Histogram analysis in predicting the grade and histological subtype of meningiomas based on diffusion kurtosis imaging

峰度 医学 百分位 直方图 分级(工程) 偏斜 核医学 曼惠特尼U检验 脑膜瘤 磁共振弥散成像 磁共振成像 有效扩散系数 放射科 统计 数学 内科学 人工智能 计算机科学 图像(数学) 工程类 土木工程
作者
Xiaodan Chen,Lin Lin,Jie Wu,Guang Yang,Tianjin Zhong,Xiaoqiang Du,Zhiyong Chen,Ganggang Xu,Yang Song,Yi Xue,Qing Duan
出处
期刊:Acta Radiologica [SAGE]
卷期号:61 (9): 1228-1239 被引量:3
标识
DOI:10.1177/0284185119898656
摘要

Background Presurgical grading is particularly important for selecting the best therapeutic strategy for meningioma patients. Purpose To investigate the value of histogram analysis of diffusion kurtosis imaging (DKI) maps in the differentiation of grades and histological subtypes of meningiomas. Material and Methods A total of 172 patients with histopathologically proven meningiomas underwent preoperative magnetic resonance imaging (MRI) and were classified into low-grade and high-grade groups. Mean kurtosis (MK), fractional anisotropy (FA), and mean diffusivity (MD) histograms were generated based on solid components of the whole tumor. The following parameters of each histogram were obtained: 10th, 25th, 75th, and 90th percentiles, mean, median, maximum, minimum, and kurtosis, skewness, and variance. Comparisons of different grades and subtypes were made by Mann–Whitney U test, Kruskal–Wallis test, ROC curves analysis, and multiple logistic regression. Pearson correlation was used to evaluate correlations between histogram parameters and the Ki-67 labeling index. Results Significantly higher maximum, skewness, and variance of MD, mean, median, maximum, variance, 10th, 25th, 75th, and 90th percentiles of MK were found in high-grade than low-grade meningiomas (all P < 0.05). DKI histogram parameters differentiated 7/10 pairs of subtype pairs. The 90th percentile of MK yielded the highest AUC of 0.870 and was the only independent indicator for grading meningiomas. Various DKI histogram parameters were correlated with the Ki-67 labeling index ( P < 0.05). Conclusion The histogram analysis of DKI is useful for differentiating meningioma grades and subtypes. The 90th percentile of MK may serve as an optimal parameter for predicting the grade of meningiomas.
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