Baseline laboratory values and metastatic burden predict survival in addition to IMDC risk in real-world renal cell carcinoma patients treated with ipilimumab-nivolumab

Authors

  • Alaa Kheir Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden; Department of Oncology, Akademiska University Hospital, Uppsala, Sweden https://orcid.org/0009-0000-0558-8622
  • Berglind Johannsdottir Department of Pelvic Cancer, Genitourinary Oncology, Karolinska University Hospital, Stockholm, Sweden; Department of Oncology-Pathology, Karolinska Institute, Stockholm, Sweden
  • Alexandra Grönn-Weiss Department of Oncology, Karlstad Central Hospital, Karlstad, Sweden
  • Lisa L Liu Department of Oncology-Pathology, Karolinska Institute, Stockholm, Sweden; Theme Cancer, Karolinska University Hospital, Stockholm, Sweden; Department of Clinical Science, Intervention and Technology, Karolinska Institute, Stockholm, Sweden
  • Anders Ullén Department of Pelvic Cancer, Genitourinary Oncology, Karolinska University Hospital, Stockholm, Sweden; Department of Oncology-Pathology, Karolinska Institute, Stockholm, Sweden
  • Anna Laurell Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden; Department of Oncology, Akademiska University Hospital, Uppsala, Sweden
  • Annika Håkansson Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden; Department of Oncology, Akademiska University Hospital, Uppsala, Sweden
  • Ingrida Verbiené Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden; Department of Oncology, Akademiska University Hospital, Uppsala, Sweden
  • Gustav Ullenhag Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden; Department of Oncology, Akademiska University Hospital, Uppsala, Sweden https://orcid.org/0000-0003-4949-3267
  • Rickard Carlhed Department of Oncology, Karlstad Central Hospital, Karlstad, Sweden
  • Fernanda Costa Svedman Department of Pelvic Cancer, Genitourinary Oncology, Karolinska University Hospital, Stockholm, Sweden; Department of Oncology-Pathology, Karolinska Institute, Stockholm, Sweden
  • Magnus Lindskog Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden; Department of Pelvic Cancer, Genitourinary Oncology, Karolinska University Hospital, Stockholm, Sweden; Department of Oncology-Pathology, Karolinska Institute, Stockholm, Sweden https://orcid.org/0000-0001-9484-1983
  • Ulrika Harmenberg Department of Pelvic Cancer, Genitourinary Oncology, Karolinska University Hospital, Stockholm, Sweden; Department of Oncology-Pathology, Karolinska Institute, Stockholm, Sweden

DOI:

https://doi.org/10.2340/1651-226X.2025.44533

Keywords:

renal cell carcinoma, metastatic, immune checkpoint inhibitors, ipilimumab, nivolumab, biomarkers, survival rate

Abstract

Background and purpose: Clinical tools to optimally select real-world metastatic renal cell carcinoma (mRCC) patients for treatment with ipilimumab-nivolumab remain to be identified.

Patient and methods: Medical records of the first 100 mRCC patients treated with ipilimumab-nivolumab at three Swedish centers were retrospectively analyzed. Data on International Metastatic Renal Cell Carcinoma Database Consortium (IMDC) risk, baseline levels of routine blood markers, and tumor burden were collected. Outcome variables were progression-free survival (PFS), overall survival (OS), and radiological response (RR) according to clinical routine imaging.

Results: At a median follow-up of 22 months, 65% had progressed or died with a median PFS of 7 months and an estimated median OS of 28 months. The RR rate was 45%, including 11% complete responses (CR). 29% had progressive disease as best response. IMDC poor-risk patients had shorter mPFS (4 vs 14 months; HR [hazard ratio] 1.90; P = 0.009), shorter mOS (12.5 months vs not reached; HR 4.27; P < 0.0001), and lower CR rate (3% vs 16%, P = 0.06) than IMDC intermediate/favorable patients. C-reactive protein (aHR 2.67; P = 0.040), albumin (aHR, 2.13; P = 0.039), neutrophil-lymphocyte-ratio (aHR, 2.8; P = 0.009), and > 2 metastatic sites (aHR, 2.13; P = 0.024) were associated with OS after adjusting for IMDC risk. Prior nephrectomy was not (aHR, 0.84; P = 0.62). A normal C-reactive protein was associated with an increased likelihood of CR (OR 7.2; P = 0.017).

Interpretation: Baseline blood markers and number of metastatic sites add prognostic value independently of IMDC risk in real-word mRCC patients treated with ipililmumab-nivolumab.

Downloads

Download data is not yet available.

References

Sung H, Ferlay J, Siegel RL, Laversanne M, Soerjomataram I, Jemal A, et al. Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. 2021;71(3):209–49.

https://doi.org/10.3322/caac.21660 DOI: https://doi.org/10.3322/caac.21660

Kim SP, Weight CJ, Leibovich BC, Thompson RH, Costello BA, Cheville JC, et al. Outcomes and clinicopathologic variables associated with late recurrence after nephrectomy for localized renal cell carcinoma. Urology. 2011;78(5):1101–6.

https://doi.org/10.1016/j.urology.2011.05.012 DOI: https://doi.org/10.1016/j.urology.2011.05.012

Park HK. The metastasis pattern of renal cell carcinoma is influenced by histologic subtype, grade, and sarcomatoid differentiation. Medicina (Kaunas). 2023;59(10):1845.

https://doi.org/10.3390/medicina59101845 DOI: https://doi.org/10.3390/medicina59101845

Heng DY, Xie W, Regan MM, Harshman LC, Bjarnason GA, Vaishampayan UN, et al. External validation and comparison with other models of the International Metastatic Renal-Cell Carcinoma Database Consortium prognostic model: a population-based study. Lancet Oncol. 2013;14(2):141–8.

https://doi.org/10.1016/S1470-2045(12)70559-4 DOI: https://doi.org/10.1016/S1470-2045(12)70559-4

Lee CH, Shah AY, Rasco D, Rao A, Taylor MH, Di Simone C, et al. Lenvatinib plus pembrolizumab in patients with either treatment-

naive or previously treated metastatic renal cell carcinoma (Study 111/KEYNOTE-146): a phase 1b/2 study. Lancet Oncol. 2021;22(7):946–58.

https://doi.org/10.1016/S1470-2045(21)00241-2 DOI: https://doi.org/10.1016/S1470-2045(21)00241-2

Wolchok JD, Chiarion-Sileni V, Gonzalez R, Grob JJ, Rutkowski P, Lao CD, et al. Long-term outcomes with nivolumab plus ipilimumab or nivolumab alone versus ipilimumab in patients with advanced melanoma. J Clin Oncol. 2022;40(2):127–37.

https://doi.org/10.1200/JCO.21.02229 DOI: https://doi.org/10.1200/JCO.21.02229

Cascone T, William WN, Jr., Weissferdt A, Leung CH, Lin HY, Pataer A, et al. Neoadjuvant nivolumab or nivolumab plus ipilimumab in operable non-small cell lung cancer: the phase 2 randomized NEOSTAR trial. Nat Med. 2021;27(3):504–14.

https://doi.org/10.1038/s41591-020-01224-2 DOI: https://doi.org/10.1038/s41591-020-01224-2

Janjigian YY, Shitara K, Moehler M, Garrido M, Salman P, Shen L, et al. First-line nivolumab plus chemotherapy versus chemotherapy alone for advanced gastric, gastro-oesophageal junction, and oesophageal adenocarcinoma (CheckMate 649): a randomised, open-label, phase 3 trial. Lancet. 2021;398(10294):27–40.

https://doi.org/10.1016/S0140-6736(21)00797-2 DOI: https://doi.org/10.1016/S0140-6736(21)00797-2

Motzer RJ, Tannir NM, McDermott DF, Arén Frontera O, Melichar B, Choueiri TK, et al. Nivolumab plus ipilimumab versus sunitinib in advanced renal-cell carcinoma. N Engl J Med. 2018;378(14):1277–90.

https://doi.org/10.1056/NEJMoa1712126 DOI: https://doi.org/10.1056/NEJMoa1712126

Tykodi SS, Gordan LN, Alter RS, Arrowsmith E, Harrison MR, Percent I, et al. Safety and efficacy of nivolumab plus ipilimumab in patients with advanced non-clear cell renal cell carcinoma: results from the phase 3b/4 CheckMate 920 trial. J Immunother Cancer. 2022;10(2):e003844.

https://doi.org/10.1136/jitc-2021-003844 DOI: https://doi.org/10.1136/jitc-2021-003844

Bergmann L, Albiges L, Ahrens M, Gross-Goupil M, Boleti E, Gravis G, et al. Prospective randomized phase-II trial of ipilimumab/nivolumab versus standard of care in non-clear cell renal cell cancer – results of the SUNNIFORECAST trial. Ann Oncol. 2025;36(7):796–806.

https://doi.org/10.1016/j.annonc.2025.03.016 DOI: https://doi.org/10.1016/j.annonc.2025.03.016

Choueiri TK, Powles T, Burotto M, Escudier B, Bourlon MT, Zurawski B, et al. Nivolumab plus cabozantinib versus sunitinib for advanced renal-cell carcinoma. N Engl J Med. 2021;384(9):829–41.

https://doi.org/10.1056/NEJMoa2026982 DOI: https://doi.org/10.1056/NEJMoa2026982

Motzer R, Alekseev B, Rha SY, Porta C, Eto M, Powles T, et al. Lenvatinib plus pembrolizumab or everolimus for advanced renal cell carcinoma. N Engl J Med. 2021;384(14):1289–300.

https://doi.org/10.1056/NEJMoa2035716 DOI: https://doi.org/10.1056/NEJMoa2035716

Rini BI, Plimack ER, Stus V, Gafanov R, Hawkins R, Nosov D, et al. Pembrolizumab plus axitinib versus sunitinib for advanced renal-cell carcinoma. N Engl J Med. 2019;380(12):1116–27.

https://doi.org/10.1056/NEJMoa1816714 DOI: https://doi.org/10.1056/NEJMoa1816714

Motzer RJ, Penkov K, Haanen J, Rini B, Albiges L, Campbell MT, et al. Avelumab plus axitinib versus sunitinib for advanced renal-cell carcinoma. N Engl J Med. 2019;380(12):1103–15.

https://doi.org/10.1056/NEJMoa1816047 DOI: https://doi.org/10.1056/NEJMoa1816047

Ciccarese C, Büttner T, Cerbone L, Zampiva I, Monteiro FSM, Basso U, et al. Clinical features and response to immune combinations in patients with renal cell carcinoma and sarcomatoid de-differentiation (ARON-1 study). Int J Cancer. 2024;155(11):2036–46.

https://doi.org/10.1002/ijc.35141 DOI: https://doi.org/10.1002/ijc.35141

Mountzias A, Hultdin J, Hlodan J, Kröger Dahlin BI, Johansson M, Ljungberg B. Inflammatory response markers and survival prediction in patients with renal cell carcinoma. Scand J Urol. 2022;56(1):47–52.

https://doi.org/10.1080/21681805.2021.1983016 DOI: https://doi.org/10.1080/21681805.2021.1983016

Korkmaz M, Erylmaz MK. Systemic inflammatory markers predicting the overall survival of patients using tyrosine kinase inhibitors in the first-line treatment of metastatic renal cell carcinoma. J Coll Physicians Surg Pak. 2023;33(6):653–8.

https://doi.org/10.29271/jcpsp.2023.06.653 DOI: https://doi.org/10.29271/jcpsp.2023.06.653

Hu Q, Gou Y, Sun C, Ding W, Xu K, Gu B, et al. The prognostic value of C-reactive protein in renal cell carcinoma: a systematic review and meta-analysis. Urol Oncol. 2014;32(1):50.e1–8.

https://doi.org/10.1016/j.urolonc.2013.07.016 DOI: https://doi.org/10.1016/j.urolonc.2013.07.016

Jeyakumar G, Kim S, Bumma N, Landry C, Silski C, Suisham S, et al. Neutrophil lymphocyte ratio and duration of prior anti-angiogenic therapy as biomarkers in metastatic RCC receiving immune checkpoint inhibitor therapy. J Immunother Cancer. 2017;5(1):82.

https://doi.org/10.1186/s40425-017-0287-5 DOI: https://doi.org/10.1186/s40425-017-0287-5

Boissier R, Campagna J, Branger N, Karsenty G, Lechevallier E. The prognostic value of the neutrophil-lymphocyte ratio in renal oncology: a review. Urol Oncol. 2017;35(4):135–41.

https://doi.org/10.1016/j.urolonc.2017.01.016 DOI: https://doi.org/10.1016/j.urolonc.2017.01.016

Cetin B, Afsar B, Deger SM, Gonul II, Gumusay O, Ozet A, et al. Association between hemoglobin, calcium, and lactate dehydrogenase variability and mortality among metastatic renal cell carcinoma. Int Urol Nephrol. 2014;46(6):1081–7.

https://doi.org/10.1007/s11255-013-0613-x DOI: https://doi.org/10.1007/s11255-013-0613-x

Goldschmidt JH, Chou LN, Chan PK, Chen L, Robert N, Kinsey J, et al. Real-world outcomes of 18,186 metastatic solid tumor outpatients: baseline blood cell counts correlate with survival after immune checkpoint inhibitor therapy. Cancer Med. 2023;12(22):20783–97.

https://doi.org/10.1002/cam4.6645 DOI: https://doi.org/10.1002/cam4.6645

Stenman M, Laurell A, Lindskog M. Prognostic significance of serum albumin in patients with metastatic renal cell carcinoma. Med Oncol. 2014;31(3):841.

https://doi.org/10.1007/s12032-014-0841-7 DOI: https://doi.org/10.1007/s12032-014-0841-7

Santoni M, Buti S, Myint ZW, Maruzzo M, Iacovelli R, Pichler M, et al. Real-world outcome of patients with advanced renal cell carcinoma and intermediate- or poor-risk International Metastatic Renal Cell Carcinoma Database Consortium criteria treated by immune-oncology combinations: differential effectiveness by risk group? Eur Urol Oncol. 2024;7(1):102–11.

https://doi.org/10.1016/j.euo.2023.07.003 DOI: https://doi.org/10.1016/j.euo.2023.07.003

Sagie S, Sarfaty M, Levartovsky M, Gantz Sorotsky H, Berger R, Percik R, et al. RCC real-world data: prognostic factors and risk stratification in the immunotherapy era. Cancers (Basel). 2022;14(13):3127.

https://doi.org/10.3390/cancers14133127 DOI: https://doi.org/10.3390/cancers14133127

Tannir NM, Albigès L, McDermott DF, Burotto M, Choueiri TK, Hammers HJ, et al. Nivolumab plus ipilimumab versus sunitinib for first-line treatment of advanced renal cell carcinoma: extended 8-year follow-up results of efficacy and safety from the phase III CheckMate 214 trial. Ann Oncol. 2024;35(11):1026–38.

https://doi.org/10.1016/j.annonc.2024.07.727 DOI: https://doi.org/10.1016/j.annonc.2024.07.727

Yano Y, Ohno T, Komura K, Fukuokaya W, Uchimoto T, Adachi T, et al. Serum C-reactive protein level predicts overall survival for clear cell and non-clear cell renal cell carcinoma treated with ipilimumab plus nivolumab. Cancers (Basel). 2022;14(22):5659.

https://doi.org/10.3390/cancers14225659 DOI: https://doi.org/10.3390/cancers14225659

Hoeh B, Garcia CC, Banek S, Klümper N, Cox A, Ellinger J, et al. Early CRP kinetics to predict long-term efficacy of first-line immune-checkpoint inhibition combination therapies in metastatic renal cell carcinoma: an updated multicentre real-world experience applying different CRP kinetics definitions. Clin Transl Immunol. 2023;12(10):e1471.

https://doi.org/10.1002/cti2.1471 DOI: https://doi.org/10.1002/cti2.1471

Roussel E, Kinget L, Verbiest A, Debruyne PR, Baldewijns M, Van Poppel H, et al. C-reactive protein and neutrophil-lymphocyte ratio are prognostic in metastatic clear-cell renal cell carcinoma patients treated with nivolumab. Urol Oncol. 2021;39(4):239.e17–25.

https://doi.org/10.1016/j.urolonc.2020.12.020 DOI: https://doi.org/10.1016/j.urolonc.2020.12.020

Motzer RJ, Choueiri TK, McDermott DF, Powles T, Vano YA, Gupta S, et al. Biomarker analysis from CheckMate 214: nivolumab plus ipilimumab versus sunitinib in renal cell carcinoma. J Immunother Cancer. 2022;10(3):e004316.

https://doi.org/10.1136/jitc-2021-004316 DOI: https://doi.org/10.1136/jitc-2021-004316

Tachibana H, Nemoto Y, Ishihara H, Fukuda H, Yoshida K, Iizuka J, et al. Predictive impact of early changes in serum C-reactive protein levels in nivolumab plus ipilimumab therapy for metastatic renal cell carcinoma. Clin Genitourin Cancer. 2022;20(1):e81–8.

https://doi.org/10.1016/j.clgc.2021.10.005 DOI: https://doi.org/10.1016/j.clgc.2021.10.005

Schüttke V, Kusiek C, Fuessel S, Thomas C, Buerk BT, Erdmann K. Early kinetics of C-reactive protein as prognosticator for survival in a real-world cohort of patients with metastatic renal cell cancer under first-line therapy with immune checkpoint inhibitors. Clin Transl Oncol. 2024;26(5):1117–28.

https://doi.org/10.1007/s12094-023-03317-z DOI: https://doi.org/10.1007/s12094-023-03317-z

Calvo E, Schmidinger M, Heng DY, Grünwald V, Escudier B. Improvement in survival end points of patients with metastatic renal cell carcinoma through sequential targeted therapy. Cancer Treat Rev. 2016;50:109–17.

https://doi.org/10.1016/j.ctrv.2016.09.002 DOI: https://doi.org/10.1016/j.ctrv.2016.09.002

Goutam S, Stukalin I, Ewanchuk B, Sander M, Ding PQ, Meyers DE, et al. Clinical factors associated with long-term survival in metastatic melanoma treated with anti-PD1 alone or in combination with ipilimumab. Curr Oncol. 2022;29(10):7695–704.

https://doi.org/10.3390/curroncol29100608 DOI: https://doi.org/10.3390/curroncol29100608

Ekinci F, Erdogan AP, Yildirim S, Bulut G, Yilmaz C, Barutca S. Inflammatory prognostic index in metastatic renal carcinoma treated with nivolumab. J Coll Phys Surg Pak. 2022;32(10):1288–94.

https://doi.org/10.29271/jcpsp.2022.10.1288 DOI: https://doi.org/10.29271/jcpsp.2022.10.1288

Shao Y, Wu B, Jia W, Zhang Z, Chen Q, Wang D. Prognostic value of pretreatment neutrophil-to-lymphocyte ratio in renal cell carcinoma: a systematic review and meta-analysis. BMC Urol. 2020;20(1):90.

https://doi.org/10.1186/s12894-020-00665-8 DOI: https://doi.org/10.1186/s12894-020-00665-8

Baum YS, Patil D, Huang JH, Spetka S, Torlak M, Nieh PT, et al. Elevated preoperative neutrophil-to-lymphocyte ratio may be associated with decreased overall survival in patients with metastatic clear cell renal cell carcinoma undergoing cytoreductive nephrectomy. Asian J Urol. 2016;3(1):20–5.

https://doi.org/10.1016/j.ajur.2015.09.004 DOI: https://doi.org/10.1016/j.ajur.2015.09.004

Motzer RJ, Mazumdar M, Bacik J, Berg W, Amsterdam A, Ferrara J. Survival and prognostic stratification of 670 patients with advanced renal cell carcinoma. J Clin Oncol. 1999;17(8):2530–40.

https://doi.org/10.1200/JCO.1999.17.8.2530 DOI: https://doi.org/10.1200/JCO.1999.17.8.2530

Bakouny Z, El Zarif T, Dudani S, Connor Wells J, Gan CL, Donskov F, et al. Upfront cytoreductive nephrectomy for metastatic renal cell carcinoma treated with immune checkpoint inhibitors or targeted therapy: an observational study from the International Metastatic Renal Cell Carcinoma Database Consortium. Eur Urol. 2023;83(2):145–51.

https://doi.org/10.1016/j.eururo.2022.10.004 DOI: https://doi.org/10.1016/j.eururo.2022.10.004

Escudier B, Sharma P, McDermott DF, George S, Hammers HJ, Srinivas S, et al. CheckMate 025 randomized phase 3 study: outcomes by key baseline factors and prior therapy for nivolumab versus everolimus in advanced renal cell carcinoma. Eur Urol. 2017;72(6):962–71.

https://doi.org/10.1016/j.eururo.2017.02.010 DOI: https://doi.org/10.1016/j.eururo.2017.02.010

Published

2025-10-03

How to Cite

Kheir, A., Johannsdottir, B., Grönn-Weiss, A., Liu, L. L., Ullén, A., Laurell, A., … Harmenberg, U. (2025). Baseline laboratory values and metastatic burden predict survival in addition to IMDC risk in real-world renal cell carcinoma patients treated with ipilimumab-nivolumab. Acta Oncologica, 64, 1355–1364. https://doi.org/10.2340/1651-226X.2025.44533