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Published in: European Radiology 12/2019

01-12-2019 | Kidney Cancer | Urogenital

CT texture analysis in the differentiation of major renal cell carcinoma subtypes and correlation with Fuhrman grade

Authors: Yu Deng, Erik Soule, Aster Samuel, Sakhi Shah, Enming Cui, Michael Asare-Sawiri, Chandru Sundaram, Chandana Lall, Kumaresan Sandrasegaran

Published in: European Radiology | Issue 12/2019

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Abstract

Objective

CT texture analysis (CTTA) using filtration-histogram–based parameters has been associated with tumor biologic correlates such as glucose metabolism, hypoxia, and tumor angiogenesis. We investigated the utility of these parameters for differentiation of clear cell from papillary renal cancers and prediction of Fuhrman grade.

Methods

A retrospective study was performed by applying CTTA to pretreatment contrast-enhanced CT scans in 290 patients with 298 histopathologically confirmed renal cell cancers of clear cell and papillary types. The largest cross section of the tumor on portal venous phase axial CT was chosen to draw a region of interest. CTTA comprised of an initial filtration step to extract features of different sizes (fine, medium, coarse spatial scales) followed by texture quantification using histogram analysis.

Results

A significant increase in entropy with fine and medium spatial filters was demonstrated in clear cell RCC (p = 0.047 and 0.033, respectively). Area under the ROC curve of entropy at fine and medium spatial filters was 0.804 and 0.841, respectively. An increased entropy value at coarse filter correlated with high Fuhrman grade tumors (p = 0.01). The other texture parameters were not found to be useful.

Conclusion

Entropy, which is a quantitative measure of heterogeneity, is increased in clear cell renal cancers. High entropy is also associated with high-grade renal cancers. This parameter may be considered as a supplementary marker when determining aggressiveness of therapy.

Key points

• CT texture analysis is easy to perform on contrast-enhanced CT.
• CT texture analysis may help to separate different types of renal cancers.
• CT texture analysis may enhance individualized treatment of renal cancers.
Literature
1.
go back to reference Torre LA, Bray F, Siegel RL, Ferlay J, Lortet-Tieulent J, Jemal A (2015) Global cancer statistics, 2012. CA Cancer J Clin 65:87–108PubMedCrossRef Torre LA, Bray F, Siegel RL, Ferlay J, Lortet-Tieulent J, Jemal A (2015) Global cancer statistics, 2012. CA Cancer J Clin 65:87–108PubMedCrossRef
2.
go back to reference Global Burden of Disease Cancer Collaboration, Fitzmaurice C, Dicker D et al (2015) The global burden of cancer 2013. JAMA Oncol 1:505–527 Global Burden of Disease Cancer Collaboration, Fitzmaurice C, Dicker D et al (2015) The global burden of cancer 2013. JAMA Oncol 1:505–527
3.
go back to reference Moch H, Cubilla AL, Humphrey PA, Reuter VE, Ulbright TM (2016) The 2016 WHO classification of tumours of the urinary system and male genital organs-part a: renal, penile, and testicular tumours. Eur Urol 70:93–105PubMedCrossRef Moch H, Cubilla AL, Humphrey PA, Reuter VE, Ulbright TM (2016) The 2016 WHO classification of tumours of the urinary system and male genital organs-part a: renal, penile, and testicular tumours. Eur Urol 70:93–105PubMedCrossRef
5.
go back to reference Fuhrman SA, Lasky LC, Limas C (1982) Prognostic significance of morphologic parameters in renal cell carcinoma. Am J Surg Pathol 6:655–663PubMedCrossRef Fuhrman SA, Lasky LC, Limas C (1982) Prognostic significance of morphologic parameters in renal cell carcinoma. Am J Surg Pathol 6:655–663PubMedCrossRef
6.
go back to reference Young JR, Coy H, Kim HJ et al (2017) Performance of relative enhancement on multiphasic MRI for the differentiation of clear cell renal cell carcinoma (RCC) from papillary and chromophobe RCC subtypes and oncocytoma. AJR Am J Roentgenol 208:812–819PubMedCrossRef Young JR, Coy H, Kim HJ et al (2017) Performance of relative enhancement on multiphasic MRI for the differentiation of clear cell renal cell carcinoma (RCC) from papillary and chromophobe RCC subtypes and oncocytoma. AJR Am J Roentgenol 208:812–819PubMedCrossRef
7.
go back to reference Mytsyk Y, Dutka I, Borys Y et al (2017) 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 49:215–224PubMedCrossRef Mytsyk Y, Dutka I, Borys Y et al (2017) 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 49:215–224PubMedCrossRef
8.
go back to reference Kasoji SK, Chang EH, Mullin LB, Chong WK, Rathmell WK, Dayton PA (2017) A pilot clinical study in characterization of malignant renal-cell carcinoma subtype with contrast-enhanced ultrasound. Ultrason Imaging 39:126–136PubMedCrossRef Kasoji SK, Chang EH, Mullin LB, Chong WK, Rathmell WK, Dayton PA (2017) A pilot clinical study in characterization of malignant renal-cell carcinoma subtype with contrast-enhanced ultrasound. Ultrason Imaging 39:126–136PubMedCrossRef
9.
go back to reference Young JR, Margolis D, Sauk S, Pantuck AJ, Sayre J, Raman SS (2013) Clear cell renal cell carcinoma: discrimination from other renal cell carcinoma subtypes and oncocytoma at multiphasic multidetector CT. Radiology 267:444–453PubMedCrossRef Young JR, Margolis D, Sauk S, Pantuck AJ, Sayre J, Raman SS (2013) Clear cell renal cell carcinoma: discrimination from other renal cell carcinoma subtypes and oncocytoma at multiphasic multidetector CT. Radiology 267:444–453PubMedCrossRef
10.
go back to reference Pierorazio PM, Hyams ES, Tsai S et al (2013) Multiphasic enhancement patterns of small renal masses (</=4 cm) on preoperative computed tomography: utility for distinguishing subtypes of renal cell carcinoma, angiomyolipoma, and oncocytoma. Urology 81:1265–1271PubMedCrossRef Pierorazio PM, Hyams ES, Tsai S et al (2013) Multiphasic enhancement patterns of small renal masses (</=4 cm) on preoperative computed tomography: utility for distinguishing subtypes of renal cell carcinoma, angiomyolipoma, and oncocytoma. Urology 81:1265–1271PubMedCrossRef
11.
go back to reference Cheville JC, Lohse CM, Zincke H, Weaver AL, Blute ML (2003) Comparisons of outcome and prognostic features among histologic subtypes of renal cell carcinoma. Am J Surg Pathol 27:612–624PubMedCrossRef Cheville JC, Lohse CM, Zincke H, Weaver AL, Blute ML (2003) Comparisons of outcome and prognostic features among histologic subtypes of renal cell carcinoma. Am J Surg Pathol 27:612–624PubMedCrossRef
12.
go back to reference Kim JK, Kim TK, Ahn HJ, Kim CS, Kim KR, Cho KS (2002) Differentiation of subtypes of renal cell carcinoma on helical CT scans. AJR Am J Roentgenol 178:1499–1506PubMedCrossRef Kim JK, Kim TK, Ahn HJ, Kim CS, Kim KR, Cho KS (2002) Differentiation of subtypes of renal cell carcinoma on helical CT scans. AJR Am J Roentgenol 178:1499–1506PubMedCrossRef
13.
go back to reference Miles KA, Ganeshan B, Hayball MP (2013) CT texture analysis using the filtration-histogram method: what do the measurements mean? Cancer Imaging 13:400–406PubMedPubMedCentralCrossRef Miles KA, Ganeshan B, Hayball MP (2013) CT texture analysis using the filtration-histogram method: what do the measurements mean? Cancer Imaging 13:400–406PubMedPubMedCentralCrossRef
14.
go back to reference Ganeshan B, Goh V, Mandeville HC, Ng QS, Hoskin PJ, Miles KA (2013) Non-small cell lung cancer: histopathologic correlates for texture parameters at CT. Radiology 266:326–336PubMedCrossRef Ganeshan B, Goh V, Mandeville HC, Ng QS, Hoskin PJ, Miles KA (2013) Non-small cell lung cancer: histopathologic correlates for texture parameters at CT. Radiology 266:326–336PubMedCrossRef
15.
go back to reference Goh V, Ganeshan B, Nathan P, Juttla JK, Vinayan A, Miles KA (2011) Assessment of response to tyrosine kinase inhibitors in metastatic renal cell cancer: CT texture as a predictive biomarker. Radiology 261:165–171PubMedCrossRef Goh V, Ganeshan B, Nathan P, Juttla JK, Vinayan A, Miles KA (2011) Assessment of response to tyrosine kinase inhibitors in metastatic renal cell cancer: CT texture as a predictive biomarker. Radiology 261:165–171PubMedCrossRef
17.
go back to reference Raman SP, Chen Y, Schroeder JL, Huang P, Fishman EK (2014) CT texture analysis of renal masses: pilot study using random forest classification for prediction of pathology. Acad Radiol 21:1587–1596PubMedPubMedCentralCrossRef Raman SP, Chen Y, Schroeder JL, Huang P, Fishman EK (2014) CT texture analysis of renal masses: pilot study using random forest classification for prediction of pathology. Acad Radiol 21:1587–1596PubMedPubMedCentralCrossRef
18.
go back to reference Lubner MG, Stabo N, Abel EJ, Del Rio AM, Pickhardt PJ (2016) CT textural analysis of large primary renal cell carcinomas: pretreatment tumor heterogeneity correlates with histologic findings and clinical outcomes. AJR Am J Roentgenol 207:96–105PubMedCrossRef Lubner MG, Stabo N, Abel EJ, Del Rio AM, Pickhardt PJ (2016) CT textural analysis of large primary renal cell carcinomas: pretreatment tumor heterogeneity correlates with histologic findings and clinical outcomes. AJR Am J Roentgenol 207:96–105PubMedCrossRef
19.
go back to reference Chen F, Huhdanpaa H, Desai B et al (2015) Whole lesion quantitative CT evaluation of renal cell carcinoma: differentiation of clear cell from papillary renal cell carcinoma. Springerplus 4:66PubMedPubMedCentralCrossRef Chen F, Huhdanpaa H, Desai B et al (2015) Whole lesion quantitative CT evaluation of renal cell carcinoma: differentiation of clear cell from papillary renal cell carcinoma. Springerplus 4:66PubMedPubMedCentralCrossRef
21.
go back to reference Ng F, Ganeshan B, Kozarski R, Miles KA, Goh V (2013) Assessment of primary colorectal cancer heterogeneity by using whole-tumor texture analysis: contrast-enhanced CT texture as a biomarker of 5-year survival. Radiology 266:177–184PubMedCrossRef Ng F, Ganeshan B, Kozarski R, Miles KA, Goh V (2013) Assessment of primary colorectal cancer heterogeneity by using whole-tumor texture analysis: contrast-enhanced CT texture as a biomarker of 5-year survival. Radiology 266:177–184PubMedCrossRef
23.
go back to reference Ganeshan B, Abaleke S, Young RC, Chatwin CR, Miles KA (2010) Texture analysis of non-small cell lung cancer on unenhanced computed tomography: initial evidence for a relationship with tumour glucose metabolism and stage. Cancer Imaging 10:137–143PubMedPubMedCentralCrossRef Ganeshan B, Abaleke S, Young RC, Chatwin CR, Miles KA (2010) Texture analysis of non-small cell lung cancer on unenhanced computed tomography: initial evidence for a relationship with tumour glucose metabolism and stage. Cancer Imaging 10:137–143PubMedPubMedCentralCrossRef
24.
go back to reference Yip C, Landau D, Kozarski R et al (2014) Primary esophageal cancer: heterogeneity as potential prognostic biomarker in patients treated with definitive chemotherapy and radiation therapy. Radiology 270:141–148PubMedCrossRef Yip C, Landau D, Kozarski R et al (2014) Primary esophageal cancer: heterogeneity as potential prognostic biomarker in patients treated with definitive chemotherapy and radiation therapy. Radiology 270:141–148PubMedCrossRef
25.
go back to reference Ganeshan B, Skogen K, Pressney I, Coutroubis D, Miles K (2012) Tumour heterogeneity in oesophageal cancer assessed by CT texture analysis: preliminary evidence of an association with tumour metabolism, stage, and survival. Clin Radiol 67:157–164CrossRefPubMed Ganeshan B, Skogen K, Pressney I, Coutroubis D, Miles K (2012) Tumour heterogeneity in oesophageal cancer assessed by CT texture analysis: preliminary evidence of an association with tumour metabolism, stage, and survival. Clin Radiol 67:157–164CrossRefPubMed
26.
go back to reference Sasaguri K, Takahashi N, Gomez-Cardona D et al (2015) Small (< 4 cm) renal mass: differentiation of oncocytoma from renal cell carcinoma on biphasic contrast-enhanced CT. AJR Am J Roentgenol 205:999–1007PubMedCrossRef Sasaguri K, Takahashi N, Gomez-Cardona D et al (2015) Small (< 4 cm) renal mass: differentiation of oncocytoma from renal cell carcinoma on biphasic contrast-enhanced CT. AJR Am J Roentgenol 205:999–1007PubMedCrossRef
27.
go back to reference Delahunt B, Eble JN, Egevad L, Samaratunga H (2019) Grading of renal cell carcinoma. Histopathology 74:4–17PubMedCrossRef Delahunt B, Eble JN, Egevad L, Samaratunga H (2019) Grading of renal cell carcinoma. Histopathology 74:4–17PubMedCrossRef
28.
go back to reference Ding J, Xing Z, Jiang Z et al (2018) CT-based radiomic model predicts high grade of clear cell renal cell carcinoma. Eur J Radiol 103:51–56PubMedCrossRef Ding J, Xing Z, Jiang Z et al (2018) CT-based radiomic model predicts high grade of clear cell renal cell carcinoma. Eur J Radiol 103:51–56PubMedCrossRef
29.
go back to reference Zhang X, Wang Y, Yang L et al (2018) Delayed enhancement of the peritumoural cortex in clear cell renal cell carcinoma: correlation with Fuhrman grade. Clin Radiol 73:982 e981-982 e987PubMedCrossRef Zhang X, Wang Y, Yang L et al (2018) Delayed enhancement of the peritumoural cortex in clear cell renal cell carcinoma: correlation with Fuhrman grade. Clin Radiol 73:982 e981-982 e987PubMedCrossRef
30.
go back to reference Gu L, Li H, Wang Z et al (2018) A systematic review and meta-analysis of clinicopathologic factors linked to oncologic outcomes for renal cell carcinoma with tumor thrombus treated by radical nephrectomy with thrombectomy. Cancer Treat Rev 69:112–120PubMedCrossRef Gu L, Li H, Wang Z et al (2018) A systematic review and meta-analysis of clinicopathologic factors linked to oncologic outcomes for renal cell carcinoma with tumor thrombus treated by radical nephrectomy with thrombectomy. Cancer Treat Rev 69:112–120PubMedCrossRef
31.
go back to reference Aickin M, Gensler H (1996) Adjusting for multiple testing when reporting research results: the Bonferroni vs Holm methods. Am J Public Health 86:726–728PubMedPubMedCentralCrossRef Aickin M, Gensler H (1996) Adjusting for multiple testing when reporting research results: the Bonferroni vs Holm methods. Am J Public Health 86:726–728PubMedPubMedCentralCrossRef
32.
go back to reference Lubner MG, Smith AD, Sandrasegaran K, Sahani DV, Pickhardt PJ (2017) CT texture analysis: definitions, applications, biologic correlates, and challenges. Radiographics 37:1483–1503PubMedCrossRef Lubner MG, Smith AD, Sandrasegaran K, Sahani DV, Pickhardt PJ (2017) CT texture analysis: definitions, applications, biologic correlates, and challenges. Radiographics 37:1483–1503PubMedCrossRef
33.
go back to reference Sandrasegaran K, Lin Y, Asare-Sawiri M, Taiyini T, Tann M (2019) CT texture analysis of pancreatic cancer. Eur Radiol 29:1067–1073PubMedCrossRef Sandrasegaran K, Lin Y, Asare-Sawiri M, Taiyini T, Tann M (2019) CT texture analysis of pancreatic cancer. Eur Radiol 29:1067–1073PubMedCrossRef
34.
go back to reference Zhang GM, Sun H, Shi B, Jin ZY, Xue HD (2017) Quantitative CT texture analysis for evaluating histologic grade of urothelial carcinoma. Abdom Radiol (NY) 42:561–568CrossRef Zhang GM, Sun H, Shi B, Jin ZY, Xue HD (2017) Quantitative CT texture analysis for evaluating histologic grade of urothelial carcinoma. Abdom Radiol (NY) 42:561–568CrossRef
35.
go back to reference Davnall F, Yip CS, Ljungqvist G et al (2012) Assessment of tumor heterogeneity: an emerging imaging tool for clinical practice? Insights Imaging 3:573–589PubMedPubMedCentralCrossRef Davnall F, Yip CS, Ljungqvist G et al (2012) Assessment of tumor heterogeneity: an emerging imaging tool for clinical practice? Insights Imaging 3:573–589PubMedPubMedCentralCrossRef
36.
go back to reference Veloso Gomes F, Matos AP, Palas J et al (2015) Renal cell carcinoma subtype differentiation using single-phase corticomedullary contrast-enhanced CT. Clin Imaging 39:273–277PubMedCrossRef Veloso Gomes F, Matos AP, Palas J et al (2015) Renal cell carcinoma subtype differentiation using single-phase corticomedullary contrast-enhanced CT. Clin Imaging 39:273–277PubMedCrossRef
37.
go back to reference Sheir KZ, El-Azab M, Mosbah A, El-Baz M, Shaaban AA (2005) Differentiation of renal cell carcinoma subtypes by multislice computerized tomography. J Urol 174:451–455 discussion 455PubMedCrossRef Sheir KZ, El-Azab M, Mosbah A, El-Baz M, Shaaban AA (2005) Differentiation of renal cell carcinoma subtypes by multislice computerized tomography. J Urol 174:451–455 discussion 455PubMedCrossRef
38.
go back to reference Shebel HM, Elsayes KM, Sheir KZ et al (2011) Quantitative enhancement washout analysis of solid cortical renal masses using multidetector computed tomography. J Comput Assist Tomogr 35:337–342PubMedCrossRef Shebel HM, Elsayes KM, Sheir KZ et al (2011) Quantitative enhancement washout analysis of solid cortical renal masses using multidetector computed tomography. J Comput Assist Tomogr 35:337–342PubMedCrossRef
39.
go back to reference Ruppert-Kohlmayr AJ, Uggowitzer M, Meissnitzer T, Ruppert G (2004) Differentiation of renal clear cell carcinoma and renal papillary carcinoma using quantitative CT enhancement parameters. AJR Am J Roentgenol 183:1387–1391PubMedCrossRef Ruppert-Kohlmayr AJ, Uggowitzer M, Meissnitzer T, Ruppert G (2004) Differentiation of renal clear cell carcinoma and renal papillary carcinoma using quantitative CT enhancement parameters. AJR Am J Roentgenol 183:1387–1391PubMedCrossRef
40.
go back to reference Zhang J, Lefkowitz RA, Ishill NM et al (2007) Solid renal cortical tumors: differentiation with CT. Radiology 244:494–504CrossRefPubMed Zhang J, Lefkowitz RA, Ishill NM et al (2007) Solid renal cortical tumors: differentiation with CT. Radiology 244:494–504CrossRefPubMed
41.
go back to reference Leng S, Takahashi N, Gomez Cardona D et al (2017) Subjective and objective heterogeneity scores for differentiating small renal masses using contrast-enhanced CT. Abdom Radiol (NY) 42:1485–1492CrossRef Leng S, Takahashi N, Gomez Cardona D et al (2017) Subjective and objective heterogeneity scores for differentiating small renal masses using contrast-enhanced CT. Abdom Radiol (NY) 42:1485–1492CrossRef
42.
go back to reference Yip C, Davnall F, Kozarski R et al (2015) Assessment of changes in tumor heterogeneity following neoadjuvant chemotherapy in primary esophageal cancer. Dis Esophagus 28:172–179PubMedCrossRef Yip C, Davnall F, Kozarski R et al (2015) Assessment of changes in tumor heterogeneity following neoadjuvant chemotherapy in primary esophageal cancer. Dis Esophagus 28:172–179PubMedCrossRef
43.
go back to reference Skogen K GB, Good T, Critchley G, Miles KA (2011) Imaging heterogeneity in gliomas using texture analysis. Cancer Imaging 11 Spec No A:A113 Skogen K GB, Good T, Critchley G, Miles KA (2011) Imaging heterogeneity in gliomas using texture analysis. Cancer Imaging 11 Spec No A:A113
44.
go back to reference Castellano G, Bonilha L, Li LM, Cendes F (2004) Texture analysis of medical images. Clin Radiol 59:1061–1069PubMedCrossRef Castellano G, Bonilha L, Li LM, Cendes F (2004) Texture analysis of medical images. Clin Radiol 59:1061–1069PubMedCrossRef
45.
go back to reference Yang Z, Tang LH, Klimstra DS (2011) Effect of tumor heterogeneity on the assessment of Ki67 labeling index in well-differentiated neuroendocrine tumors metastatic to the liver: implications for prognostic stratification. Am J Surg Pathol 35:853–860PubMedCrossRef Yang Z, Tang LH, Klimstra DS (2011) Effect of tumor heterogeneity on the assessment of Ki67 labeling index in well-differentiated neuroendocrine tumors metastatic to the liver: implications for prognostic stratification. Am J Surg Pathol 35:853–860PubMedCrossRef
46.
go back to reference Oh S, Sung DJ, Yang KS et al (2017) Correlation of CT imaging features and tumor size with Fuhrman grade of clear cell renal cell carcinoma. Acta Radiol 58:376–384PubMedCrossRef Oh S, Sung DJ, Yang KS et al (2017) Correlation of CT imaging features and tumor size with Fuhrman grade of clear cell renal cell carcinoma. Acta Radiol 58:376–384PubMedCrossRef
47.
go back to reference Beddy P, Genega EM, Ngo L et al (2014) Tumor necrosis on magnetic resonance imaging correlates with aggressive histology and disease progression in clear cell renal cell carcinoma. Clin Genitourin Cancer 12:55–62PubMedCrossRef Beddy P, Genega EM, Ngo L et al (2014) Tumor necrosis on magnetic resonance imaging correlates with aggressive histology and disease progression in clear cell renal cell carcinoma. Clin Genitourin Cancer 12:55–62PubMedCrossRef
48.
go back to reference Hodgdon T, McInnes MD, Schieda N, Flood TA, Lamb L, Thornhill RE (2015) Can quantitative CT texture analysis be used to differentiate fat-poor renal angiomyolipoma from renal cell carcinoma on unenhanced CT images? Radiology 276:787–796PubMedCrossRef Hodgdon T, McInnes MD, Schieda N, Flood TA, Lamb L, Thornhill RE (2015) Can quantitative CT texture analysis be used to differentiate fat-poor renal angiomyolipoma from renal cell carcinoma on unenhanced CT images? Radiology 276:787–796PubMedCrossRef
49.
50.
go back to reference Turun S, Banghua L, Zheng S, Wei Q (2012) Is tumor size a reliable predictor of histopathological characteristics of renal cell carcinoma? Urol Ann 4:24–28PubMedPubMedCentralCrossRef Turun S, Banghua L, Zheng S, Wei Q (2012) Is tumor size a reliable predictor of histopathological characteristics of renal cell carcinoma? Urol Ann 4:24–28PubMedPubMedCentralCrossRef
51.
go back to reference Hayano K, Tian F, Kambadakone AR et al (2015) Texture analysis of non-contrast-enhanced computed tomography for assessing angiogenesis and survival of soft tissue sarcoma. J Comput Assist Tomogr 39:607–612PubMedPubMedCentralCrossRef Hayano K, Tian F, Kambadakone AR et al (2015) Texture analysis of non-contrast-enhanced computed tomography for assessing angiogenesis and survival of soft tissue sarcoma. J Comput Assist Tomogr 39:607–612PubMedPubMedCentralCrossRef
52.
go back to reference Schieda N, Thornhill RE, Al-Subhi M et al (2015) Diagnosis of sarcomatoid renal cell carcinoma with CT: evaluation by qualitative imaging features and texture analysis. AJR Am J Roentgenol 204:1013–1023PubMedCrossRef Schieda N, Thornhill RE, Al-Subhi M et al (2015) Diagnosis of sarcomatoid renal cell carcinoma with CT: evaluation by qualitative imaging features and texture analysis. AJR Am J Roentgenol 204:1013–1023PubMedCrossRef
53.
go back to reference Smith AD, Gray MR, del Campo SM et al (2015) Predicting overall survival in patients with metastatic melanoma on antiangiogenic therapy and RECIST stable disease on initial posttherapy images using CT texture analysis. AJR Am J Roentgenol 205:W283–W293PubMedCrossRef Smith AD, Gray MR, del Campo SM et al (2015) Predicting overall survival in patients with metastatic melanoma on antiangiogenic therapy and RECIST stable disease on initial posttherapy images using CT texture analysis. AJR Am J Roentgenol 205:W283–W293PubMedCrossRef
54.
go back to reference Takahashi N, Leng S, Kitajima K et al (2015) Small (< 4 cm) renal masses: differentiation of angiomyolipoma without visible fat from renal cell carcinoma using unenhanced and contrast-enhanced CT. AJR Am J Roentgenol 205:1194–1202PubMedCrossRef Takahashi N, Leng S, Kitajima K et al (2015) Small (< 4 cm) renal masses: differentiation of angiomyolipoma without visible fat from renal cell carcinoma using unenhanced and contrast-enhanced CT. AJR Am J Roentgenol 205:1194–1202PubMedCrossRef
55.
go back to reference Ng F, Kozarski R, Ganeshan B, Goh V (2013) Assessment of tumor heterogeneity by CT texture analysis: can the largest cross-sectional area be used as an alternative to whole tumor analysis? Eur J Radiol 82:342–348PubMedCrossRef Ng F, Kozarski R, Ganeshan B, Goh V (2013) Assessment of tumor heterogeneity by CT texture analysis: can the largest cross-sectional area be used as an alternative to whole tumor analysis? Eur J Radiol 82:342–348PubMedCrossRef
56.
go back to reference Cornejo KM, Dong F, Zhou AG et al (2015) Papillary renal cell carcinoma: correlation of tumor grade and histologic characteristics with clinical outcome. Hum Pathol 46:1411–1417PubMedCrossRef Cornejo KM, Dong F, Zhou AG et al (2015) Papillary renal cell carcinoma: correlation of tumor grade and histologic characteristics with clinical outcome. Hum Pathol 46:1411–1417PubMedCrossRef
57.
go back to reference Sika-Paotonu D, Bethwaite PB, McCredie MR, William Jordan T, Delahunt B (2006) Nucleolar grade but not Fuhrman grade is applicable to papillary renal cell carcinoma. Am J Surg Pathol 30:1091–1096PubMedCrossRef Sika-Paotonu D, Bethwaite PB, McCredie MR, William Jordan T, Delahunt B (2006) Nucleolar grade but not Fuhrman grade is applicable to papillary renal cell carcinoma. Am J Surg Pathol 30:1091–1096PubMedCrossRef
Metadata
Title
CT texture analysis in the differentiation of major renal cell carcinoma subtypes and correlation with Fuhrman grade
Authors
Yu Deng
Erik Soule
Aster Samuel
Sakhi Shah
Enming Cui
Michael Asare-Sawiri
Chandru Sundaram
Chandana Lall
Kumaresan Sandrasegaran
Publication date
01-12-2019
Publisher
Springer Berlin Heidelberg
Published in
European Radiology / Issue 12/2019
Print ISSN: 0938-7994
Electronic ISSN: 1432-1084
DOI
https://doi.org/10.1007/s00330-019-06260-2

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