在高 b 值条件下利用连续时间随机漫步扩散模型确定前列腺癌病变特征和格里森分级

Yurui Sheng, Huan Chang, Ke Xue, Jinming Chen, Tianyu Jiao, Dongqing Cui, Hao Wang, Guanghui Zhang, Yuxin Yang, Qingshi Zeng
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引用次数: 0

摘要

区分前列腺癌(PCa)和慢性前列腺炎(CP)有时具有挑战性,而格里森分级与PCa的预后密切相关。本研究旨在量化 PCa 和 CP 组织的 CTRW 参数(α、β 和 Dm)和表观扩散系数(ADC),然后评估 CTRW 和 ADC 参数在区分 CP 和 PCa 以及低级别 PCa 和高级别 PCa 病变方面的诊断价值。31名接受前列腺切除术的PCa患者(平均年龄74岁,范围64-91岁)和30名接受前列腺穿刺活检的CP患者(平均年龄68岁,范围46-79岁)在3.0T扫描仪(uMR790,中国上海联合成像医疗有限公司)上进行核磁共振成像扫描。采用 Mann-Whitney U 检验评估 PCa 和 CP、高级别 PCa 和低级别 PCa 之间 CTRW 参数和 ADC 的差异。评估了病理分级组(GG)与 CTRW 参数和 ADC 的斯皮尔曼相关性。通过逻辑回归和接收器操作特征曲线(ROC)分析确定了 CTRW 参数、ADC 及其组合(Dm、α 和 β;Dm、α、β 和 ADC)在区分 PCa 和 CP 以及高级别 PCa 和低级别 PCa 方面的作用。结果发现,CP 和 PCa 之间的 CTRW 参数(α、Dm)、高级别 PCa 和低级别 PCa 之间的 CTRW 参数(α:P=0.024,Dm:P=0.021)存在显著差异(均 P<0.001)。GG 与某些 CTRW 参数和 ADC 相关(α:P<0.001,r=-0.795;Dm:P<0.001,r=-0.762;ADC:P<0.001,r=-0.790)。此外,CTRW参数(α、β、Dm)与ADC相结合,在区分PCa和CP以及预测Gleason分级方面显示出最佳诊断效果。ADC、CTRW参数及其组合的AUC差异无统计学意义(P=0.051-0.526)。CTRW参数α和Dm及其组合有利于区分CA和PCa、低级别PCa和高级别PCa病变,CTRW参数和ADC的诊断效果相当。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Characterization of prostatic cancer lesion and gleason grade using a continuous-time random-walk diffusion model at high b-values
Distinguishing between prostatic cancer (PCa) and chronic prostatitis (CP) is sometimes challenging, and Gleason grading is strongly associated with prognosis in PCa. The continuous-time random-walk diffusion (CTRW) model has shown potential in distinguishing between PCa and CP as well as predicting Gleason grading.This study aimed to quantify the CTRW parameters (α, β & Dm) and apparent diffusion coefficient (ADC) of PCa and CP tissues; and then assess the diagnostic value of CTRW and ADC parameters in differentiating CP from PCa and low-grade PCa from high-grade PCa lesions.Retrospective (retrospective analysis using prospective designed data).Thirty-one PCa patients undergoing prostatectomy (mean age 74 years, range 64–91 years), and thirty CP patients undergoing prostate needle biopsies (mean age 68 years, range 46–79 years).MRI scans on a 3.0T scanner (uMR790, United Imaging Healthcare, Shanghai, China). DWI were acquired with 12 b-values (0, 50, 100, 150, 200, 500, 800, 1200, 1500, 2000, 2500, 3000 s/mm2).CTRW parameters and ADC were quantified in PCa and CP lesions.The Mann-Whitney U test was used to evaluate the differences in CTRW parameters and ADC between PCa and CP, high-grade PCa, and low-grade PCa. Spearman’s correlation of the pathologic grading group (GG) with CTRW parameters and ADC was evaluated. The usefulness of CTRW parameters, ADC, and their combinations (Dm, α and β; Dm, α, β, and ADC) to differentiate PCa from CP and high-grade PCa from low-grade PCa was determined by logistic regression and receiver operating characteristic curve (ROC) analysis. Delong test was used to compare the differences among AUCs.Significant differences were found for the CTRW parameters (α, Dm) between CP and PCa (all P<0.001), high-grade PCa, and low-grade PCa (α:P=0.024, Dm:P=0.021). GG is correlated with certain CTRW parameters and ADC(α:P<0.001,r=-0.795; Dm:P<0.001,r=-0.762;ADC:P<0.001,r=-0.790). Moreover, CTRW parameters (α, β, Dm) combined with ADC showed the best diagnostic efficacy for distinguishing between PCa and CP as well as predicting Gleason grading. The differences among AUCs of ADC, CTRW parameters and their combinations were not statistically significant (P=0.051–0.526).CTRW parameters α and Dm, as well as their combination were beneficial to distinguish between CA and PCa, low-grade PCa and high-grade PCa lesions, and CTRW parameters and ADC had comparable diagnostic performance.
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