scholarly journals Radiomics-based machine learning model to predict risk of death within 5-years in clear cell renal cell carcinoma patients

2021 ◽  
Vol 129 ◽  
pp. 104135
Author(s):  
Mostafa Nazari ◽  
Isaac Shiri ◽  
Habib Zaidi
2020 ◽  
Vol 20 (1) ◽  
pp. 841-857
Author(s):  
Malena Manzi ◽  
Martín Palazzo ◽  
María Elena Knott ◽  
Pierre Beauseroy ◽  
Patricio Yankilevich ◽  
...  

2013 ◽  
Vol 31 (6_suppl) ◽  
pp. 446-446 ◽  
Author(s):  
Faithlore Patrice Gardner ◽  
Richard Wayne Joseph ◽  
Daniel Serie ◽  
Tracy W. Hilton ◽  
Mansi Parasramka ◽  
...  

446 Background: Despite the development of prognostic algorithms based on clinico-pathologic features, the ability to identify aggressive forms of clear cell renal cell carcinoma (ccRCC) remains suboptimal. Topoisomerase IIA (TOP2a) is a biomarker of DNA replication and a target for antineoplastic agents. Herein, we evaluate the association of TOP2a expression in ccRCC tumors with pathologic features of aggressiveness and risk of cancer-specific death. Methods: We identified 947 patients who underwent nephrectomy to treat clinically localized ccRCC between January 16, 1990, and September 27, 2006. TOP2a expression was assessed using IHC and scored as number of positive cells per mm2. We evaluated TOP2a expression using a continuous variable and tertile categories. For associations with pathologic features, we employed Kruskal-Wallis tests and for associations with cancer-specific survival, we generated Cox proportional hazard regression models. Results: HigherTOP2a expression is associated with later stage, higher grade and higher Mayo SSIGN score (all p < 0.001). The risk of death from RCC increases with increasing TOP2a expression (p trend < 0.0001). Compared to patients in the lowest tertile, those patients with tumors in the highest tertile of TOP2a expression were at increased risk of RCC death (HR=2.31 95% CI 1.64-3.25; p < 0.0001). Interestingly, among those patients with low risk disease (SSIGN score 0-3; ~95% 10 year survival), those with high TOP2a were at increased risk of RCC death (HR=3.09 95% CI 1.29-7.40; p = 0.01). Conclusions: Higher TOP2a expression is associated with more aggressive pathologic features and increased risk of cancer-specific death among patients undergoing surgery for localized ccRCC. If confirmed, these data support further inquiry for TOP2a as a prognostic and predictive biomarker for ccRCC patients.


2020 ◽  
Vol 125 (8) ◽  
pp. 754-762 ◽  
Author(s):  
Mostafa Nazari ◽  
Isaac Shiri ◽  
Ghasem Hajianfar ◽  
Niki Oveisi ◽  
Hamid Abdollahi ◽  
...  

2021 ◽  
Vol 39 (15_suppl) ◽  
pp. 4566-4566
Author(s):  
Claud Grigg ◽  
Sally Trufan ◽  
Peter E Clark ◽  
Stephen Boyd Riggs ◽  
Jason Zhu ◽  
...  

4566 Background: Clear cell renal cell carcinoma (ccRCC) is nearly twice as common in men as in women, and women with non-metastatic RCC have a better prognosis than men. The etiology for these disparities is not known, though sex-specific differences in risk factor prevalence and tumor biology have been reported. The differential impact of systemic therapies, including tyrosine kinase inhibitors (TKIs) and immune checkpoint inhibitors (ICIs), on prognosis in women and men with metastatic ccRCC is not defined. Methods: Clinicopathologic features and survival of patients with clinical stage IV ccRCC were obtained from the National Cancer Database (NCDB). Patients were grouped by date of metastatic diagnosis into three eras that correspond to major advances in systemic therapy: 2004-2005 (pre-TKI), 2006-2014 (TKI), and 2015-2016 (ICI). Uni- and multi-variable chi-square, logistic regression, and survival analyses were used for comparisons. Survival differences were assessed using Kaplan-Meier curves. Results: 15,025 male and 7,100 female patients with metastatic ccRCC were identified. Demographic features were similar between cohorts though females were slightly older (median 64.8 vs 62.7 mo, p < 0.0001), more likely to be black (6.5% vs 6.0%, p = 0.0119) or receiving Medicare benefits (46.4% vs 39.9%, p < 0.0001). In the combined cohort, median overall survival (OS) was higher in patients diagnosed in the ICI vs TKI (23.0 vs 16.5 mo) and pre-TKI eras (14.4 mo, log-rank p < 0.0001). Compared with men of the same age groups, OS was inferior for women age 50-64 yr (median 18.4 vs 21.1mo, p = 0.0084) and > 64 yr (15.3 vs 12.6mo, p = 0.0001), but not < 50 yr (20.3 vs 21.7mo, p = 0.6290). In the ICI era, median OS improved by a lesser absolute but similar relative amount for women compared to men (+5.6mo [+39%] and +7.2mo [+41%]), respectively). After controlling for age, race, Charlson-Deyo score, initial treatment modality, and insurance and socioeconomic status, women remained at increased risk of death in both the ICI era (HR 1.12 [95% CI 1.04-1.22], p = 0.004) and the TKI era (HR 1.08 [1.04-1.12], p < 0.001). Conclusions: Women with metastatic ccRCC have a worse prognosis than men which is not explained by demographic differences. This disparity is observed in both the TKI and ICI eras. This finding contrasts with previous studies suggesting women with localized RCC have a favorable prognosis compared with men. Further investigation into the sex-specific biology of metastatic ccRCC is warranted.


Sign in / Sign up

Export Citation Format

Share Document