References
- Leibovich BC, Lohse CM, Crispen PL, et al. Histological subtype is an independent predictor of outcome for patients with renal cell carcinoma. J Urol. 2010;183(4):1309–1316. doi:10.1016/j.juro.2009.12.03520171681
- Rioux-Leclercq N, Karakiewicz PI, Trinh QD, et al. Prognostic ability of simplified nuclear grading of renal cell carcinoma. Am Cancer Soc. 2007;109(5):868–874. doi:10.1002/cncr.22463
- Novara G, Martignoni G, Artibani W, Ficarra V. Grading systems in renal cell carcinoma. J Urol. 2007;177(2):430–436. doi:10.1016/j.juro.2006.09.03417222604
- Zisman A, Pantuck AJ, Dorey F, et al. Improved prognostication of renal cell carcinoma using an integrated staging system. J Clin Oncol. 2001;19(6):1649–1657. doi:10.1200/JCO.2001.19.6.164911250993
- Ljungberg B, Bensalah K, Canfield S, et al. EAU guidelines on renal cell carcinoma: 2014 update. Eur Urol. 2015;67(5):913–924. doi:10.1016/j.eururo.2015.01.00525616710
- Silverman SG, Israel GM, Trinh QD. Incompletely characterized incidental renal masses: emerging data support conservative management. Radiology. 2015;275(1):28–42. doi:10.1148/radiol.1414114425799334
- Fuhrman SA, Lasky LC, Limas C. Prognostic significance of morphologic parameters in renal cell carcinoma. Am J Surg Pathol. 1982;6(7):655–664. doi:10.1097/00000478-198210000-000077180965
- Rini BI, Campbell SC, Escudier B. Renal cell carcinoma. Lancet. 2009;373(9669):1119–1132. doi:10.1016/S0140-6736(09)60229-419269025
- Lane BR, Samplaski MK, Herts BR, Zhou M, Novick AC, Campbell SC. Renal mass biopsy–a renaissance? J Urol. 2008;179(1):20–27. doi:10.1016/j.juro.2007.08.12417997455
- Coy H, Young JR, Pantuck AJ, et al. Association of tumor grade, enhancement on multiphasic CT and microvessel density in patients with clear cell renal cell carcinoma. Abdom Radiol. 2019;44(1):180–189. doi:10.1007/s00261-018-1688-8
- Zhu YH, Wang X, Zhang J, Chen YH, Kong W, Huang YR. Low enhancement on multiphase contrast-enhanced CT images: an independent predictor of the presence of high tumor grade of clear cell renal cell carcinoma. AJR Am J Roentgenol. 2014;203(3):W295–300. doi:10.2214/AJR.13.1229725148187
- Wei J, Zhao J, Zhang X, et al. Analysis of dual energy spectral CT and pathological grading of clear cell renal cell carcinoma (ccRCC). PLoS One. 2018;13(5):e0195699. doi:10.1371/journal.pone.019569929715308
- Zhang X, Wang Y, Yang L, et al. Delayed enhancement of the peritumoural cortex in clear cell renal cell carcinoma: correlation with Fuhrman grade. Clin Radiol. 2018;73(11):982.e1–982.e7. doi:10.1016/j.crad.2018.06.010
- Oh S, Sung DJ, Yang KS, et al. Correlation of CT imaging features and tumor size with Fuhrman grade of clear cell renal cell carcinoma. Acta Radiol. 2017;58(3):376–384. doi:10.1177/028418511664979527235451
- Choi SY, Sung DJ, Yang KS, et al. Small (<4 cm) clear cell renal cell carcinoma: correlation between CT findings and histologic grade. Abdom Radiol. 2016;41(6):1160–1169. doi:10.1007/s00261-016-0732-9
- Chen C, Kang Q, Wei Q, et al. Correlation between CT perfusion parameters and Fuhrman grade in pTlb renal cell carcinoma. Abdom Radiol (NY). 2017;42(5):1464–1471. doi:10.1007/s00261-016-1009-z27999886
- Palmowski M, Schifferdecker I, Zwick S, et al. Tumor perfusion assessed by dynamic contrast-enhanced MRI correlates to the grading of renal cell carcinoma: initial results. Eur J Radiol. 2010;74(3):e176–80. doi:10.1016/j.ejrad.2009.05.04219540690
- Woo S, Suh CH, Kim SY, Cho JY, Kim SH. Diagnostic performance of DWI for differentiating high- from low-grade clear cell renal cell carcinoma: a systematic review and meta-analysis. AJR Am J Roentgenol. 2017;209(6):W374–W381. doi:10.2214/AJR.17.1828329023154
- Mytsyk Y, Dutka I, Borys Y, et al. Renal cell carcinoma: applicability of the apparent coefficient of the diffusion-weighted estimated by MRI for improving their differential diagnosis, histologic subtyping, and differentiation grade. Int Urol Nephrol. 2017;49(2):215–224. doi:10.1007/s11255-016-1460-327853915
- Bektas CT, Kocak B, Yardimci AH, et al. Clear cell renal cell carcinoma: machine learning-based quantitative computed tomography texture analysis for prediction of Fuhrman nuclear grade. Eur Radiol. 2019;29(3):1153–1163. doi:10.1007/s00330-018-5698-230167812
- Lin F, Cui E, Lei Y, Luo L. CT-based machine learning model to predict the Fuhrman nuclear grade of clear cell renal cell carcinoma. Abdom Radiol. 2019;44(7):2528–2534. doi:10.1007/s00261-019-01992-7
- Feng Z, Shen Q, Li Y, Hu Z. CT texture analysis: a potential tool for predicting the Fuhrman grade of clear-cell renal carcinoma. Cancer Imaging. 2019;19(1):6. doi:10.1186/s40644-019-0195-730728073
- Deng Y, Soule E, Samuel A, et al. CT texture analysis in the differentiation of major renal cell carcinoma subtypes and correlation with Fuhrman grade. Eur Radiol. 2019;29(12):6922–6929. doi:10.1007/s00330-019-06260-231127316
- Kocak B, Durmaz ES, Ates E, Kaya OK, Kilickesmez O. Unenhanced CT texture analysis of clear cell renal cell carcinomas: a machine learning-based study for predicting histopathologic nuclear grade. AJR Am J Roentgenol. 2019;W1–W8. doi:10.2214/AJR.18.20742
- Ding J, Xing Z, Jiang Z, et al. CT-based radiomic model predicts high grade of clear cell renal cell carcinoma. Eur J Radiol. 2018;103:51–56. doi:10.1016/j.ejrad.2018.04.01329803385
- Shu J, Tang Y, Cui J, et al. Clear cell renal cell carcinoma: CT-based radiomics features for the prediction of Fuhrman grade. Eur J Radiol. 2018;109:8–12. doi:10.1016/j.ejrad.2018.10.00530527316
- Huhdanpaa H, Hwang D, Cen S, et al. CT prediction of the Fuhrman grade of clear cell renal cell carcinoma (RCC): towards the development of computer-assisted diagnostic method. Abdom Imaging. 2015;40(8):3168–3174. doi:10.1007/s00261-015-0531-826304585
- van Griethuysen J, Fedorov A, Parmar C, et al. Computational radiomics system to decode the radiographic phenotype. Cancer Res. 2017;77(21):e104–e107. doi:10.1158/0008-5472.CAN-17-033929092951
- Chawla NV, Bowyer KW, Hall LO, Kegelmeyer WP. SMOTE: synthetic minority over-sampling technique. J Artif Intell Res. 2002;16(16):321–357. doi:10.1613/jair.953
- Ishigami K, Leite LV, Pakalniskis MG, Lee DK, Holanda DG, Kuehn DM. Tumor grade of clear cell renal cell carcinoma assessed by contrast-enhanced computed tomography. Springerplus. 2014;3(1):694. doi:10.1186/2193-1801-3-69425806147