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MRI 预测局部晚期直肠癌的病理反应:表观扩散系数放射组学与传统容积测量法相遇。

MRI prediction of pathological response in locally advanced rectal cancer: when apparent diffusion coefficient radiomics meets conventional volumetry.

机构信息

Unit of Clinical Research in Radiology, Experimental Imaging Center, IRCCS Ospedale San Raffaele, Milano, Italy.

Unit of Clinical Research in Radiology, Experimental Imaging Center, IRCCS Ospedale San Raffaele, Milano, Italy; Vita-Salute San Raffaele University, Milano, Italy.

出版信息

Clin Radiol. 2020 Oct;75(10):798.e1-798.e11. doi: 10.1016/j.crad.2020.06.023. Epub 2020 Jul 22.

DOI:10.1016/j.crad.2020.06.023
PMID:32712007
Abstract

AIM

To investigate the role of diffusion-weighted imaging (DWI), T2-weighted (W) imaging, and apparent diffusion coefficient (ADC) histogram analysis before, during, and after neoadjuvant chemoradiotherapy (CRT) in the prediction of pathological response in patients with locally advanced rectal cancer (LARC).

MATERIALS AND METHODS

Magnetic resonance imaging (MRI) at 1.5 T was performed in 43 patients with LARC before, during, and after CRT. Tumour volume was measured on both T2-weighted (V) and on DWI at b=1,000 images (V) at each time point, hence the tumour volume reduction rate (ΔV and ΔV) was calculated. Whole-lesion (three-dimensional [3D]) first-order texture analysis of the ADC map was performed. Imaging parameters were compared to the pathological tumour regression grade (TRG). The diagnostic performance of each parameter in the identification of complete responders (CR; TRG4), partial responders (PR; TRG3) and non-responders (NR; TRG0-2) was evaluated by multinomial regression analysis and receiver operating characteristics curves.

RESULTS

After surgery, 11 patients were CR, 22 PR, and 10 NR. Before CRT, predictions of CR resulted in an ADC value of the 75th percentile and median, with good accuracy (74% and 86%, respectively) and sensitivity (73% and 82%, respectively). During CRT, the best predictor of CR was ΔV (-58.3%) with good accuracy (81%) and excellent sensitivity (91%). After CRT, the best predictors of CR were ΔV (-82.8%) and ΔV (-86.8%), with 84% accuracy in both cases and 82% and 91% sensitivity, respectively.

CONCLUSIONS

The median ADC value at pre-treatment MRI and ΔV (from pre-to-during CRT MRI) may have a role in early and accurate prediction of response to treatment. Both ΔV and ΔV (from pre-to-post CRT) can help in the identification of CR after CRT.

摘要

目的

探讨磁共振扩散加权成像(DWI)、T2 加权成像(W)和表观扩散系数(ADC)直方图分析在新辅助放化疗(CRT)前后对局部进展期直肠癌(LARC)患者病理反应预测的作用。

材料与方法

对 43 例 LARC 患者在 CRT 前后进行 1.5T 磁共振成像(MRI)检查。在每个时间点上,均在 T2 加权(V)和 b=1000 图像(V)上测量肿瘤体积,因此计算肿瘤体积减少率(ΔV 和 ΔV)。对 ADC 图的全病变(三维[3D])一阶纹理分析。将影像学参数与肿瘤退缩分级(TRG)进行比较。通过多项回归分析和受试者工作特征曲线评估每个参数在识别完全缓解者(CR;TRG4)、部分缓解者(PR;TRG3)和无缓解者(NR;TRG0-2)中的诊断性能。

结果

术后 11 例为 CR,22 例为 PR,10 例为 NR。在 CRT 前,CR 的预测值为 ADC 值的第 75 百分位数和中位数,准确性(分别为 74%和 86%)和敏感性(分别为 73%和 82%)较好。在 CRT 期间,CR 的最佳预测指标是ΔV(-58.3%),准确性较高(81%),敏感性极好(91%)。在 CRT 后,CR 的最佳预测指标是ΔV(-82.8%)和ΔV(-86.8%),两种情况下的准确性均为 84%,敏感性分别为 82%和 91%。

结论

治疗前 MRI 的 ADC 值中位数和ΔV(从治疗前到 CRT 期间 MRI)可能对治疗反应的早期和准确预测有作用。ΔV 和ΔV(从治疗前到 CRT 后)都有助于识别 CRT 后的 CR。

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