Can diffusion-weighted magnetic resonance imaging of clear cell renal carcinoma predict low from high nuclear grade tumors
- PMID: 27904923
- DOI: 10.1007/s00261-016-0981-7
Can diffusion-weighted magnetic resonance imaging of clear cell renal carcinoma predict low from high nuclear grade tumors
Abstract
Objective: To assess the diagnostic performance of the apparent diffusion coefficient (ADC) in predicting the Fuhrman nuclear grading of clear cell renal cell carcinomas (ccRCC).
Materials and methods: A total of 129 patients who underwent partial and radical nephrectomies with pathology-proven ccRCC were retrospectively evaluated. Histopathological characteristics and nuclear grades were analyzed. In addition, conventional magnetic resonance imaging (MRI) features were assessed in consensus by two radiologists to discriminate nuclear grading. ADC values were obtained from a region of interest (ROI) measurement in the ADC maps calculated from diffusion-weighted imaging (DWI) using b values of 50, 500, and 800 s/mm2. The threshold values for predicting and differentiating low-grade cancers (Fuhrman I-II) from high grade (Fuhrman III-IV) was obtained using binary logistic regression. The ADC cut-off value for differentiating low- and high-grade tumors was determined using classification analysis.
Results: Significant associations (P < 0.001) were found between nuclear grading, conventional MR features, and DWI. Hemorrhage, necrosis, perirenal fat invasion, enhancement homogeneity, and cystic component were identified as independent predictors of tumor grade. High-grade ccRCC had significantly lower mean ADC values compared to low-grade tumors. An ADC cut-off value of 1.6 × 10-3 mm2/s had an optimal predictive percentage of 65.5% for low-grade tumors above this threshold and 81% for high-grade ccRCC below this threshold. Overall predictive accuracy was 70.5%.
Conclusion: The addition of ADC values to a model based on MRI conventional features demonstrates increased sensitivity and high specificity improving the distinguishing accuracy between both high-grade and low-grade ccRCC.
Keywords: Apparent diffusion coefficient; Clear cell carcinoma; Diffusion-weighted imaging; Genitourinary; Renal cell carcinoma.
Similar articles
-
Diagnostic test accuracy of ADC values for identification of clear cell renal cell carcinoma: systematic review and meta-analysis.Eur Radiol. 2020 Jul;30(7):4023-4038. doi: 10.1007/s00330-020-06740-w. Epub 2020 Mar 6. Eur Radiol. 2020. PMID: 32144458 Free PMC article.
-
Utility of the apparent diffusion coefficient for distinguishing clear cell renal cell carcinoma of low and high nuclear grade.AJR Am J Roentgenol. 2010 Nov;195(5):W344-51. doi: 10.2214/AJR.10.4688. AJR Am J Roentgenol. 2010. PMID: 20966299
-
Differential diagnosis of the small renal masses: role of the apparent diffusion coefficient of the diffusion-weighted MRI.Int Urol Nephrol. 2018 Feb;50(2):197-204. doi: 10.1007/s11255-017-1761-1. Epub 2017 Dec 11. Int Urol Nephrol. 2018. PMID: 29230706
-
Comparison of biexponential and monoexponential DWI in evaluation of Fuhrman grading of clear cell renal cell carcinoma.Diagn Interv Radiol. 2017 Mar-Apr;23(2):100-105. doi: 10.5152/dir.2016.15519. Diagn Interv Radiol. 2017. PMID: 28050950 Free PMC article.
-
Characterization of small (<4cm) solid renal masses by computed tomography and magnetic resonance imaging: Current evidence and further development.Diagn Interv Imaging. 2018 Jul-Aug;99(7-8):443-455. doi: 10.1016/j.diii.2018.03.004. Epub 2018 Mar 30. Diagn Interv Imaging. 2018. PMID: 29606371 Review.
Cited by
-
Diagnostic test accuracy of ADC values for identification of clear cell renal cell carcinoma: systematic review and meta-analysis.Eur Radiol. 2020 Jul;30(7):4023-4038. doi: 10.1007/s00330-020-06740-w. Epub 2020 Mar 6. Eur Radiol. 2020. PMID: 32144458 Free PMC article.
-
WHO/ISUP grade and pathological T stage of clear cell renal cell carcinoma: value of ZOOMit diffusion kurtosis imaging and chemical exchange saturation transfer imaging.Eur Radiol. 2023 Jun;33(6):4429-4439. doi: 10.1007/s00330-022-09312-2. Epub 2022 Dec 6. Eur Radiol. 2023. PMID: 36472697
-
Development and validation of intravoxel incoherent motion diffusion weighted imaging-based model for preoperative distinguishing nuclear grade and survival of clear cell renal cell carcinoma complicated with venous tumor thrombus.Cancer Imaging. 2024 Dec 18;24(1):164. doi: 10.1186/s40644-024-00816-2. Cancer Imaging. 2024. PMID: 39695867 Free PMC article.
-
Comparative study of conventional diffusion-weighted imaging and introvoxel incoherent motion in assessment of pathological grade of clear cell renal cell carcinoma.Br J Radiol. 2022 May 1;95(1133):20210485. doi: 10.1259/bjr.20210485. Epub 2022 Feb 9. Br J Radiol. 2022. PMID: 35442093 Free PMC article.
-
MRI-Based Grading of Clear Cell Renal Cell Carcinoma Using a Machine Learning Classifier.Front Oncol. 2021 Oct 1;11:708655. doi: 10.3389/fonc.2021.708655. eCollection 2021. Front Oncol. 2021. PMID: 34660276 Free PMC article.
MeSH terms
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical