Suppr超能文献

表观弥散系数全病变直方图分析预测局部进展期直肠癌的治疗反应。

Whole lesion histogram analysis of apparent diffusion coefficient predicts therapy response in locally advanced rectal cancer.

机构信息

Department of Radiology, National Cancer Institute, Mexico 14080, Mexico.

Department of Gastrointestinal Surgery, National Cancer Institute, Mexico 14080, Mexico.

出版信息

World J Gastroenterol. 2022 Jun 21;28(23):2609-2624. doi: 10.3748/wjg.v28.i23.2609.

Abstract

BACKGROUND

Whole-tumor apparent diffusion coefficient (ADC) histogram analysis is relevant to predicting the neoadjuvant chemoradiation therapy (nCRT) response in patients with locally advanced rectal cancer (LARC).

AIM

To evaluate the performance of ADC histogram-derived parameters for predicting the outcomes of patients with LARC.

METHODS

This is a single-center, retrospective study, which included 48 patients with LARC. All patients underwent a pre-treatment magnetic resonance imaging (MRI) scan for primary tumor staging and a second restaging MRI for response evaluation. The sample was distributed as follows: 18 responder patients (R) and 30 non-responders (non-R). Eight parameters derived from the whole-lesion histogram analysis (ADCmean, skewness, kurtosis, and ADC10, 25, 50, 75, 90 percentiles), as well as the ADCmean from the hot spot region of interest (ROI), were calculated for each patient before and after treatment. Then all data were compared between R and non-R using the Mann-Whitney U test. Two measures of diagnostic accuracy were applied: the receiver operating characteristic curve and the diagnostic odds ratio (DOR). We also reported intra- and interobserver variability by calculating the intraclass correlation coefficient (ICC).

RESULTS

Post-nCRT kurtosis, as well as post-nCRT skewness, were significantly lower in R than in non-R (both < 0.001, respectively). We also found that, after treatment, R had a larger loss of both kurtosis and skewness than non-R (∆%kurtosis and ∆skewness, < 0.001). Other parameters that demonstrated changes between groups were post-nCRT ADC10, ∆%ADC10, ∆%ADCmean, and ROI ∆%ADCmean. However, the best diagnostic performance was achieved by ∆%kurtosis at a threshold of 11.85% (Area under the receiver operating characteristic curve [AUC] = 0.991, DOR = 376), followed by post-nCRT kurtosis = 0.78 × 10 mm/s (AUC = 0.985, DOR = 375.3), ∆skewness = 0.16 (AUC = 0.885, DOR = 192.2) and post-nCRT skewness = 1.59 × 10 mm/s (AUC = 0.815, DOR = 168.6). Finally, intraclass correlation coefficient analysis showed excellent intraobserver and interobserver agreement, ensuring the implementation of histogram analysis into routine clinical practice.

CONCLUSION

Whole-tumor ADC histogram parameters, particularly kurtosis and skewness, are relevant biomarkers for predicting the nCRT response in LARC. Both parameters appear to be more reliable than ADCmean from one-slice ROI.

摘要

背景

全肿瘤表观扩散系数(ADC)直方图分析与预测局部晚期直肠癌(LARC)患者新辅助放化疗(nCRT)反应相关。

目的

评估 ADC 直方图衍生参数预测 LARC 患者结局的性能。

方法

这是一项单中心、回顾性研究,纳入了 48 例 LARC 患者。所有患者均行原发肿瘤分期的治疗前磁共振成像(MRI)扫描和治疗后二次再分期 MRI 评估。样本分布如下:18 例应答者(R)和 30 例非应答者(非 R)。分别计算每位患者治疗前后全病变直方图分析(ADCmean、偏度、峰度以及 ADC10、25、50、75、90 百分位数)和热点 ROI 区域 ADCmean 的 8 个参数。然后使用 Mann-Whitney U 检验比较 R 和非 R 之间的所有数据。应用两种诊断准确性衡量标准:受试者工作特征曲线和诊断比值比(DOR)。通过计算组内相关系数(ICC),我们还报告了观察者内和观察者间的变异性。

结果

nCRT 后峰度和 nCRT 后偏度在 R 组中均显著低于非 R 组(均<0.001)。我们还发现,治疗后 R 比非 R 有更大的峰度和偏度损失(∆%kurtosis 和 ∆skewness,均<0.001)。组间变化的其他参数包括 nCRT 后 ADC10、∆%ADC10、∆%ADCmean 和 ROI∆%ADCmean。然而,最佳诊断性能由阈值为 11.85%的 ∆%kurtosis 实现(接受者操作特征曲线下面积 [AUC] = 0.991,DOR = 376),其次是 nCRT 后峰度=0.78×10 mm/s(AUC = 0.985,DOR = 375.3)、∆skewness = 0.16(AUC = 0.885,DOR = 192.2)和 nCRT 后偏度=1.59×10 mm/s(AUC = 0.815,DOR = 168.6)。最后,组内相关系数分析显示观察者内和观察者间具有极好的一致性,确保了直方图分析在常规临床实践中的实施。

结论

全肿瘤 ADC 直方图参数,特别是峰度和偏度,是预测 LARC 患者 nCRT 反应的相关生物标志物。与 ROI 单层面 ADCmean 相比,这两个参数似乎更可靠。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/681b/9254137/e0b7faefd5e4/WJG-28-2609-g001.jpg

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验