The Effectiveness of Volumetric MRI Histogram Analysis in Renal Cell Carcinoma

百分位 有效扩散系数 医学 肾细胞癌 峰度 磁共振成像 核医学 直方图 磁共振弥散成像 放射科 标准差 病理 数学 统计 人工智能 计算机科学 图像(数学)
作者
Özlem Akıncı,Furkan Türkoglu,Mustafa Orhan Nalbant,Özkan Öner,Ercan İnci
出处
期刊:Academic Radiology [Elsevier BV]
卷期号:30: S278-S285 被引量:3
标识
DOI:10.1016/j.acra.2023.03.029
摘要

This study investigated the utility of histogram parameters derived from diffusion-weighted imaging (DWI) for evaluating renal cell carcinoma (RCC) grading prior to surgery.This retrospective study included 88 patients who were histopathologically diagnosed with RCC and underwent magnetic resonance imaging (MRI) examinations. The patients were divided into two groups as well-differentiated (Group 1) and poorly differentiated (Group 2). Demographic data, preoperative MRI findings, MRI apparent diffusion coefficient (ADC) histogram analyzes, operation types, postoperative histopathological data and cancer stages of the patients were recorded. The histogram parameters of ADC values, comprising the mean, minimum, maximum, 5th, 10th, 25th, 50th, 75th, 90th, and 95th percentiles, as well as skewness, kurtosis, and variance, were calculated.The study included 59 males and 29 women with an average age of 56.21 ± 1.33 years. There were 52 patients in Group 1 and 36 patients in Group 2. The ADCmin, ADCmean, ADCmax, 5th, 10th, 25th, 50th, 75th, 90th, and 95th percentiles of ADC values of the poorly differentiated group were all lower than those of the well-differentiated group. ADCmin and the 5th percentile of ADC values, as well as ADCmean and the 10th, 25th, 50th, and 75th percentiles of ADC values, showed a statistically significant difference (p < 0.05). The AUC, sensitivity, and specificity of the ADCmin value were 0.703, 56.3%, and 75.7%, respectively.The present study indicated that histogram parameters generated from DWI were capable of differentiating between high-grade and low-grade RCC.
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