Texture analysis of placental MRI: can it aid in the prenatal diagnosis of placenta accreta spectrum?

被引:32
作者
Chen, Eric [1 ]
Mar, Winnie A. [2 ]
Horowitz, Jeanne M. [3 ]
Allen, Amanda [2 ]
Jha, Priyanka [4 ]
Cantrell, Donald R. [3 ]
Cai, Kejia [2 ]
机构
[1] Univ Illinois, Coll Med, 1835 W Polk St, Chicago, IL 60612 USA
[2] Univ Illinois, Dept Radiol, 1740 W Taylor St,Rm 2483,MC 931, Chicago, IL 60612 USA
[3] Northwestern Mem Hosp, 676 N St Clair St Ste 800, Chicago, IL 60611 USA
[4] Univ Calif San Francisco, Dept Radiol, 505 Parnassus Ave,Box 0628, San Francisco, CA 94131 USA
关键词
Placenta accreta spectrum; Placenta accreta; Texture analysis; Fractal analysis; MRI; FIGO CONSENSUS GUIDELINES; ULTRASOUND;
D O I
10.1007/s00261-019-02104-1
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Purpose To determine if texture analysis can differentiate placenta accreta spectrum (PAS) from normal placenta on MRI. Methods We performed retrospective image analysis of 80 patients, comprised of 46 patients with PAS and 34 patients without PAS. Histopathology was used as the reference standard. Sagittal single shot fast spin echo T2-weighted MRI sequences acquired from a single institution were analyzed. Placental heterogeneity was quantified using in-house software on a Matlab platform, including the standard deviation of pixel intensity, coefficient of variation, gray-level co-occurrence matrices (GLCM), histogram-oriented gradients (HOG), and fractal analysis with box sizes from 2 to 512. Two-tailed unpaired Student's t test was used with statistical significance of p < 0.05. Results PAS was associated with higher values for standard deviation of pixel intensity and fractal analysis at every box size. Fractal analysis at box sizes 256 (p = 0.011) and 32 (p = 0.021), and standard deviation of pixel intensity (p = 0.023) were the most statistically significant. Fractal values at box size 256 for PAS was 0.13 versus 0.090 for patients without PAS, while standard deviation of pixel intensity was 3.7 for PAS versus 2.5 for patients without PAS. No statistically significant association between PAS and GLCM, coefficient of variation, and HOG was found. Conclusion Statistically significant differences were found between normal and abnormal groups using standard deviation of pixel intensity and fractal analysis.
引用
收藏
页码:3175 / 3184
页数:10
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