Whole-tumor amide proton transfer-weighted imaging histogram analysis to predict pathological extramural venous invasion in rectal adenocarcinoma: a preliminary study
机构:[1]Department of Radiology, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, 111 Dade Road Yuexiu District, Guangzhou 510120, China大德路总院影像科大德路总院放射科广东省中医院[2]Department of Pathology, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, 111 Dade Road Yuexiu District, Guangzhou 510120, China大德路总院珠海院区病理科病理科大德路总院病理科广东省中医院[3]Philips Healthcare, No. 33 Zhongshan 3Rd Road, Dadong District, Guangzhou 510055, China
ObjectivesTo 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).MethodsPreoperative 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.ResultsUnivariate 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).ConclusionsWhole-tumor histogram analysis of APTw images combined with clinical factors showed better diagnosis efficiency in predicting EMVI involvement in RA.
基金:
National Nature Science of Foundation of China [82202259]; Youth Talent Project of The Second Affiliated Hospital of Guangzhou University of Chinese Medicine [ZY2022YL05]
第一作者机构:[1]Department of Radiology, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, 111 Dade Road Yuexiu District, Guangzhou 510120, China
通讯作者:
推荐引用方式(GB/T 7714):
Chen Weicui,Liu Guoqing,Chen Jialiang,et al.Whole-tumor amide proton transfer-weighted imaging histogram analysis to predict pathological extramural venous invasion in rectal adenocarcinoma: a preliminary study[J].EUROPEAN RADIOLOGY.2023,33(7):5159-5171.doi:10.1007/s00330-023-09418-1.
APA:
Chen, Weicui,Liu, Guoqing,Chen, Jialiang,Wei, Qiurong,Ye, Yongsong...&Liu, Xian.(2023).Whole-tumor amide proton transfer-weighted imaging histogram analysis to predict pathological extramural venous invasion in rectal adenocarcinoma: a preliminary study.EUROPEAN RADIOLOGY,33,(7)
MLA:
Chen, Weicui,et al."Whole-tumor amide proton transfer-weighted imaging histogram analysis to predict pathological extramural venous invasion in rectal adenocarcinoma: a preliminary study".EUROPEAN RADIOLOGY 33..7(2023):5159-5171