全肿瘤酰胺质子转移加权成像直方图分析预测直肠腺癌病理性外膜静脉侵犯:初步研究。
Whole-tumor amide proton transfer-weighted imaging histogram analysis to predict pathological extramural venous invasion in rectal adenocarcinoma: a preliminary study.
机构信息
Department of Radiology, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, 111 Dade Road Yuexiu District, Guangzhou, 510120, China.
Department of Pathology, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, 111 Dade Road Yuexiu District, Guangzhou, 510120, China.
出版信息
Eur Radiol. 2023 Jul;33(7):5159-5171. doi: 10.1007/s00330-023-09418-1. Epub 2023 Jan 26.
OBJECTIVES
To evaluate amide proton transfer-weighted (APTw)-derived whole-tumor histogram analysis parameters in predicting pathological extramural venous invasion (pEMVI) positive status of rectal adenocarcinoma (RA).
METHODS
Preoperative MR including APTw imaging of 125 patients with RA (mean 61.4 ± 11.6 years) were retrospectively analyzed. Two radiologists reviewed each case's EMVI status based on the MR-based modified 5-point scale system with conventional MR images. The APTw histogram parameters of primary tumors were obtained automatically using whole-tumor volume histogram analysis. The independent risk factors markedly correlated with pEMVI-positive status were assessed using univariate and multivariate logistic regression analyses. Diagnosis performance was assessed by receiver operating characteristic curve (ROC) analysis. The AUCs were compared using the Delong method.
RESULTS
Univariate analysis demonstrated that MR-tumor (T) stage, MR-lymph node (N) stage, APTw-10%, APTw-90%, interquartile range, APTw-minimum, APTw-maximum, APTw-mean, APTw-median, entropy, kurtosis, mean absolute deviation (MAD), and robust MAD were significantly related to pEMVI-positive status (all p < 0.05). Multivariate analysis demonstrated that MR-T stage (OR = 4.864, p = 0.018), MR-N stage (OR = 4.967, p = 0.029), interquartile range (OR = 0.892, p = 0.037), APT-minimum (OR = 1.046, p = 0.031), entropy (OR = 11.604, p = 0.006), and kurtosis (OR = 1.505, p = 0.007) were the independent risk factors enabling prediction of pEMVI-positive status. The AUCs for diagnostic ability of conventional MRI assessment, the APTw histogram model, and the combined model (including APTw histogram and clinical variables) were 0.785, 0.853, and 0.918, respectively. The combined model outperformed the APTw histogram model (p = 0.013) and the conventional MRI assessment (p = 0.006).
CONCLUSIONS
Whole-tumor histogram analysis of APTw images combined with clinical factors showed better diagnosis efficiency in predicting EMVI involvement in RA.
KEY POINTS
• Rectal adenocarcinomas with pEMVI-positive status are typically associated with higher APTw-SI values. • APTw-minimum, interquartile range, entropy, kurtosis, MR-T stage, and MR-N stage are the independent risk factors for EMVI involvement. • The best prediction for EMVI involvement was obtained with a combined model of APTw histogram and clinical variables (area under the curve, 0.918).
目的
评估酰胺质子转移加权(APTw)衍生的全肿瘤直方图分析参数在预测直肠腺癌(RA)病理性外膜静脉侵犯(pEMVI)阳性状态中的作用。
方法
回顾性分析了 125 例 RA 患者(平均年龄 61.4±11.6 岁)的术前 MRI 包括 APTw 成像。两位放射科医生根据基于 MRI 的改良 5 分制系统和常规 MRI 图像评估每个病例的 EMVI 状态。使用全肿瘤体积直方图分析自动获得原发肿瘤的 APTw 直方图参数。使用单因素和多因素 logistic 回归分析评估与 pEMVI 阳性状态显著相关的独立危险因素。使用受试者工作特征曲线(ROC)分析评估诊断性能。使用 Delong 方法比较 AUC。
结果
单因素分析表明,MR-T 分期、MR-N 分期、APTw-10%、APTw-90%、四分位间距、APTw-最小值、APTw-最大值、APTw-平均值、APTw-中位数、熵、峰度、平均绝对偏差(MAD)和稳健 MAD 与 pEMVI 阳性状态显著相关(均 p<0.05)。多因素分析表明,MR-T 分期(OR=4.864,p=0.018)、MR-N 分期(OR=4.967,p=0.029)、四分位间距(OR=0.892,p=0.037)、APTw-最小值(OR=1.046,p=0.031)、熵(OR=11.604,p=0.006)和峰度(OR=1.505,p=0.007)是预测 pEMVI 阳性状态的独立危险因素。常规 MRI 评估、APTw 直方图模型和联合模型(包括 APTw 直方图和临床变量)的诊断能力的 AUC 分别为 0.785、0.853 和 0.918。联合模型优于 APTw 直方图模型(p=0.013)和常规 MRI 评估(p=0.006)。
结论
APTw 图像全肿瘤直方图分析联合临床因素在预测 RA 中 EMVI 受累方面显示出更好的诊断效率。
关键点
具有 pEMVI 阳性状态的直肠腺癌通常与较高的 APTw-SI 值相关。
APTw-最小值、四分位间距、熵、峰度、MR-T 分期和 MR-N 分期是 EMVI 受累的独立危险因素。
APTw 直方图和临床变量联合模型对 EMVI 受累的最佳预测(曲线下面积,0.918)。