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Radiogenomics in Clear Cell Renal Cell Carcinoma: Correlations Between Advanced CT Imaging (Texture Analysis) and MicroRNAs Expression

机译:透明细胞肾细胞癌中的辐射变性MOMICS:高级CT成像(纹理分析)与MicroRNA表达之间的相关性

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Purpose: A relevant challenge for the improvement of clear cell renal cell carcinoma management could derive from the identification of novel molecular biomarkers that could greatly improve the diagnosis, prognosis, and treatment choice of these neoplasms. In this study, we investigate whether quantitative parameters obtained from computed tomography texture analysis may correlate with the expression of selected oncogenic microRNAs. Methods: In a retrospective single-center study, multiphasic computed tomography examination (with arterial, portal, and urographic phases) was performed on 20 patients with clear cell renal cell carcinoma and computed tomography texture analysis parameters such as entropy, kurtosis, skewness, mean, and standard deviation of pixel distribution were measured using multiple filter settings. These quantitative data were correlated with the expression of selected microRNAs (miR-21-5p, miR-210-3p, miR-185-5p, miR-221-3p, miR-145-5p). Both the evaluations (microRNAs and computed tomography texture analysis) were performed on matched tumor and normal corticomedullar tissues of the same patients cohort. Results: In this pilot study, we evidenced that computed tomography texture analysis has robust parameters (eg, entropy, mean, standard deviation) to distinguish normal from pathological tissues. Moreover, a higher coefficient of determination between entropy and miR-21-5p expression was evidenced in tumor versus normal tissue. Interestingly, entropy and miR-21-5p show promising correlation in clear cell renal cell carcinoma opening to a radiogenomic strategy to improve clear cell renal cell carcinoma management. Conclusion: In this pilot study, a promising correlation between microRNAs and computed tomography texture analysis has been found in clear cell renal cell carcinoma. A clear cell renal cell carcinoma can benefit from noninvasive evaluation of texture parameters in adjunction to biopsy results. In particular, a promising correlation between entropy and miR-21-5p was found.
机译:目的:改善透明细胞肾细胞癌管理的相关挑战可能导致鉴定新的分子生物标志物,可以大大改善这些肿瘤的诊断,预后和治疗选择。在该研究中,我们研究了从计算机断层扫描纹理分析中获得的定量参数是否可以与所选致癌微小RNA的表达相关。方法:在回顾性单中心研究中,对20名透明细胞肾细胞癌和计算机断层扫描纹理分析参数进行多相计算断层扫描检查(有动脉,门静脉和术语阶段),如熵,峰术,偏斜,意味着并且使用多个过滤器设置测量像素分布的标准偏差。这些定量数据与选定的microRNA(miR-21-5p,miR-210-3p,miR-185-5p,miR-221-3p,miR-145-5p)的表达相关。对同一患者队列的匹配肿瘤和正常皮质体组织进行评估(MicroRNA和计算机断层扫描纹理分析)。结果:在该试点研究中,我们证明了计算的断层扫描纹理分析具有鲁棒参数(例如,熵,平均值,标准偏差),以区分正常的病理组织。此外,在肿瘤与正常组织中,证明了熵和miR-21-5p表达之间的更高的测定系数。有趣的是,熵和miR-21-5p显示出在透明细胞肾细胞癌开口的有前途的相关性,以改善透明细胞肾细胞癌管理。结论:在该试点研究中,在透明细胞肾细胞癌中发现了MicroRNA和计算机断层扫描纹理分析之间的有希望的相关性。透明细胞肾细胞癌可以免受对纹理参数的非侵入性评估,并对活组织检查结果进行效果。特别是,发现熵与miR-21-5p之间有希望的相关性。

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