scholarly journals A convention-radiomics CT nomogram for differentiating fat-poor angiomyolipoma from clear cell renal cell carcinoma

2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Yanqing Ma ◽  
Weijun Ma ◽  
Xiren Xu ◽  
Zheng Guan ◽  
Peipei Pang

AbstractThis study aimed to construct convention-radiomics CT nomogram containing conventional CT characteristics and radiomics signature for distinguishing fat-poor angiomyolipoma (fp-AML) from clear-cell renal cell carcinoma (ccRCC). 29 fp-AML and 110 ccRCC patients were enrolled and underwent CT examinations in this study. The radiomics-only logistic model was constructed with selected radiomics features by the analysis of variance (ANOVA)/Mann–Whitney (MW), correlation analysis, and Least Absolute Shrinkage and Selection Operator (LASSO), and the radiomics score (rad-score) was computed. The convention-radiomics logistic model based on independent conventional CT risk factors and rad-score was constructed for differentiating. Then the relevant nomogram was developed. Receiver operation characteristic (ROC) curves were calculated to quantify the accuracy for distinguishing. The rad-score of ccRCC was smaller than that of fp-AML. The convention-radioimics logistic model was constructed containing variables of enhancement pattern, VUP, and rad-score. To the entire cohort, the area under the curve (AUC) of convention-radiomics model (0.968 [95% CI 0.923–0.990]) was higher than that of radiomics-only model (0.958 [95% CI 0.910–0.985]). Our study indicated that convention-radiomics CT nomogram including conventional CT risk factors and radiomics signature exhibited better performance in distinguishing fp-AML from ccRCC.

Author(s):  
Mark P. Purdue ◽  
Jongeun Rhee ◽  
Lee Moore ◽  
Xiaohua Gao ◽  
Xuezheng Sun ◽  
...  

2013 ◽  
Vol 31 (6_suppl) ◽  
pp. 396-396
Author(s):  
Nils Kroeger ◽  
Wanling Xie ◽  
Jae-Lyun Lee ◽  
Georg A. Bjarnason ◽  
Jennifer J. Knox ◽  
...  

396 Background: The International mRCC Database Consortium (IMDC) Prognostic Model (Heng, et al. model, JCO, 2009) was defined and validated in a patient cohort that was comprised of RCC of all histological-subtypes. Clear-cell RCC (ccRCC) accounts for ~80% of RCC cases, and thus it is unknown if this model is reliable in patients with non-ccRCC (nccRCC). Therefore, we sought to evaluate the reliability of the model separately in ccRCC and nccRCC. Methods: Data on 2,215 (1,963 ccRCC/252 n-ccRCC) patients treated with 1-st line VEGF-and mTOR targeted therapies were collected from the IMDC. nccRCC included papillary, chromophobe, and other histologies. Patients were assigned to favorable, intermediate, and poor prognosis groups according to the ICDM prognostic model. The discrimination ability for overall survival (OS) was evaluated by C-index. Results: The median OS of the entire cohort was 20.9 months. nccRCC patients were of younger age (p < 0.0001), more often presented with low Hb (p = 0.014) and elevated neutrophils (p = 0.0001), but displayed otherwise similar clinicopathological features compared to ccRCC. OS (22.3 vs. 12.8 months; p < 0.0001), and TTF (7.8 vs. 4.2 months; p < 0.0001) were worse in nccRCC compared to ccRCC. The hazard ratio for death (OS) and treatment failure (TTF) when adjusted for the prognostic factors was 1.41 (95%CI 1.19, 1.67, p < 0.0001) and 1.54 (95% CI 1.33, 1.79, p < 0.0001), respectively. The IMDC prognostic model reliably discriminated three risk groups to predict OS and TTF in nccRCC; the median OS and TTF of favorable, intermediate, and poor prognosis groups were 31.4, 16.1, and 5.1 months (p < 0.0001) and 9.6, 4.9, and 2.1 months (p < 0.0001), respectively. The C-indices for OS were 0.66 and 0.64 for the IDCM and MSKCC criteria, respectively. Conclusions: Patients with nccRCC treated with targeted therapies have a significantly worse outcome than ccRCC patients. The IMDC prognostic model reliably predicts OS and TTF in nccRCC and ccRCC.


2020 ◽  
Vol 38 (15_suppl) ◽  
pp. 5079-5079
Author(s):  
Sarah Verhoeff ◽  
Suzanne C van Es ◽  
Sjoerd G. Elias ◽  
Sophie Gerritse ◽  
Lindsay Angus ◽  
...  

5079 Background: In metastatic clear cell renal cell carcinoma (mccRCC), the number of International Metastatic Database Consortium (IMDC) risk factors plus metastatic sites may identify patients with rapid or slow disease progression in a period of watchful waiting (WW) (median WW of 8.4 vs 22.2 months; Rini et al. Lancet Oncol. 2016). We aimed to validate this and prospectively assess the added value of baseline PET with [18F]FDG and [89Zr]Zr-DFO-girentuximab to predict the WW-period in the multicenter IMaging PAtients for Cancer drug selecTion (IMPACT)-RCC cohort study. (NCT02228954). Methods: Between February 2015 and March 2018, 40 treatment-naïve mccRCC patients with a good (n=13) or intermediate prognosis (n=25) according to IMDC, were enrolled. Following baseline CT, [18F]FDG and [89Zr]Zr-DFO-girentuximab-PET, CT scans (RECIST1.1) were acquired at 2, 4, 6, 9, 12 months and thereafter every 4 months. Primary endpoint was time to radiological and/or clinical disease progression, requiring systemic treatment. Patients were assigned to a favorable (<2 IMDC risk factors and <3 metastatic sites) or unfavorable for WW-group (all others; Rini et al). Maximum standardized uptake values (SUVmax) were measured in PET-positive lesions measuring ≥10mm, or 15mm in lymph nodes. High and low-uptake groups were defined based on median geometric mean (gm) SUVmax across patients. A one-sided test was used to validate observations by Rini et al; other tests were two-sided. Results: The median WW-period was 9.3 months in the unfavorable WW-group (n=19) vs 20.4 months in the favorable WW-group (n=21) (HR 1.89 95%CI 0.94-3.89; p=0.037), confirming observations of Rini et al. Patients with high [18F]FDG uptake had a median WW-period of 8.5 months compared to 25.2 months in the low-uptake group (HR 4.08 95%CI 1.89-9.28; p=0.0002). Patients with high [89Zr]Zr-DFO-girentuximab uptake had a median WW-period of 10.7 versus 16.4 months in the low-uptake group (HR 1.37; 95%CI 0.69-2.76; p=0.37). [18F]FDG uptake groups improved a Cox-model for WW based on the prognostic groups of Rini et al (p=0.0015); [89Zr]Zr-DFO-girentuximab did not (p=0.98). Conclusions: The IMPACT-RCC study validated the observations by Rini et al. and shows that adding baseline [18F]FDG PET further improves the prediction of the duration of the WW-period in mccRCC patients. Clinical trial information: NCT02228954 .


2008 ◽  
Vol 26 (1) ◽  
pp. 127-131 ◽  
Author(s):  
Toni K. Choueiri ◽  
Anne Plantade ◽  
Paul Elson ◽  
Sylvie Negrier ◽  
Alain Ravaud ◽  
...  

Purpose Sunitinib and sorafenib are novel tyrosine kinase inhibitors (TKIs) that have shown significant clinical activity in metastatic clear cell renal cell carcinoma (RCC). The activity of sunitinib and sorafenib in non–clear cell histologies has not been evaluated. Patients and Methods Clinical features at study entry and treatment outcomes were evaluated in patients with metastatic papillary RCC (PRCC) and chromophobe RCC (ChRCC) who received either sunitinib or sorafenib as their initial TKI treatment in five US and French institutions. Response rate and survival were documented. Fisher's exact test was used for categoric variables, and the Kaplan-Meier method was used to estimate survival. Results Fifty-three patients were included. The number of patients with papillary and chromophobe histologies was 41 (77%) and 12 (23%), respectively. Response rate, progression-free survival (PFS) time, and overall survival time for the entire cohort were 10%, 8.6 months, and 19.6 months, respectively. Three (25%) of 12 ChRCC patients achieved a response (two patients treated with sorafenib and one treated with sunitinib), and PFS was 10.6 months. Two (4.8%) of 41 PRCC patients achieved a response (both patients were treated with sunitinib). PFS for the whole cohort was 7.6 months. Sunitinib-treated PRCC patients had a PFS of 11.9 months compared with 5.1 months for sorafenib-treated patients (P < .001). Conclusion Patients with PRCC and ChRCC may have prolonged PFS from sunitinib and sorafenib, although clinical responses remain overall low in PRCC. Additional prospective trials with these agents in non–clear cell RCC will further clarify their use in the future.


2007 ◽  
Vol 177 (4S) ◽  
pp. 214-214
Author(s):  
Sung Kyu Hong ◽  
Byung Kyu Han ◽  
In Ho Chang ◽  
June Hyun Han ◽  
Ji Hyung Yu ◽  
...  

2019 ◽  
Vol 22 (6) ◽  
pp. 13-22
Author(s):  
E. V. Kryaneva ◽  
N. A. Rubtsova ◽  
A. V. Levshakova ◽  
A. I. Khalimon ◽  
A. V. Leontyev ◽  
...  

This article presents a clinical case demonsratinga high metastatic potential of clear cell renal cell carcinoma combined with atypical metastases to breast and paranasal sinuses. The prevalence of metastatic lesions to the breast and paranasal sinuses in various malignant tumors depending on their morphological forms is analyzed. The authors present an analysis of data published for the last 30 years. The optimal diagnostic algorithms to detect the progression of renal cell carcinoma and to evaluate the effectiveness of the treatment are considered.


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