Skip to main content
Top
Published in: BMC Cancer 1/2024

Open Access 01-12-2024 | Kidney Cancer | Research

The vasculogenic mimicry related signature predicts the prognosis and immunotherapy response in renal clear cell carcinoma

Authors: Yuming Gu, Qinqin Huang, Yun Wang, Haixia Wang, Zhenhua Xiang, Yu Xu, Xin Wang, Weiguo Liu, Aiju Wang

Published in: BMC Cancer | Issue 1/2024

Login to get access

Abstract

Background

Clear cell carcinoma of the kidney is a common urological malignancy characterized by poor patient prognosis and treatment outcomes. Modulation of vasculogenic mimicry in tumor cells alters the tumor microenvironment and the influx of tumor-infiltrating lymphocytes, and the combination of its inducers and immune checkpoint inhibitors plays a synergistic role in enhancing antitumor effects.

Methods

We downloaded the data from renal clear cell carcinoma samples and vasculogenic mimicry-related genes to establish a new vasculogenic mimicry-related index (VMRI) using a machine learning approach. Based on VMRI, patients with renal clear cell carcinoma were divided into high VMRI and low VMRI groups, and patients’ prognosis, clinical features, tumor immune microenvironment, chemotherapeutic response, and immunotherapeutic response were systematically analyzed. Finally, the function of CDH5 was explored in renal clear cell carcinoma cells.

Results

VMRI can be used for prognostic and immunotherapy efficacy prediction in a variety of cancers, which consists of four vasculogenic mimicry-related genes (CDH5, MMP9, MAPK1, and MMP13), is a reliable predictor of survival and grade in patients with clear cell carcinoma of the kidney and has been validated in multiple external datasets. We found that the high VMRI group presented higher levels of immune cell infiltration, which was validated by pathological sections. We performed molecular docking prediction of vasculogenic mimicry core target proteins and identified natural small molecule drugs with the highest affinity for the target protein. Knockdown of CDH5 inhibited the proliferation and migration of renal clear cell carcinoma.

Conclusions

The VMRI identified in this study allows for accurate prognosis assessment of patients with renal clear cell carcinoma and identification of patient populations that will benefit from immunotherapy, providing valuable insights for future precision treatment of patients with renal clear cell carcinoma.
Appendix
Available only for authorised users
Literature
1.
go back to reference Hora M, Albiges L, Bedke J, Campi R, Capitanio U, Giles RH, et al. European Association of Urology Guidelines Panel on Renal Cell Carcinoma Update on the New World Health Organization Classification of Kidney tumours 2022: the urologist’s point of View. Eur Urol. 2023;83(2):97–100.CrossRefPubMed Hora M, Albiges L, Bedke J, Campi R, Capitanio U, Giles RH, et al. European Association of Urology Guidelines Panel on Renal Cell Carcinoma Update on the New World Health Organization Classification of Kidney tumours 2022: the urologist’s point of View. Eur Urol. 2023;83(2):97–100.CrossRefPubMed
2.
go back to reference Moch H, Amin MB, Berney DM, Compérat EM, Gill AJ, Hartmann A, et al. The 2022 World Health Organization Classification of Tumours of the urinary system and male genital organs-Part A: renal, Penile, and testicular tumours. Eur Urol. 2022;82(5):458–68.CrossRefPubMed Moch H, Amin MB, Berney DM, Compérat EM, Gill AJ, Hartmann A, et al. The 2022 World Health Organization Classification of Tumours of the urinary system and male genital organs-Part A: renal, Penile, and testicular tumours. Eur Urol. 2022;82(5):458–68.CrossRefPubMed
3.
go back to reference Hsieh JJ, Purdue MP, Signoretti S, Swanton C, Albiges L, Schmidinger M, et al. Renal cell carcinoma. Nat Reviews Disease Primers. 2017;3:17009.CrossRefPubMed Hsieh JJ, Purdue MP, Signoretti S, Swanton C, Albiges L, Schmidinger M, et al. Renal cell carcinoma. Nat Reviews Disease Primers. 2017;3:17009.CrossRefPubMed
4.
go back to reference Escudier B, Porta C, Schmidinger M, Rioux-Leclercq N, Bex A, Khoo V, et al. Renal cell carcinoma: ESMO Clinical Practice guidelines for diagnosis, treatment and follow-up†. Annals Oncology: Official J Eur Soc Med Oncol. 2019;30(5):706–20.CrossRef Escudier B, Porta C, Schmidinger M, Rioux-Leclercq N, Bex A, Khoo V, et al. Renal cell carcinoma: ESMO Clinical Practice guidelines for diagnosis, treatment and follow-up†. Annals Oncology: Official J Eur Soc Med Oncol. 2019;30(5):706–20.CrossRef
5.
go back to reference Borcherding N, Vishwakarma A, Voigt AP, Bellizzi A, Kaplan J, Nepple K, et al. Mapping the immune environment in clear cell renal carcinoma by single-cell genomics. Commun Biology. 2021;4(1):122.CrossRef Borcherding N, Vishwakarma A, Voigt AP, Bellizzi A, Kaplan J, Nepple K, et al. Mapping the immune environment in clear cell renal carcinoma by single-cell genomics. Commun Biology. 2021;4(1):122.CrossRef
6.
go back to reference Jayson GC, Kerbel R, Ellis LM, Harris AL. Antiangiogenic therapy in oncology: current status and future directions. Lancet (London England). 2016;388(10043):518–29.CrossRefPubMed Jayson GC, Kerbel R, Ellis LM, Harris AL. Antiangiogenic therapy in oncology: current status and future directions. Lancet (London England). 2016;388(10043):518–29.CrossRefPubMed
7.
go back to reference Thibault C, Fléchon A, Albiges L, Joly C, Barthelemy P, Gross-Goupil M et al. Gemcitabine plus platinum-based chemotherapy in combination with bevacizumab for kidney metastatic collecting duct and medullary carcinomas: Results of a prospective phase II trial (BEVABEL-GETUG/AFU24). European journal of cancer (Oxford, England: 1990). 2023;186:83–90. Thibault C, Fléchon A, Albiges L, Joly C, Barthelemy P, Gross-Goupil M et al. Gemcitabine plus platinum-based chemotherapy in combination with bevacizumab for kidney metastatic collecting duct and medullary carcinomas: Results of a prospective phase II trial (BEVABEL-GETUG/AFU24). European journal of cancer (Oxford, England: 1990). 2023;186:83–90.
8.
go back to reference Saliby RM, El Zarif T, Bakouny Z, Shah V, Xie W, Flippot R et al. Circulating and intratumoral immune determinants of response to atezolizumab plus bevacizumab in patients with variant histology or sarcomatoid renal cell carcinoma. Cancer Immunol Res. 2023. Saliby RM, El Zarif T, Bakouny Z, Shah V, Xie W, Flippot R et al. Circulating and intratumoral immune determinants of response to atezolizumab plus bevacizumab in patients with variant histology or sarcomatoid renal cell carcinoma. Cancer Immunol Res. 2023.
9.
go back to reference Ebos JM, Lee CR, Cruz-Munoz W, Bjarnason GA, Christensen JG, Kerbel RS. Accelerated metastasis after short-term treatment with a potent inhibitor of tumor angiogenesis. Cancer Cell. 2009;15(3):232–9.CrossRefPubMedPubMedCentral Ebos JM, Lee CR, Cruz-Munoz W, Bjarnason GA, Christensen JG, Kerbel RS. Accelerated metastasis after short-term treatment with a potent inhibitor of tumor angiogenesis. Cancer Cell. 2009;15(3):232–9.CrossRefPubMedPubMedCentral
10.
go back to reference Herrera-Vargas AK, García-Rodríguez E, Olea-Flores M, Mendoza-Catalán MA, Flores-Alfaro E, Navarro-Tito N. Pro-angiogenic activity and vasculogenic mimicry in the tumor microenvironment by leptin in cancer. Cytokine Growth Factor Rev. 2021;62:23–41.CrossRefPubMed Herrera-Vargas AK, García-Rodríguez E, Olea-Flores M, Mendoza-Catalán MA, Flores-Alfaro E, Navarro-Tito N. Pro-angiogenic activity and vasculogenic mimicry in the tumor microenvironment by leptin in cancer. Cytokine Growth Factor Rev. 2021;62:23–41.CrossRefPubMed
11.
go back to reference Liu Q, Zhao E, Geng B, Gao S, Yu H, He X, et al. Tumor-associated macrophage-derived exosomes transmitting miR-193a-5p promote the progression of renal cell carcinoma via TIMP2-dependent vasculogenic mimicry. Cell Death Dis. 2022;13(4):382.CrossRefPubMedPubMedCentral Liu Q, Zhao E, Geng B, Gao S, Yu H, He X, et al. Tumor-associated macrophage-derived exosomes transmitting miR-193a-5p promote the progression of renal cell carcinoma via TIMP2-dependent vasculogenic mimicry. Cell Death Dis. 2022;13(4):382.CrossRefPubMedPubMedCentral
12.
go back to reference He M, Yang H, Shi H, Hu Y, Chang C, Liu S, et al. Sunitinib increases the cancer stem cells and vasculogenic mimicry formation via modulating the lncRNA-ECVSR/ERβ/Hif2-α signaling. Cancer Lett. 2022;524:15–28.CrossRefPubMed He M, Yang H, Shi H, Hu Y, Chang C, Liu S, et al. Sunitinib increases the cancer stem cells and vasculogenic mimicry formation via modulating the lncRNA-ECVSR/ERβ/Hif2-α signaling. Cancer Lett. 2022;524:15–28.CrossRefPubMed
13.
go back to reference Wang J, Xia W, Huang Y, Li H, Tang Y, Li Y, et al. A vasculogenic mimicry prognostic signature associated with immune signature in human gastric cancer. Front Immunol. 2022;13:1016612.CrossRefPubMedPubMedCentral Wang J, Xia W, Huang Y, Li H, Tang Y, Li Y, et al. A vasculogenic mimicry prognostic signature associated with immune signature in human gastric cancer. Front Immunol. 2022;13:1016612.CrossRefPubMedPubMedCentral
14.
go back to reference Xu Y, Sun X, Liu G, Li H, Yu M, Zhu Y. Integration of multi-omics and clinical treatment data reveals bladder cancer therapeutic vulnerability gene combinations and prognostic risks. Front Immunol. 2023;14:1301157.CrossRefPubMed Xu Y, Sun X, Liu G, Li H, Yu M, Zhu Y. Integration of multi-omics and clinical treatment data reveals bladder cancer therapeutic vulnerability gene combinations and prognostic risks. Front Immunol. 2023;14:1301157.CrossRefPubMed
15.
go back to reference Cannell IG, Sawicka K, Pearsall I, Wild SA, Deighton L, Pearsall SM, et al. FOXC2 promotes vasculogenic mimicry and resistance to anti-angiogenic therapy. Cell Rep. 2023;42(8):112791.CrossRefPubMed Cannell IG, Sawicka K, Pearsall I, Wild SA, Deighton L, Pearsall SM, et al. FOXC2 promotes vasculogenic mimicry and resistance to anti-angiogenic therapy. Cell Rep. 2023;42(8):112791.CrossRefPubMed
16.
go back to reference Huang S, Wang X, Zhu Y, Wang Y, Chen J, Zheng H. SOX2 promotes vasculogenic mimicry by accelerating glycolysis via the lncRNA AC005392.2-GLUT1 axis in colorectal cancer. Cell Death Dis. 2023;14(12):791.CrossRefPubMedPubMedCentral Huang S, Wang X, Zhu Y, Wang Y, Chen J, Zheng H. SOX2 promotes vasculogenic mimicry by accelerating glycolysis via the lncRNA AC005392.2-GLUT1 axis in colorectal cancer. Cell Death Dis. 2023;14(12):791.CrossRefPubMedPubMedCentral
17.
go back to reference Qin LN, Zhang H, Li QQ, Wu T, Cheng SB, Wang KW, et al. Vitamin D binding protein (VDBP) hijacks twist1 to inhibit vasculogenic mimicry in hepatocellular carcinoma. Theranostics. 2024;14(1):436–50.CrossRefPubMedPubMedCentral Qin LN, Zhang H, Li QQ, Wu T, Cheng SB, Wang KW, et al. Vitamin D binding protein (VDBP) hijacks twist1 to inhibit vasculogenic mimicry in hepatocellular carcinoma. Theranostics. 2024;14(1):436–50.CrossRefPubMedPubMedCentral
18.
go back to reference Zhang J, Bajari R, Andric D, Gerthoffert F, Lepsa A, Nahal-Bose H, et al. Int Cancer Genome Consortium Data Portal Nat Biotechnol. 2019;37(4):367–9. Zhang J, Bajari R, Andric D, Gerthoffert F, Lepsa A, Nahal-Bose H, et al. Int Cancer Genome Consortium Data Portal Nat Biotechnol. 2019;37(4):367–9.
19.
go back to reference Rosenberg JE, Hoffman-Censits J, Powles T, van der Heijden MS, Balar AV, Necchi A, et al. Atezolizumab in patients with locally advanced and metastatic urothelial carcinoma who have progressed following treatment with platinum-based chemotherapy: a single-arm, multicentre, phase 2 trial. Lancet (London England). 2016;387(10031):1909–20.CrossRefPubMed Rosenberg JE, Hoffman-Censits J, Powles T, van der Heijden MS, Balar AV, Necchi A, et al. Atezolizumab in patients with locally advanced and metastatic urothelial carcinoma who have progressed following treatment with platinum-based chemotherapy: a single-arm, multicentre, phase 2 trial. Lancet (London England). 2016;387(10031):1909–20.CrossRefPubMed
20.
go back to reference Uhlén M, Fagerberg L, Hallström BM, Lindskog C, Oksvold P, Mardinoglu A, et al. Proteomics. Tissue-based map of the human proteome. Volume 347. New York, NY: Science; 2015. p. 1260419. 6220. Uhlén M, Fagerberg L, Hallström BM, Lindskog C, Oksvold P, Mardinoglu A, et al. Proteomics. Tissue-based map of the human proteome. Volume 347. New York, NY: Science; 2015. p. 1260419. 6220.
21.
go back to reference Yoshihara K, Shahmoradgoli M, Martínez E, Vegesna R, Kim H, Torres-Garcia W, et al. Inferring tumour purity and stromal and immune cell admixture from expression data. Nat Commun. 2013;4:2612.CrossRefPubMed Yoshihara K, Shahmoradgoli M, Martínez E, Vegesna R, Kim H, Torres-Garcia W, et al. Inferring tumour purity and stromal and immune cell admixture from expression data. Nat Commun. 2013;4:2612.CrossRefPubMed
22.
go back to reference Jiang P, Gu S, Pan D, Fu J, Sahu A, Hu X, et al. Signatures of T cell dysfunction and exclusion predict cancer immunotherapy response. Nat Med. 2018;24(10):1550–8.CrossRefPubMedPubMedCentral Jiang P, Gu S, Pan D, Fu J, Sahu A, Hu X, et al. Signatures of T cell dysfunction and exclusion predict cancer immunotherapy response. Nat Med. 2018;24(10):1550–8.CrossRefPubMedPubMedCentral
23.
go back to reference Charoentong P, Finotello F, Angelova M, Mayer C, Efremova M, Rieder D, et al. Pan-cancer immunogenomic analyses reveal genotype-immunophenotype relationships and predictors of response to checkpoint blockade. Cell Rep. 2017;18(1):248–62.CrossRefPubMed Charoentong P, Finotello F, Angelova M, Mayer C, Efremova M, Rieder D, et al. Pan-cancer immunogenomic analyses reveal genotype-immunophenotype relationships and predictors of response to checkpoint blockade. Cell Rep. 2017;18(1):248–62.CrossRefPubMed
24.
go back to reference Hung SW, Gaetani M, Li Y, Tan Z, Zheng X, Zhang R, et al. Distinct molecular targets of ProEGCG from EGCG and superior inhibition of angiogenesis signaling pathways for treatment of endometriosis. J Pharm Anal. 2024;14(1):100–14.CrossRefPubMed Hung SW, Gaetani M, Li Y, Tan Z, Zheng X, Zhang R, et al. Distinct molecular targets of ProEGCG from EGCG and superior inhibition of angiogenesis signaling pathways for treatment of endometriosis. J Pharm Anal. 2024;14(1):100–14.CrossRefPubMed
25.
go back to reference Xu Y, Hua J, Que H, et al. Identification of PANoptosis-related signature reveals immune infiltration characteristics and immunotherapy responses for renal cell carcinoma. BMC Cancer. 2024;24(1):292.CrossRefPubMed Xu Y, Hua J, Que H, et al. Identification of PANoptosis-related signature reveals immune infiltration characteristics and immunotherapy responses for renal cell carcinoma. BMC Cancer. 2024;24(1):292.CrossRefPubMed
26.
go back to reference Xu Y, Li Q, Lin H. Bioinformatics analysis of CMTM family in pan-cancer and preliminary exploration of CMTM6 in bladder cancer. Cell Signal. 2024;115:111012.CrossRefPubMed Xu Y, Li Q, Lin H. Bioinformatics analysis of CMTM family in pan-cancer and preliminary exploration of CMTM6 in bladder cancer. Cell Signal. 2024;115:111012.CrossRefPubMed
27.
go back to reference Huang M, Lin Y, Wang C, Deng L, Chen M, Assaraf YG, et al. New insights into antiangiogenic therapy resistance in cancer: mechanisms and therapeutic aspects. Drug Resist Updates: Reviews Commentaries Antimicrob Anticancer Chemother. 2022;64:100849.CrossRef Huang M, Lin Y, Wang C, Deng L, Chen M, Assaraf YG, et al. New insights into antiangiogenic therapy resistance in cancer: mechanisms and therapeutic aspects. Drug Resist Updates: Reviews Commentaries Antimicrob Anticancer Chemother. 2022;64:100849.CrossRef
28.
go back to reference Treps L, Faure S, Clere N. Vasculogenic mimicry, a complex and devious process favoring tumorigenesis - interest in making it a therapeutic target. Pharmacol Ther. 2021;223:107805.CrossRefPubMed Treps L, Faure S, Clere N. Vasculogenic mimicry, a complex and devious process favoring tumorigenesis - interest in making it a therapeutic target. Pharmacol Ther. 2021;223:107805.CrossRefPubMed
29.
30.
go back to reference Argilés JM, López-Soriano FJ, Stemmler B, Busquets S. Cancer-associated cachexia - understanding the tumour macroenvironment and microenvironment to improve management. Nat Rev Clin Oncol. 2023;20(4):250–64.CrossRefPubMed Argilés JM, López-Soriano FJ, Stemmler B, Busquets S. Cancer-associated cachexia - understanding the tumour macroenvironment and microenvironment to improve management. Nat Rev Clin Oncol. 2023;20(4):250–64.CrossRefPubMed
31.
go back to reference Mao XG, Xue XY, Wang L, Zhang X, Yan M, Tu YY, et al. CDH5 is specifically activated in glioblastoma stemlike cells and contributes to vasculogenic mimicry induced by hypoxia. Neurooncology. 2013;15(7):865–79. Mao XG, Xue XY, Wang L, Zhang X, Yan M, Tu YY, et al. CDH5 is specifically activated in glioblastoma stemlike cells and contributes to vasculogenic mimicry induced by hypoxia. Neurooncology. 2013;15(7):865–79.
32.
go back to reference Cai HP, Wang J, Xi SY, Ni XR, Chen YS, Yu YJ, et al. Tenascin-cmediated vasculogenic mimicry formation via regulation of MMP2/MMP9 in glioma. Cell Death Dis. 2019;10(12):879.CrossRefPubMedPubMedCentral Cai HP, Wang J, Xi SY, Ni XR, Chen YS, Yu YJ, et al. Tenascin-cmediated vasculogenic mimicry formation via regulation of MMP2/MMP9 in glioma. Cell Death Dis. 2019;10(12):879.CrossRefPubMedPubMedCentral
33.
go back to reference Lin H, Pan JC, Zhang FM, Huang B, Chen X, Zhuang JT, et al. Matrix metalloproteinase-9 is required for vasculogenic mimicry by clear cell renal carcinoma cells. Urol Oncol. 2015;33(4):e1689–16.CrossRef Lin H, Pan JC, Zhang FM, Huang B, Chen X, Zhuang JT, et al. Matrix metalloproteinase-9 is required for vasculogenic mimicry by clear cell renal carcinoma cells. Urol Oncol. 2015;33(4):e1689–16.CrossRef
34.
go back to reference Li Y, Sun B, Zhao X, Wang X, Zhang D, Gu Q, et al. MMP-2 and MMP-13 affect vasculogenic mimicry formation in large cell lung cancer. J Cell Mol Med. 2017;21(12):3741–51.CrossRefPubMedPubMedCentral Li Y, Sun B, Zhao X, Wang X, Zhang D, Gu Q, et al. MMP-2 and MMP-13 affect vasculogenic mimicry formation in large cell lung cancer. J Cell Mol Med. 2017;21(12):3741–51.CrossRefPubMedPubMedCentral
35.
go back to reference Braicu C, Buse M, Busuioc C, Drula R, Gulei D, Raduly L et al. A Comprehensive Review on MAPK: a promising therapeutic target in Cancer. Cancers. 2019;11(10). Braicu C, Buse M, Busuioc C, Drula R, Gulei D, Raduly L et al. A Comprehensive Review on MAPK: a promising therapeutic target in Cancer. Cancers. 2019;11(10).
36.
go back to reference Dhillon AS, Hagan S, Rath O, Kolch W. MAP kinase signalling pathways in cancer. Oncogene. 2007;26(22):3279–90.CrossRefPubMed Dhillon AS, Hagan S, Rath O, Kolch W. MAP kinase signalling pathways in cancer. Oncogene. 2007;26(22):3279–90.CrossRefPubMed
37.
go back to reference Zuo GY, Han ZQ, Hao XY, Han J, Li ZS, Wang GC. Synergy of aminoglycoside antibiotics by 3-Benzylchroman derivatives from the Chinese drug Caesalpinia sappan against clinical methicillin-resistant Staphylococcus aureus (MRSA). Phytomedicine: Int J Phytotherapy Phytopharmacology. 2014;21(7):936–41.CrossRef Zuo GY, Han ZQ, Hao XY, Han J, Li ZS, Wang GC. Synergy of aminoglycoside antibiotics by 3-Benzylchroman derivatives from the Chinese drug Caesalpinia sappan against clinical methicillin-resistant Staphylococcus aureus (MRSA). Phytomedicine: Int J Phytotherapy Phytopharmacology. 2014;21(7):936–41.CrossRef
38.
go back to reference Li Y, Ishibashi M, Chen X, Ohizumi Y. Littorachalcone, a new enhancer of NGF-mediated neurite outgrowth, from Verbena Littoralis. Chem Pharm Bull. 2003;51(7):872–4.CrossRef Li Y, Ishibashi M, Chen X, Ohizumi Y. Littorachalcone, a new enhancer of NGF-mediated neurite outgrowth, from Verbena Littoralis. Chem Pharm Bull. 2003;51(7):872–4.CrossRef
39.
go back to reference Wiatrak B, Gębarowski T, Czwojdziński E, Gąsiorowski K, Tylińska B. Lysosomal Exocytosis of Olivacine on the way to explain Drug Resistance in Cancer cells. Int J Mol Sci. 2022;23(11). Wiatrak B, Gębarowski T, Czwojdziński E, Gąsiorowski K, Tylińska B. Lysosomal Exocytosis of Olivacine on the way to explain Drug Resistance in Cancer cells. Int J Mol Sci. 2022;23(11).
Metadata
Title
The vasculogenic mimicry related signature predicts the prognosis and immunotherapy response in renal clear cell carcinoma
Authors
Yuming Gu
Qinqin Huang
Yun Wang
Haixia Wang
Zhenhua Xiang
Yu Xu
Xin Wang
Weiguo Liu
Aiju Wang
Publication date
01-12-2024
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2024
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/s12885-024-12107-x

Other articles of this Issue 1/2024

BMC Cancer 1/2024 Go to the issue
Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine