Skip to main content
Log in

Validation of 3D volumetric-based renal function prediction calculator for nephron sparing surgery

  • Urology - Original Paper
  • Published:
International Urology and Nephrology Aims and scope Submit manuscript

Abstract

Objective

To evaluate a recently published volume-based renal function prediction calculator intended to be used in small renal mass surgical counseling.

Methods

Retrospective data collection included three-dimensional calculation of renal mass and parenchyma of patients who have undergone extirpative therapy. The predicted glomerular filtration rate (GFR) was calculated using the online calculator. The predicted GFR was compared with the actual 6-month GFR. The Pearson correlation coefficient, paired t test and root-mean-square error (RMSE) are utilized for statistical analysis.

Results

After institutional review board approval, three institutions provided data for analysis. After patients with renal mass size >300 cc, renal size >400 cc or preoperative CKD ≥stage 3 had been excluded, we retrospectively analyzed data from 136 patients. The median mass volume was 22.2 cc (IQR 7–49). In multiple linear regression analysis, the most significant variables predicting postoperative GFR were partial versus radical nephrectomy and preoperative GFR with an overall R2 of .68 (F = 26.13, P < .001). The predicted GFR was 75.4 mL/min/1.73 m2 compared to an actual GFR of 70.7 mL/min/1.73 m2 (P < .001, paired t test). The predicted GFR was highly correlated with the actual postoperative GFR at 6 months (Pearson correlation, r = .65, P < .001). RMSE of the validation cohort was 16.87.

Conclusions

The predictive tool to determine renal function benefit of nephron sparing surgery compared to radical nephrectomy online calculator effectively predicts GFR and could potentially be used to help urologists and patients discuss renal function prior to extirpative renal surgery.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

References

  1. Siegel R, Naishadham D, Jemal A (2012) Cancer statistics, 2012. CA Cancer J Clin 62(1):10–29. doi:10.3322/caac.20138

    Article  PubMed  Google Scholar 

  2. Colli J, Sartor O, Grossman L, Lee BR (2012) Underutilization of partial nephrectomy for stage t1 renal cell carcinoma in the United States, trends from 2000 to 2008. A long way to go. Clin Genitourin Cancer 10(4):219–224. doi:10.1016/j.clgc.2012.05.003

    Article  PubMed  Google Scholar 

  3. Liss MA, Wang S, Palazzi K, Jabaji R, Patel N, Lee HJ, Parsons JK, Derweesh IH (2014) Evaluation of national trends in the utilization of partial nephrectomy in relation to the publication of the American Urologic Association guidelines for the management of clinical T1 renal masses. BMC Urol 14:101. doi:10.1186/1471-2490-14-101

    Article  PubMed  PubMed Central  Google Scholar 

  4. Cooperberg MR, Mallin K, Kane CJ, Carroll PR (2011) Treatment trends for stage I renal cell carcinoma. J Urol 186(2):394–399. doi:10.1016/j.juro.2011.03.130

    Article  PubMed  Google Scholar 

  5. Campbell SC, Novick AC, Belldegrun A, Blute ML, Chow GK, Derweesh IH, Faraday MM, Kaouk JH, Leveillee RJ, Matin SF, Russo P, Uzzo RG (2009) Guideline for management of the clinical T1 renal mass. J Urol 182(4):1271–1279. doi:10.1016/j.juro.2009.07.004

    Article  PubMed  Google Scholar 

  6. Hollenbeck BK, Taub DA, Miller DC, Dunn RL, Wei JT (2006) National utilization trends of partial nephrectomy for renal cell carcinoma: a case of underutilization? Urology 67(2):254–259. doi:10.1016/j.urology.2005.08.050

    Article  PubMed  Google Scholar 

  7. Hollingsworth JM, Miller DC, Daignault S, Hollenbeck BK (2006) Rising incidence of small renal masses: a need to reassess treatment effect. J Natl Cancer Inst 98(18):1331–1334. doi:10.1093/jnci/djj362

    Article  PubMed  Google Scholar 

  8. Ljungberg B, Cowan NC, Hanbury DC, Hora M, Kuczyk MA, Merseburger AS, Patard JJ, Mulders PF, Sinescu IC, EuropeanAssociationof Urology Guideline G (2010) EAU guidelines on renal cell carcinoma: the 2010 update. Eur Urol 58(3):398–406. doi:10.1016/j.eururo.2010.06.032

    Article  PubMed  Google Scholar 

  9. Woldrich JM, Palazzi K, Stroup SP, Sur RL, Parsons JK, Chang D, Derweesh IH (2013) Trends in the surgical management of localized renal masses: thermal ablation, partial and radical nephrectomy in the USA, 1998–2008. BJU Int 111(8):1261–1268. doi:10.1111/j.1464-410X.2012.11497.x

    Article  PubMed  Google Scholar 

  10. Fergany AF, Hafez KS, Novick AC (2000) Long-term results of nephron sparing surgery for localized renal cell carcinoma: 10-year followup. J Urol 163(2):442–445

    Article  CAS  PubMed  Google Scholar 

  11. Go AS, Chertow GM, Fan D, McCulloch CE, Hsu CY (2004) Chronic kidney disease and the risks of death, cardiovascular events, and hospitalization. N Engl J Med 351(13):1296–1305. doi:10.1056/NEJMoa041031

    Article  CAS  PubMed  Google Scholar 

  12. Van Poppel H, Da Pozzo L, Albrecht W, Matveev V, Bono A, Borkowski A, Marechal JM, Klotz L, Skinner E, Keane T, Claessens I, Sylvester R, EuropeanOrganizationfor R, Treatment of C, National Cancer Institute of Canada Clinical Trials G, Southwest Oncology G, Eastern Cooperative Oncology G (2007) A prospective randomized EORTC intergroup phase 3 study comparing the complications of elective nephron-sparing surgery and radical nephrectomy for low-stage renal cell carcinoma. Eur Urol 51(6):1606–1615. doi:10.1016/j.eururo.2006.11.013

    Article  PubMed  Google Scholar 

  13. Antonelli A, Ficarra V, Bertini R, Carini M, Carmignani G, Corti S, Longo N, Martorana G, Minervini A, Mirone V, Novara G, Serni S, Simeone C, Simonato A, Siracusano S, Volpe A, Zattoni F, Cunico SC, Members of the SPLF (2012) Elective partial nephrectomy is equivalent to radical nephrectomy in patients with clinical T1 renal cell carcinoma: results of a retrospective, comparative, multi-institutional study. BJU Int 109(7):1013–1018. doi:10.1111/j.1464-410X.2011.10431.x

    Article  PubMed  Google Scholar 

  14. Weight CJ, Crispen PL, Breau RH, Kim SP, Lohse CM, Boorjian SA, Thompson RH, Leibovich BC (2013) Practice-setting and surgeon characteristics heavily influence the decision to perform partial nephrectomy among American Urologic Association surgeons. BJU Int 111(5):731–738. doi:10.1111/j.1464-410X.2012.11112.x

    Article  PubMed  Google Scholar 

  15. Tanagho YS, Figenshau RS, Sandhu GS, Bhayani SB (2012) Is there a financial disincentive to perform partial nephrectomy? J Urol 187(6):1995–1999. doi:10.1016/j.juro.2012.01.120

    Article  PubMed  Google Scholar 

  16. Lane BR, Golan S, Eggener S, Tobert CM, Kahnoski RJ, Kutikov A, Smaldone M, Whelan CM, Shalhav A, Uzzo RG (2013) Differential use of partial nephrectomy for intermediate and high complexity tumors may explain variability in reported utilization rates. J Urol 189(6):2047–2053. doi:10.1016/j.juro.2013.01.007

    Article  PubMed  Google Scholar 

  17. Gong IH, Hwang J, Choi DK, Lee SR, Hong YK, Hong JY, Park DS, Jeon HG (2012) Relationship among total kidney volume, renal function and age. J Urol 187(1):344–349. doi:10.1016/j.juro.2011.09.005

    Article  PubMed  Google Scholar 

  18. Jeon HG, Gong IH, Hwang JH, Choi DK, Lee SR, Park DS (2012) Prognostic significance of preoperative kidney volume for predicting renal function in renal cell carcinoma patients receiving a radical or partial nephrectomy. BJU Int 109(10):1468–1473. doi:10.1111/j.1464-410X.2011.10531.x

    Article  PubMed  Google Scholar 

  19. Kutikov A, Uzzo RG (2009) The RENAL nephrometry score: a comprehensive standardized system for quantitating renal tumor size, location and depth. J Urol 182(3):844–853. doi:10.1016/j.juro.2009.05.035

    Article  PubMed  Google Scholar 

  20. Levey AS, Bosch JP, Lewis JB, Greene T, Rogers N, Roth D (1999) A more accurate method to estimate glomerular filtration rate from serum creatinine: a new prediction equation. Modification of diet in renal disease study group. Ann Intern Med 130(6):461–470

    Article  CAS  PubMed  Google Scholar 

  21. Liss MA, DeConde R, Caovan D, Hofler J, Gabe M, Palazzi KL, Patel ND, Lee HJ, Ideker T, Van Poppel H, Karow D, Aertsen M, Casola G, Derweesh IH (2016) parenchymal volumetric assessment as a predictive tool to determine renal function benefit of nephron-sparing surgery compared with radical nephrectomy. J Endourol/Endourol Soc 30(1):114–121. doi:10.1089/end.2015.0411

    Article  Google Scholar 

  22. Mason R, Kapoor A, Liu Z, Saarela O, Tanguay S, Jewett M, Finelli A, Lacombe L, Kawakami J, Moore R, Morash C, Black P, Rendon RA (2016) The natural history of renal function after surgical management of renal cell carcinoma: results from the Canadian Kidney Cancer Information System. Urol Oncol 34(11):486 e481–486 e487. doi:10.1016/j.urolonc.2016.05.025

    Article  Google Scholar 

  23. Russo P, Szczech LA, Torres GS, Swartz MD (2013) Patient and caregiver knowledge and utilization of partial versus radical nephrectomy: results of a national kidney foundation survey to assess educational needs of kidney cancer patients and caregivers. Am J Kidney Dis: Off J Natl Kidney Found 61(6):939–946. doi:10.1053/j.ajkd.2013.01.028

    Article  Google Scholar 

  24. Kim SP, Thompson RH, Boorjian SA, Weight CJ, Han LC, Murad MH, Shippee ND, Erwin PJ, Costello BA, Chow GK, Leibovich BC (2012) Comparative effectiveness for survival and renal function of partial and radical nephrectomy for localized renal tumors: a systematic review and meta-analysis. J Urol 188(1):51–57. doi:10.1016/j.juro.2012.03.006

    Article  PubMed  Google Scholar 

  25. Mir MC, Campbell RA, Sharma N, Remer EM, Li J, Demirjian S, Kaouk J, Campbell SC (2013) Parenchymal volume preservation and ischemia during partial nephrectomy: functional and volumetric analysis. Urology 82(2):263–269. doi:10.1016/j.urology.2013.03.068

    Article  PubMed  Google Scholar 

  26. Becker F, Van Poppel H, Hakenberg OW, Stief C, Gill I, Guazzoni G, Montorsi F, Russo P, Stockle M (2009) Assessing the impact of ischaemia time during partial nephrectomy. Eur Urol 56(4):625–634. doi:10.1016/j.eururo.2009.07.016

    Article  PubMed  Google Scholar 

  27. Scosyrev E, Messing EM, Sylvester R, Campbell S, Van Poppel H (2014) Renal function after nephron-sparing surgery versus radical nephrectomy: results from EORTC randomized trial 30904. Eur Urol 65(2):372–377. doi:10.1016/j.eururo.2013.06.044

    Article  PubMed  Google Scholar 

  28. Lane BR, Campbell SC, Demirjian S, Fergany AF (2013) Surgically induced chronic kidney disease may be associated with a lower risk of progression and mortality than medical chronic kidney disease. J Urol 189(5):1649–1655. doi:10.1016/j.juro.2012.11.121

    Article  PubMed  Google Scholar 

  29. Weight CJ, Miller DC, Campbell SC, Derweesh IH, Lane BR, Messing EM (2013) The management of a clinical t1b renal tumor in the presence of a normal contralateral kidney. J Urol 189(4):1198–1202. doi:10.1016/j.juro.2013.01.030

    Article  PubMed  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Michael A. Liss.

Ethics declarations

Conflict of interest

None of the authors have potential conflicts of interest with the material in this manuscript.

Human and animal rights

Our research did not involve human participants and/or animals. Our research was conducted retrospectively from charts and images and did not change any medical care of the patients.

Informed consent

Due to the retrospective nature, each institution did complete a non-human participant IRB and did not require informed consent.

Additional information

Renato Corradi and Aashish Kabra are co-first authors.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Corradi, R., Kabra, A., Suarez, M. et al. Validation of 3D volumetric-based renal function prediction calculator for nephron sparing surgery. Int Urol Nephrol 49, 615–621 (2017). https://doi.org/10.1007/s11255-017-1525-y

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11255-017-1525-y

Keywords

Navigation