies metabolic reprogramming associated with disease progression. Nat Genet. 2024; 56(3): 442–57. doi: 10.1038/s41588-024-01662-5.
20. Zhang H., Huang W., Chen M., Liu Y., Yan B., Mou S., Jiang W., Mei H. Research on molecular characteristics of ADME-related genes in kidney renal clear cell carcinoma. Sci Rep. 2024; 14(1): 16834. doi: 10.1038/s41598-024-67516-6.
21. Pan J., Hu D., Huang X., Li J., Zhang S., Li J. Identification of a cancer driver gene-associated lncRNA signature for prognostic prediction and immune response evaluation in clear cell renal cell carcinoma. Transl Cancer Res. 2024; 13(7): 3418–36. doi: 10.21037/tcr-24-127.
22. Song N., Wang Z., Shi P., Cui K., Fan Y., Zeng L., Di W., Li J., Su W., Wang H. Comprehensive analysis of signaling lymphocyte activation molecule family as a prognostic biomarker and correlation with immune infiltration in clear cell renal cell carcinoma. Oncol Lett. 2024; 28(2): 354. doi: 10.3892/ol.2024.14487.
23. Wang H., Liu Z., Du Y., Cheng X., Gao S., Liang W., Zhu Q., Jiang Z., Gao Y., Shang P. High expression of ARPC1B promotes the proliferation and apoptosis of clear cell renal cell carcinoma cells, leading to a poor prognosis. Mol Cell Probes. 2025; 79: 102011. doi: 10.1016/j.mcp.2025.102011.
24. Yerukala Sathipati S., Jeong S., Sharma P., Mayer J., Sharma R., Ho S.Y., Hebbring S. Exploring prognostic implications of miRNA signatures and telomere maintenance genes in kidney cancer. Mol Ther Oncol. 2024; 32(4): 200874. doi: 10.1016/j.omton.2024.200874.
25. Pesta M., Travnicek I., Kulda V., Ostasov P., Windrichova J., Houfkova K., Knizkova T., Bendova B., Hes O., Hora M., Topolcan O., Polivka J. Prognostic Value of Tumor Tissue Up-regulated microRNAs in Clear Cell Renal Cell Carcinoma (ccRCC). In Vivo. 2024; 38(4): 1799–805. doi: 10.21873/invivo.1363.
26. Gao R., Pang J., Lin P., Wen R., Wen D., Liang Y., Ma Z., Liang L., He Y., Yang H. Identification of clear cell renal cell carcinoma subtypes by integrating radiomics and transcriptomics. Heliyon. 2024; 10(11): e31816. doi: 10.1016/j.heliyon.2024.e31816.
27. Fiedorowicz M., Khan M.I., Strzemecki D., Orzeł .J, WełniakKamińska M., Sobiborowicz A., Wieteska M., Rogulski Z., Cheda L., Wargocka-Matuszewska W., Kilian K., Szczylik C., Czarnecka A.M. Renal carcinoma CD105-/CD44- cells display stem-like properties in vitro and form aggressive tumors in vivo. Sci Rep. 2020; 10(1): 5379. doi: 10.1038/s41598-020-62205-6.
28. Wang H., Xu H., Cheng Q., Liang C. Identification of a novel stem cell subtype for clear cell renal cell carcinoma based on stem cell gene profiling. Front Oncol. 2021; 11: 758989. doi: 10.3389/fonc.2021.758989.
29. Barata P., Gulati S., Elliott A., Hammers H.J., Burgess E., Gartrell B.A., Darabi S., Bilen M.A., Basu A., Geynisman D.M., Dawson N.A., Zibelman M.R., Zhang T., Wei S., Ryan C.J., Heath E.I., Poorman K.A., Nabhan C., McKay R.R. Renal cell carcinoma histologic subtypes exhibit distinct transcriptional profiles. J Clin Invest. 2024; 134(11): e178915. doi: 10.1172/JCI178915.
30. Manini C., López-Fernández E., Lawrie C.H., Laruelle A., Angulo J.C., López J.I. Clear cell renal cell carcinomas with aggressive behavior display low intratumor heterogeneity at the histological level. Curr Urol Rep. 2022; 23(6): 93–97. doi: 10.1007/s11934-022-01095-9.
31. Jayab N.A., Abed A., Talaat I.M., Hamoudi R. The molecular mechanism of NF-κB dysregulation across different subtypes of renal cell carcinoma. J Adv Res. 2025; 72: 501–14. doi: 10.1016/j.jare.2024.07.030.
32. Mondal V., Higgins P.J., Samarakoon R. Emerging role of HippoYAP (Yes-associated protein)/TAZ (Transcriptional coactivator with PDZbinding motif) pathway dysregulation in renal cell carcinoma progression. Cancers (Basel). 2024; 16(15): 2758. doi: 10.3390/cancers16152758.
33. Li L., Hossain S.M., Eccles M.R. The role of the PAX genes in renal cell carcinoma. Int J Mol Sci. 2024; 25(12): 6730. doi: 10.3390/ijms25126730.
34. Wang Z., Zheng F., Wei S., Li S., Xiong S., Zhang L., Wan L., Xu S., Deng J., Liu X. Exploring necrosis-associated mitochondrial gene signatures: revealing their role in prognosis and immunotherapy of renal clear cell carcinoma. Clin Exp Med. 2024; 24(1): 161. doi: 10.1007/s10238-024-01426-9.
35. Chen L., Wu L., Tang M., Cheng Y., Wang K., Zhang J., Deng W., Zhu L., Chen J. Clinical significance and pro-oncogenic function of DBF4 in clear cell renal cell carcinoma. BMC Urol. 2025; 25(1): 8. doi: 10.1186/s12894-025-01694-x.
36. Huang G., Zhan X., Shen L., Lou L., Dai Y., Jiang A., Gao Y., Wang Y., Xie X., Zhang J. APOBEC family reshapes the immune microenvironment and therapy sensitivity in clear cell renal cell carcinoma. Clin Exp Med. 2024; 24(1): 212. doi: 10.1007/s10238-024-01465-2.
37. Yang J., Wang K., Yang Z. Treatment strategies for clear cell renal cell carcinoma: past, present and future. Front Oncol. 2023; 13: 1133832. doi: 10.3389/fonc.2023.1133832.
38. Bueno A.N., Stein M.N., Runcie K. Adjuvant therapy in renal cell carcinoma (RCC): progress, at last. Transl Cancer Res. 2024; 13(11): 6448–62. doi: 10.21037/tcr-23-2247.
39. Meng L., Collier K.A., Wang P., Li Z., Monk P., Mortazavi A., Hu Z., Spakowicz D., Zheng L., Yang Y. Emerging immunotherapy approaches for advanced clear cell renal cell carcinoma. Cells. 2023; 13(1): 34. doi: 10.3390/cells13010034.
40. Семенов Д.В., Орлова Р.В., Широкорад В.И., Кострицкий С.В., Глузман М.И., Корнева Ю.С. Циторедуктивная нефрэктомия и ее влияние на прогноз больных диссеминированным почечно-клеточным раком, получавших лечение в широкой клинической практике. Онкоурология. 2023; 19(3): 31–44. [Semenov D.V., Orlova R.V., Shirokorad V.I., Kostritskiy S.V., Gluzman M.I., Korneva Yu.S. Cytoreductive nephrectomy and its effect on prognosis in patients with disseminated renal cell carcinoma receiving treatment in wide clinical practice. Cancer Urology. 2023; 19(3): 31–44. (in Russian)]. doi: 10.17650/1726-9776-2023-19-3-31-44. EDN: CLKZHL.
41. Bigot P., Boissier R., Khene Z.E., Albigès L., Bernhard J.C., Correas J.M., De Vergie S., Doumerc N., Ferragu M., Ingels A., Margue G., Ouzaïd I., Pettenati C., Rioux-Leclercq N., Sargos P., Waeckel T., Barthelemy P., Rouprêt M. French AFU cancer committee cuidelines-update 2024–2026: vanagement of kidney cancer. Fr J Urol. 2024; 34(12): 102735. doi: 10.1016/j.fjurol.2024.102735.
42. Aldin A., Besiroglu B., Adams A., Monsef I., Piechotta V., Tomlinson E., Hornbach C., Dressen N., Goldkuhle M., Maisch P., Dahm P., Heidenreich A., Skoetz N. First-line therapy for adults with advanced renal cell carcinoma: a systematic review and network meta-analysis. Cochrane Database Syst Rev. 2023; 5(5): CD013798. doi: 10.1002/14651858.CD013798.pub2.
43. Farrukh M., Ali M.A., Naveed M., Habib R., Khan H., Kashif T., Zubair H., Saeed M., Butt S.K., Niaz R., Garg I., Fatima A., Aiman W. Efficacy and safety of checkpoint inhibitors in clear cell renal cell carcinoma: a systematic review of clinical trials. Hematol Oncol Stem Cell Ther. 2023; 16(3): 170–85. doi: 10.56875/2589-0646.1027.
44. Rustum Y.M., Reis R., Rustum T.M. Druggable biomarkers altered in clear cell renal cell carcinoma: strategy for the development of mechanism-based combination therapy. Int J Mol Sci. 2023; 24(2): 902. doi: 10.3390/ijms24020902.
45. He W., Cong Z., Niu C., Cheng F., Yi T., Yao Z., Zhang Y., Jiang X., Sun X., Niu Z., Fu Q. A prognostic signature based on genes associated with m6A/m5C/m1A/m7G modifications and its immunological characteristics in clear cell renal cell carcinoma. Sci Rep. 2024; 14(1): 18708. doi: 10.1038/s41598-024-69639-2.
46. Eremia I.A., Serban B., Popa M., Iancu A., Nica S., Cirstoiu C. Practical management of renal cell carcinoma: integrating current approaches with advances in bone metastasis treatment. EFORT Open Rev. 2024; 9(6): 488–502. doi: 10.1530/EOR-23-0178.
47. Kowalewski A., Borowczak J., Maniewski M., Gostomczyk K., Grzanka D., Szylberg Ł. Targeting apoptosis in clear cell renal cell carcinoma. Biomed Pharmacother. 2024; 175: 116805. doi: 10.1016/j.biopha.2024.116805.
48. Chen C.C., Chu P.Y., Lin H.Y. Supervised learning and multi-omics integration reveals clinical significance of inner membrane mitochondrial mrotein (IMMT) in prognostic prediction, tumor immune microenvironment and precision medicine for kidney renal clear cell carcinoma. Int J Mol Sci. 2023; 24(10): 8807. doi: 10.3390/ijms24108807.
49. Xin S., Su J., Li R., Cao Q., Wang H., Wei Z., Wang C. Zhang C. Identification of a risk model for prognostic and therapeutic prediction in renal cell carcinoma based on infiltrating M0 cells. Sci Rep. 2024; 14(1): 13390. doi: 10.1038/s41598-024-64207-0.
50. Dong K., Chen W., Pan X., Wang H., Sun Y., Qian C., Chen W., Wang C., Yang F., Cui X. FCER1G positively relates to macrophage infiltration in clear cell renal cell carcinoma and contributes to unfavorable prognosis by regulating tumor immunity. BMC Cancer. 2022; 22(1): 140. doi: 10.1186/s12885-022-09251-7.
51. Aweys H., Lewis D., Sheriff M., Rabbani R.D., Lapitan P., Sanchez E., Papadopoulos V., Ghose A., Boussios S. Renal Cell Cancer – Insights in Drug Resistance Mechanisms. Anticancer Res. 2023; 43(11): 4781–92. doi: 10.21873/anticanres.16675.
52. Lee C.H., Voss M.H., Carlo M.I., Chen Y.B., Zucker M., Knezevic A., Lefkowitz R.A., Shapnik N., Dadoun C., Reznik E., Shah N.J., Owens C.N., McHugh D.J., Aggen D.H., Laccetti A.L., Kotecha R., Feldman D.R., Motzer R.J. Phase II Trial of Cabozantinib Plus Nivolumab in Patients With Non-Clear-Cell Renal Cell Carcinoma and Genomic Correlates. J Clin Oncol. 2022; 40(21): 2333–41. doi: 10.1200/JCO.21.01944.
53. Wang E., Rupe E.S., Mukhida S.S., Johns A.C., Campbell M.T., Shah A.Y., Zurita A.J., Gao J., Goswami S., Jonasch E., Msaouel P., Tannir N.M., Hahn A.W. Belzutifan Efficacy and Tolerability in Patients with Sporadic Metastatic Clear Cell Renal Cell Carcinoma. Eur Urol Focus. 2025; 11(1): 150–58. doi: 10.1016/j.euf.2024.09.007.
54. Grünwald V., McKay R.R., Buchler T., Eto M., Park S.H., Takagi T., Zanetta S., Keizman D., Suárez C., Négrier S. Lee J.L., Santini D., Bedke J., Staehler M., Kollmannsberger C., Choueiri T.K., Motzer R.J., Burgents J.E., Xie R., Okpara C.E., Powles T. Clinical outcomes by baseline metastases in patients with renal cell carcinoma treated with lenvatinib plus pembrolizumab versus sunitinib: Post hoc analysis of the CLEAR trial. Int J Cancer. 2025; 156(7): 1326–35. doi: 10.1002/ijc.35288.
55. Gu Y., Huang Q., Wang Y., Wang H., Xiang Z., Xu Y., Wang X., Liu W., Wang A. The vasculogenic mimicry related signature predicts the prognosis and immunotherapy response in renal clear cell carcinoma. BMC Cancer. 2024; 24(1): 420. doi: 10.1186/s12885-024-12107-x.
56. Wang H., Zhang L., Liu H., Yang Y., Lu W., Cao X., Yang X., Qin Q., Song R., Feng D., Wang S., Bai T., He J. PDZK1 confers sensitivity to sunitinib in clear cell renal cell carcinoma by suppressing the PDGFR-β pathway. Br J Cancer. 2024; 131(2): 347–60. doi: 10.1038/s41416-024-02725-4.
57. Osorio L., Grazioso T.P., de Velasco G., Etxaniz O., Pérez-Gracia J.L., Pinto Á., Durán I., Grande E., Garcia P.B., Lázaro M., Rodriguez L., Villalobos M.L., García L., Cuellar A., Solís-Hernández M.P., Pernaut C., Rodríguez-Moreno J.F., Rodriguez-Antona C., García-Donas J. Retrospective study assessing the role of the androgen receptor in clear cell renal cell cancer patients treated with VEGFR inhibitors in monotherapy. Clin Transl Oncol. 2025; 27(5): 2241–55. doi: 10.1007/s12094-024-03652-9.
58. Lv Q.I., Wang G., Hong Y.I., Zhu T., Qin S., Sun S., Wang Y., Liu Y., Zhang Q., Ma C., Wang P. Circular RNA circAGAP1 promotes sunitinib sensitivity in renal cell carcinoma via sponging multiple PDGFR-targeted miRNAs. Oncol Res. 2025; 33(2): 407–20. doi: 10.32604/or.2024.047698.
59. Brugarolas J., Obara G., Beckermann K.E., Rini B., Lam E.T., Hamilton J., Schluep T., Yi M., Wong S., Mao Z.L., Gamelin E., Tannir N.M. A First-in-human phase 1 study of a tumor-directed RNA-interference drug against HIF2α in patients with advanced clear cell renal cell carcinoma. Clin Cancer Res. 2024; 30(11): 2402–11. doi: 10.1158/1078-0432.CCR-23-3029.
60. Lin E., Liu X., Liu Y., Zhang Z., Xie L., Tian K., Liu J., Yu Y. Roles of the Dynamic Tumor Immune Microenvironment in the Individualized Treatment of Advanced Clear Cell Renal Cell Carcinoma. Front Immunol. 2021; 12: 653358. doi: 10.3389/fimmu.2021.653358.
61. Hou S., Gu T., Shi Y., Huang Y., Yao J., Luo P., Cao M., Zhang J., Lin A., Zhu W. Correlation between IL3 signaling pathway-related genes and immune checkpoint inhibitor efficacy in patients with renal cell carcinoma. Cancer Biomark. 2023; 38(4): 489–504. doi: 10.3233/CBM-230226.
62. Chan S., Liu Z., Chen Y., Chen S., Liang Y., Yang Z., Zhang Z., Li M., Zhang X., Liu X. The JAK-STAT signaling-related signature serves as a prognostic and predictive biomarker for renal cell carcinoma immunotherapy. Gene. 2024; 927: 148719. doi: 10.1016/j.gene.2024.148719.
63. Ueda K., Suekane S., Kurose H., Ogasawara N., Hiroshige T., Chikui K., Uemura K., Nakiri M., Nishihara K., Matsuo M., Igawa T. Absolute lymphocyte count is an independent predictor of survival in patients with metastatic renal cell carcinoma treated with nivolumab. Jpn J Clin Oncol. 2022; 52(2): 179–86. doi: 10.1093/jjco/hyab157.
64. Wang Y., Liu J., Zhang L., Li Y. A Predictive model based on pyroptosis-related gene features can effectively predict clear cell renal cell carcinoma prognosis and may be an underlying target for immunotherapy. Dis Markers. 2022; 6402599. doi: 10.1155/2022/6402599.
65. Ma J., Kang Z., Yang G., Wang X., Si M., Wang Y., Li G., Bai S., Zeng F., Li M., Wang Z., Wang L., Xu W. Pyroptosis-related subtypes predict the response of clear cell renal cell carcinoma to targeted therapy. Front Biosci (Landmark Ed). 2023; 28(12): 334. doi: 10.31083/j.fbl2812334.
66. Cui J., Zhou X., Sun S. Integration of bulk RNA-seq and single-cell RNA-seq constructs: a cancer-associated fibroblasts-related signature to predict prognosis and therapeutic response in clear cell renal cell carcinoma. Am J Transl Res. 2024; 16(4): 1081–1101. doi: 10.62347/VCCZ1477.
67. Chen C., Chen L.Y., Yang R.X., Zhang J.X., Shao P.F., Xu H.G. Identification of IRF-associated molecular subtypes in clear cell renal cell carcinoma to characterize immunological characteristics and guide therapy. Front Oncol. 2023; 12: 1118472. doi: 10.3389/fonc.2022.1118472.
68. Campbell M.T., Shah A.Y., Msaouel P., Tannir N.M., SiefkerRadtke A.O., Kamat A.M., Navai N., Dinney C.P.N., Rao P., Guo C.C., Sheth R.A., Venkatesan A.M., Tidwell R.S., Yadav S.S., Gu A., Chen H., Macaluso M., Duan F., Basu S., Jindal S., Sharma P. A pilot study of the CD38 antagonist daratumumab in patients with metastatic renal cell carcinoma or muscle-invasive bladder cancer. Cancer Res Commun. 2024; 4(9): 2444–53. doi: 10.1158/2767-9764.CRC-24-0237.
69. Xu Y., Hua J., Que H., Zeng T., Li Q., Deng J., Xie J. Identification of PANoptosis-related signature reveals immune infiltration characteristics and immunotherapy responses for renal cell carcinoma. BMC Cancer. 2024; 24(1): 292. doi: 10.1186/s12885-024-12067-2.
70. Jee B., Seo E., Park K., Kim Y.R., Byeon S.J., Lee S.M., Chung J.H., Song W., Sung H.H., Jeon H.G., Jeong B.C., Seo S.I., Jeon S.S., Lee H.M., Park S.H., Park W.Y., Kang M. Molecular subtypes based on genomic and transcriptomic features correlate with the responsiveness to immune checkpoint inhibitors in metastatic clear cell renal cell carcinoma. Cancers (Basel). 2022; 14(10): 2354. doi: 10.3390/cancers14102354.
71. Fan W.L., Yeh Y.M., Liu T.T., Lin W.M., Yang T.Y., Lee C.W., Lin T.C. Leptin Is Associated with Poor Clinical Outcomes and Promotes Clear Cell Renal Cell Carcinoma Progression. Biomolecules. 2021; 11(3): 431. doi: 10.3390/biom11030431.
72. Papanastasiou A.D., Peroukidis S., Sirinian C., Arkoumani E., Chaniotis D., Zizi-Sermpetzoglou A. CD44 Expression in Clear Cell Renal Cell Carcinoma (ccRCC) Correlates with Tumor Grade and Patient Survival and Is Affected by Gene Methylation. Genes (Basel). 2024; 15(5): 537. doi: 10.3390/genes15050537.
73. Mou Y., Wu J., Zhang Y., Abdihamid O., Duan C., Li B. Low expression of ferritinophagy-related NCOA4 gene in relation to unfavorable outcome and defective immune cells infiltration in clear cell renal carcinoma. BMC Cancer. 2021; 21(1): 18. doi: 10.1186/s12885-020-07726-z.
74. Zhengqi Q., Zezhi G., Lei J., He Q., Jinyao P., Ying A. Prognostic role of PHYH for overall survival (OS) in clear cell renal cell carcinoma (ccRCC). Eur J Med Res. 2021; 26(1): 9. doi: 10.1186/s40001-021-00482-1.
75. Cetin B., Gonul I.I., Gumusay O., Afsar B., Bilgetekin I., Ozet A., Uner A. Ezrin is a prognostic biomarker in patients with clear cell metastatic renal cell carcinoma receiving sunitinib. J Cancer Res Ther. 2021; 17(2): 408–13. doi: 10.4103/jcrt.JCRT_372_18.
76. Chen S.H., Xu L.Y., Wu Y.P., Ke Z.B., Huang P., Lin F., Li X.D., Xue X.Y., Wei Y., Zheng Q.S., Xu N. Tumor volume: a new prognostic factor of oncological outcome of localized clear cell renal cell carcinoma. BMC Cancer. 2021; 21(1): 79. doi: 10.1186/s12885-021-07795-8.
77. Li F., Liang J., Wei X. Epigenetic modification of Castor zinc finger 1 (CASZ1) is associated with tumor microenvironments and prognosis of clear cell renal cell cacinoma. Int J Surg. 2025; 111(1): 988–97. doi: 10.1097/JS9.0000000000002070.
78. Urlić I., Šoljić V., Vukoja M., Marijanović I., Kraljević M., Urlić M., Marić S., Vukojević K., Filipović N. Identifying an Inversin as a Novel Prognostic Marker in Patients with Clear-Cell Renal Cell Carcinoma. Int J Mol Sci. 2024; 25(22): 12120. doi: 10.3390/ijms252212120.
79. Dong Y., Qiao Q., Guo S., Chen R., Lin T., Liu X., Li J., Liu S., Jiang H., Wang Y., Yue D., Wang R. ABCG1 promotes the proliferation and migration of clear cell renal cell carcinoma and reduces its apoptosis. Int J Med Sci. 2025; 22(11): 2721–37. doi: 10.7150/ijms.107055.
Review
For citations:
Lykov A.P., Ageeva T.A., Selyakova M.S. Etiology, epidemiology, strategies and reasons of low efficiency of treatment of clear cell renal cell carcinoma. Siberian journal of oncology. 2025;24(4):122-133. (In Russ.) https://doi.org/10.21294/1814-4861-2025-24-4-122-133