Diagnostic performance of texture analysis in the differential diagnosis of perianal fistulising Crohn's disease and glandular anal fistula

被引:2
|
作者
Zhu, Xin [1 ,3 ]
Ye, Dan-Dan [2 ]
Wang, Jian-Hua [1 ]
Li, Jing [1 ]
Liu, Shao-Wei [1 ]
机构
[1] Nanjing Univ Chinese Med, Dept Radiol, Affiliated Hosp, Nanjing 210029, Jiangsu, Peoples R China
[2] Quanzhou Orthoped Traumatol Hosp, Dept Radiol, Quanzhou 362000, Fujian, Peoples R China
[3] Nanjing Univ Chinese Med, Dept Radiol, Affiliated Hosp, 155 Hanzhong Road, Nanjing 210029, Jiangsu, Peoples R China
来源
WORLD JOURNAL OF GASTROINTESTINAL SURGERY | 2023年 / 15卷 / 05期
关键词
Anal fistula; Crohn's diseases; Magnetic resonance imaging; Texture analysis; Differential diagnosis; BREAST-CANCER HETEROGENEITY; IMAGES; PREDICTION; INFLIXIMAB; SURVIVAL; FEATURES;
D O I
10.4240/wjgs.v15.i5.882
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
BACKGROUND Perianal fistulising Crohn's disease (PFCD) and glandular anal fistula have many similarities on conventional magnetic resonance imaging. However, many patients with PFCD show concomitant active proctitis, but only few patients with glandular anal fistula have active proctitis. AIM To explore the value of differential diagnosis of PFCD and glandular anal fistula by comparing the textural feature parameters of the rectum and anal canal in fat suppression T2-weighted imaging (FS-T2WI). METHODS Patients with rectal water sac implantation were screened from the first part of this study (48 patients with PFCD and 22 patients with glandular anal fistula). Open-source software ITK-SNAP (Version 3.6.0, http://www.itksnap.org/) was used to delineate the region of interest (ROI) of the entire rectum and anal canal wall on every axial section, and then the ROIs were input in the Analysis Kit software (version V3.0.0.R, GE Healthcare) to calculate the textural feature parameters. Textural feature parameter differences of the rectum and anal canal wall between the PFCD group vs the glandular anal fistula group were analyzed using Mann-Whitney U test. The redundant textural parameters were screened by bivariate Spearman correlation analysis, and binary logistic regression analysis was used to establish the model of textural feature parameters. Finally, diagnostic accuracy was assessed by receiver operating characteristic-area under the curve (AUC) analysis. RESULTS In all, 385 textural parameters were obtained, including 37 parameters with statistically significant differences between the PFCD and glandular anal fistula groups. Then, 16 texture feature parameters remained after bivariate Spearman correlation analysis, including one histogram parameter (Histogram energy); four grey level co-occurrence matrix (GLCM) parameters (GLCM energy_all direction_offset1_SD, GLCM entropy_all direction_ offset4_SD, GLCM entropy_all direction_offset7_SD, and Haralick correlation_all direction_ offset7_SD); four texture parameters (Correlation_all direction_offset1_SD, cluster prominence _angle 90_offset4, Inertia_all direction_offset7_SD, and cluster shade_angle 45_offset7); five grey level run-length matrix parameters (grey level nonuniformity_angle 90_offset1, grey level nonuniformity_all direction_offset4_SD, long run high grey level emphasis_all direction_offset1_SD, long run emphasis_all direction_ offset4_ SD, and long run high grey level emphasis_all direction_offset4_SD); and two form factor parameters (surface area and maximum 3D diameter). The AUC, sensitivity, and specificity of the model of textural feature parameters were 0.917, 85.42%, and 86.36%, respectively. CONCLUSION The model of textural feature parameters showed good diagnostic performance for PFCD. The texture feature parameters of the rectum and anal canal in FS-T2WI are helpful to distinguish PFCD from glandular anal fistula.
引用
收藏
页码:882 / 891
页数:10
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