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Abstract
Several prognostic models incorporating serum biomarkers to estimate patient survival have been established for metastatic renal cell carcinoma. Interim advancements in biomarker research have highlighted much additional serum, gene mutation, genetic expression signatures, and histologic biomarkers that predict clinical outcomes and response to treatments. We, therefore, reviewed biomarkers associated with overall, cancer-specific, progression-free, and disease-free survival, overall response, and time to treatment failure rate in adult populations with metastatic renal cell carcinoma. We reviewed human studies reporting associations between biomarkers and clinical outcomes. Data were abstracted via standardized form, then reported with hazard ratios and confidence intervals where appropriate, subdivided by biomarker type (serum, gene mutation, genetic expression, and histologic). We identified a range of newer biomarkers that have clinical associations with prognostic and predictive outcomes. Beyond biomarkers used in modern risk models, those consistently associated with prognosis included serum levels of CAIX, COP-NLR, CRP, s-TATI, and VEGF, gene mutations in BAP1, CDKN2A, CIMP/FH, and TERT, gene expression of ERV and NQO1, and histologic macrophage infiltration and expression of CAIX and PDL1. Biomarkers consistently associated with the response to targeted antiangiogenic therapy included serum CRP, mutations in MET, PBRM-1, BAP1, and the mTOR pathway, TERT promoter mutations, and expression of PTEN and angiogenic gene signatures. Gene expression of hERV, T-effector, and immunogenic signatures have been associated with improved response to immune checkpoint inhibition. Future models should incorporate well-studied biomarkers to help clinicians predict outcomes and treatment responses for patients with metastatic renal cell carcinoma.
Keywords
Carcinoma
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renal cell
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biomarkers
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precision medicine
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patient-specific modeling
/
neoplasms
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Logan G. Briggs, Eugene B. Cone, Richard J. Lee, Michael L. Blute.
Prognostic and predictive biomarkers for metastatic renal cell carcinoma.
Journal of Cancer Metastasis and Treatment, 2021, 7: 46 DOI:10.20517/2394-4722.2021.84
| [1] |
Strimbu K.What are Biomarkers.Curr Opin HIV AIDS2010;5:463-6 PMCID:PMC3078627
|
| [2] |
Mickley A,Kzhyshkowska J.Molecular and immunologic markers of kidney cancer-potential applications in predictive, preventive and personalized medicine.EPMA J2015;6:20 PMCID:PMC4617448
|
| [3] |
Graham J,Heng DYC.Prognostication in kidney cancer: recent advances and future directions.J Clin Oncol2018;JCO2018790147
|
| [4] |
Siegel RL,Jemal A.Cancer statistics, 2020.CA Cancer J Clin2020;70:7-30
|
| [5] |
Sung H,Siegel RL.Global Cancer Statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries.CA Cancer J Clin2021;71:209-49
|
| [6] |
Cohen HT.Renal-cell carcinoma.N Engl J Med2005;353:2477-90
|
| [7] |
Cancer Stat Facts: kidney and renal pelvis cancer. Surveillance, Epidemiology, and End Results Program. Available from: https://seer.cancer.gov/statfacts/html/kidrp.html. [Last accessed on 1 Jul 2021]
|
| [8] |
Brown LC,Zhang T.The immunotherapy landscape in renal cell carcinoma.BioDrugs2020;34:733-48
|
| [9] |
Carretero-González A,Martín Sobrino I.The value of PD-L1 expression as predictive biomarker in metastatic renal cell carcinoma patients: a meta-analysis of randomized clinical trials.Cancers (Basel)2020;12:1945 PMCID:PMC7409133
|
| [10] |
Motzer RJ,Murphy BA,Mazumdar M.Interferon-alfa as a comparative treatment for clinical trials of new therapies against advanced renal cell carcinoma.J Clin Oncol2002;20:289-96
|
| [11] |
Mekhail TM,Boumerhi G.Validation and extension of the Memorial Sloan-Kettering prognostic factors model for survival in patients with previously untreated metastatic renal cell carcinoma.J Clin Oncol2005;23:832-41
|
| [12] |
Heng DY,Regan MM.Prognostic factors for overall survival in patients with metastatic renal cell carcinoma treated with vascular endothelial growth factor-targeted agents: results from a large, multicenter study.J Clin Oncol2009;27:5794-9
|
| [13] |
Heng DY,Regan MM.External validation and comparison with other models of the International Metastatic Renal-Cell Carcinoma Database Consortium prognostic model: a population-based study.Lancet Oncol2013;14:141-8 PMCID:PMC4144042
|
| [14] |
Négrier S,Gomez F.Prognostic factors of survival and rapid progression in 782 patients with metastatic renal carcinomas treated by cytokines: a report from the Groupe Français d'Immunothérapie.Ann Oncol2002;13:1460-8
|
| [15] |
Manola J,Elson P.International Kidney Cancer Working GroupPrognostic model for survival in patients with metastatic renal cell carcinoma: results from the international kidney cancer working group.Clin Cancer Res2011;17:5443-50. PMCID:PMC3387987
|
| [16] |
Peña C,Shan M,Bukowski RM.Biomarkers predicting outcome in patients with advanced renal cell carcinoma: results from sorafenib phase III Treatment Approaches in Renal Cancer Global Evaluation Trial.Clin Cancer Res2010;16:4853-63
|
| [17] |
Marta GN,Bonadio RRC.Prognostic value of systemic inflammatory biomarkers in patients with metastatic renal cell carcinoma.Pathol Oncol Res2020;26:2489-97
|
| [18] |
Beuselinck B,Oudard S.Prognostic impact of baseline serum C-reactive protein in patients with metastatic renal cell carcinoma (RCC) treated with sunitinib.BJU Int2014;114:81-9
|
| [19] |
Tornberg SV,Järvinen P.Serum tumour associated trypsin inhibitor, as a biomarker for survival in renal cell carcinoma.Scand J Urol2020;54:413-9
|
| [20] |
Escudier B,Stadler WM.Sorafenib for treatment of renal cell carcinoma: Final efficacy and safety results of the phase III treatment approaches in renal cancer global evaluation trial.J Clin Oncol2009;27:3312-8
|
| [21] |
Chamie K,Bevan P.Carbonic anhydrase-IX score is a novel biomarker that predicts recurrence and survival for high-risk, nonmetastatic renal cell carcinoma: Data from the phase III ARISER clinical trial.Urol Oncol2015;33:204.e25-33
|
| [22] |
Dias F,Morais M.Plasma extracellular vesicle-derived TIMP-1 mRNA as a prognostic biomarker in clear cell renal cell carcinoma: a pilot study.Int J Mol Sci2020;21:4624 PMCID:PMC7370073
|
| [23] |
Carlo MI,Patil S.Genomic alterations and outcomes with VEGF-targeted therapy in patients with clear cell renal cell carcinoma.Kidney Cancer2017;1:49-56 PMCID:PMC6179122
|
| [24] |
Linehan WM,Ricketts CJ.Cancer Genome Atlas Research NetworkComprehensive molecular characterization of papillary renal-cell carcinoma.N Engl J Med2016;374:135-45 PMCID:PMC4775252
|
| [25] |
Braun DA,Bakouny Z.Interplay of somatic alterations and immune infiltration modulates response to PD-1 blockade in advanced clear cell renal cell carcinoma.Nat Med2020;26:909-18 PMCID:PMC7499153
|
| [26] |
Wood MA,David JK,Thompson RF.Burden of tumor mutations, neoepitopes, and other variants are weak predictors of cancer immunotherapy response and overall survival.Genome Med2020;12:33 PMCID:PMC7106909
|
| [27] |
Motzer RJ,Mcdermott DF.Biomarker analyses from the phase III CheckMate 214 trial of nivolumab plus ipilimumab (N+I) or sunitinib (S) in advanced renal cell carcinoma (aRCC).JCO2020;38:5009-5009
|
| [28] |
Motzer RJ,Powles T.Avelumab plus axitinib versus sunitinib in advanced renal cell carcinoma: biomarker analysis of the phase 3 JAVELIN Renal 101 trial.Nat Med2020;26:1733-41
|
| [29] |
Mcdermott DF,Atkins MB.Clinical activity and molecular correlates of response to atezolizumab alone or in combination with bevacizumab versus sunitinib in renal cell carcinoma.Nat Med2019;24:749-57 PMCID:PMC6721896
|
| [30] |
Choueiri TK,Haanen JBAG.Biomarker analyses from JAVELIN Renal 101: Avelumab + axitinib (A+Ax) versus sunitinib (S) in advanced renal cell carcinoma (aRCC).JCO2019;37:101
|
| [31] |
Miao D,Gao W.Genomic correlates of response to immune checkpoint therapies in clear cell renal cell carcinoma.Science2018;359:801-6 PMCID:PMC6035749
|
| [32] |
Braun DA,Walsh AM.Clinical validation of PBRM1 alterations as a marker of immune checkpoint inhibitor response in renal cell carcinoma.JAMA Oncol2019;5:1631-3 PMCID:PMC6735411
|
| [33] |
Liu XD,Peterson CB.PBRM1 loss defines a nonimmunogenic tumor phenotype associated with checkpoint inhibitor resistance in renal carcinoma.Nat Commun2020;11:2135 PMCID:PMC7195420
|
| [34] |
Becerraa MF,Redzematovice A.Comparative genomic profiling of matched primary and metastatic tumors in renal cell carcinoma maria.Eur Urol Focus2018;6:986-94
|
| [35] |
Pignon J,Shukla SA.Association of human endogenous retrovirus (hERV) expression with clinical efficacy of PD-1 blockade in metastatic clear cell renal cell carcinoma (mccRCC).JCO2019;37:4568
|
| [36] |
Panda A,Stein M.Endogenous retrovirus expression is associated with response to immune checkpoint blockade in clear cell renal cell carcinoma.JCI Insight2018;3:121522 PMCID:PMC6141170
|
| [37] |
Bui MHT,Han KR.Carbonic anhydrase IX is an independent predictor of survival in advanced renal clear cell carcinoma: implications for prognosis and therapy.Clin Cancer Res2003;9:802-11
|
| [38] |
Hakimi AA,Kuo F.Transcriptomic profiling of the tumor microenvironment reveals distinct subgroups of clear cell renal cell cancer: data from a randomized phase III trial.Cancer Discov2019;9:510-25 PMCID:PMC6697163
|
| [39] |
Choueiri TK,Rosenberg JE.Phase II and biomarker study of the dual MET/VEGFR2 inhibitor foretinib in patients with papillary renal cell carcinoma.J Clin Oncol2013;31:181-6 PMCID:PMC3532390
|
| [40] |
Kwiatkowski DJ,Fay AP.Mutations in TSC1, TSC2, and MTOR are associated with response to rapalogs in patients with metastatic Renal Cell Carcinoma.Clin Cancer Res2016;22:2445-52 PMCID:PMC4976069
|
| [41] |
Voss MH,Pham CG.Tumor genetic analyses of patients with metastatic renal cell carcinoma and extended benefit from mTOR inhibitor therapy.Clin Cancer Res2014;20:1955-64 PMCID:PMC4140619
|
| [42] |
Roldan-Romero JM,Santos M.Spanish Oncology Genitourinary Group (SOGUG)PTEN expression and mutations in TSC1, TSC2 and MTOR are associated with response to rapalogs in patients with renal cell carcinoma.Int J Cancer2020;146:1435-44
|
| [43] |
Dizman N,Salgia N.Correlates of clinical benefit from immunotherapy and targeted therapy in metastatic renal cell carcinoma: comprehensive genomic and transcriptomic analysis.J Immunother Cancer2020;8:e000953 PMCID:PMC7359179
|
| [44] |
Zhu J,Labriola M.Evaluation of tumor microenvironment and biomarkers of immune checkpoint inhibitor (ICI) response in metastatic renal cell carcinoma (mRCC).JCO2019;37:2595
|
| [45] |
Huang J,Fu L.RETRACTED ARTICLE: Comprehensive characterization of tumor mutation burden in clear cell renal cell carcinoma based on the three independent cohorts.J Cancer Res Clin Oncol2021;147:1745
|
| [46] |
Labriola MK,Gupta RT.Characterization of tumor mutation burden, PD-L1 and DNA repair genes to assess relationship to immune checkpoint inhibitors response in metastatic renal cell carcinoma.J Immunother Cancer2020;8:e000319 PMCID:PMC7206964
|
| [47] |
Rini B,Atkins M.Molecular correlates differentiate response to atezolizumab (atezo) + bevacizumab (bev) vs sunitinib (sun): Results from a phase III study (IMmotion151) in untreated metastatic renal cell carcinoma (mRCC).Ann Oncol2018;29:viii724-5
|
| [48] |
Beuselinck B,Couchy G.Pro-angiogenic gene expression is associated with better outcome on sunitinib in metastatic clear-cell renal cell carcinoma.Acta Oncol2018;57:498-508
|
| [49] |
Shen M,Xie Q.Association between PD-L1 expression and the prognosis and clinicopathologic features of renal cell carcinoma: a systematic review and meta-analysis.Urol Int2020;104:533-41
|
| [50] |
Choueiri TK,Fay AP.Correlation of PD-L1 tumor expression and treatment outcomes in patients with renal cell carcinoma receiving sunitinib or pazopanib: results from COMPARZ, a randomized controlled trial.Clin Cancer Res2015;21:1071-7
|
| [51] |
Thompson RH,Leibovich BC.Tumor B7-H1 is associated with poor prognosis in renal cell carcinoma patients with long-term follow-up.Cancer Res2006;66:3381-5
|
| [52] |
Boland JM,Harrington SM.Tumor B7-H1 and B7-H3 expression in squamous cell carcinoma of the lung.Clin Lung Cancer2013;14:157-63
|
| [53] |
Bigelow E,Xu H.Immunohistochemical staining of B7-H1 (PD-L1) on paraffin-embedded slides of pancreatic adenocarcinoma tissue.J Vis Exp2013;4059 PMCID:PMC3582653
|
| [54] |
Lyford-Pike S,Young GD.Evidence for a role of the PD-1:PD-L1 pathway in immune resistance of HPV-associated head and neck squamous cell carcinoma.Cancer Res2013;73:1733-41 PMCID:PMC3602406
|
| [55] |
Wintterle S,Mitsdoerffer M.Expression of the B7-related molecule B7-H1 by glioma cells: a potential mechanism of immune paralysis. C.ancer Res2003;63:7462-7
|
| [56] |
Zhang Y,Gong D,Shen Q.Programmed death-1 upregulation is correlated with dysfunction of tumor-infiltrating CD8+ T lymphocytes in human non-small cell lung cancer.Cell Mol Immunol2010;7:389-95 PMCID:PMC4002677
|
| [57] |
Nakanishi J,Matsumoto K,Kikuchi K.Overexpression of B7-H1 (PD-L1) significantly associates with tumor grade and postoperative prognosis in human urothelial cancers.Cancer Immunol Immunother2007;56:1173-82
|
| [58] |
Thompson RH,Cheville JC.Costimulatory B7-H1 in renal cell carcinoma patients: Indicator of tumor aggressiveness and potential therapeutic target.Proc Natl Acad Sci U S A2004;101:17174-9 PMCID:PMC534606
|
| [59] |
Motzer RJ,Oudard S.RECORD-1 Study GroupPhase 3 trial of everolimus for metastatic renal cell carcinoma: final results and analysis of prognostic factors.Cancer2010;116:4256-65
|
| [60] |
Motzer RJ,Mcdermott DF.Nivolumab plus ipilimumab versus sunitinib in first-line treatment for advanced renal cell carcinoma: extended follow-up of efficacy and safety results from a randomised, controlled, phase 3 trial.Lancet Oncol2019;20:1370-85 PMCID:PMC7497870
|
| [61] |
Shao Y,Jia W,Chen Q.Prognostic value of pretreatment neutrophil-to-lymphocyte ratio in renal cell carcinoma: a systematic review and meta- analysis.BMC Urol2020;20:90 PMCID:PMC7339475
|
| [62] |
Yuk HD,Hwang EC.Korean Renal Cancer Study (KRoCS) GroupThe platelet-to-lymphocyte ratio as a significant prognostic factor to predict survival outcomes in patients with synchronous metastatic renal cell carcinoma.Investig Clin Urol2020;61:475-81 PMCID:PMC7458873
|
| [63] |
Singla N,Zhang Z.Pancreatic tropism of metastatic renal cell carcinoma.JCI Insight2020;5:134564 PMCID:PMC7205259
|
| [64] |
Motzer RJ,McDermott DF.CheckMate 025 InvestigatorsNivolumab versus everolimus in advanced renal-cell carcinoma.N Engl J Med2015;373:1803-13 PMCID:PMC5719487
|
| [65] |
Choueiri TK,Rini BI.Updated efficacy results from the JAVELIN Renal 101 trial: first-line avelumab plus axitinib versus sunitinib in patients with advanced renal cell carcinoma.Ann Oncol2020;31:1030-9
|
| [66] |
Rini BI,Atkins MB.Atezolizumab plus bevacizumab versus sunitinib in patients with previously untreated metastatic renal cell carcinoma (IMmotion151): a multicentre, open-label, phase 3, randomised controlled trial.Lancet2019;393:2404-15
|
| [67] |
Motzer RJ,McDermott DF.CheckMate 214 InvestigatorsNivolumab plus ipilimumab versus sunitinib in advanced renal-cell carcinoma.N Engl J Med2018;378:1277-90 PMCID:PMC5972549
|
| [68] |
Rini BI,Powles T.Atezolizumab plus bevacizumab versus sunitinib for patients with untreated metastatic renal cell carcinoma and sarcomatoid features: a prespecified subgroup analysis of the IMmotion151 clinical trial.Eur Urol2021;79:659-62
|
| [69] |
Danaher P,Lu R.Pan-cancer adaptive immune resistance as defined by the Tumor Inflammation Signature (TIS): results from The Cancer Genome Atlas (TCGA).J Immunother Cancer2018;6:63 PMCID:PMC6013904
|
| [70] |
Fong PC,Yap TA et al. Inhibition of poly(ADP-Ribose) polymerase in tumors from BRCA mutation carriers. Available from: https://www.nejm.org/doi/pdf/10.1056/NEJMoa0900212?articleTools=true. [Last accessed on 1 Jul 2021]
|
| [71] |
Rini BI,Stus V.KEYNOTE-426 InvestigatorsPembrolizumab plus axitinib versus sunitinib for advanced renal-cell carcinoma.N Engl J Med2019;380:1116-27
|
| [72] |
Plimack ER,Stus V.Pembrolizumab plus axitinib versus sunitinib as first-line therapy for advanced renal cell carcinoma (RCC): Updated analysis of KEYNOTE-426.JCO2020;38:5001
|