Haralick texture analysis of prostate MRI: utility for differentiating non-cancerous prostate from prostate cancer and differentiating prostate cancers with different Gleason scores

被引:332
作者
Wibmer, Andreas [1 ]
Hricak, Hedvig [1 ]
Gondo, Tatsuo [2 ]
Matsumoto, Kazuhiro [2 ]
Veeraraghavan, Harini [3 ]
Fehr, Duc [3 ]
Zheng, Junting [4 ]
Goldman, Debra [4 ]
Moskowitz, Chaya [4 ]
Fine, Samson W. [5 ]
Reuter, Victor E. [5 ]
Eastham, James [2 ]
Sala, Evis [1 ]
Vargas, Hebert Alberto [1 ]
机构
[1] Mem Sloan Kettering Canc Ctr, Dept Radiol, New York, NY 10065 USA
[2] Mem Sloan Kettering Canc Ctr, Dept Urol, New York, NY 10065 USA
[3] Mem Sloan Kettering Canc Ctr, Dept Med Phys, New York, NY 10065 USA
[4] Mem Sloan Kettering Canc Ctr, Dept Epidemiol & Biostat, New York, NY 10065 USA
[5] Mem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
关键词
Prostatic neoplasm; Adenocarcinoma; Magnetic resonance imaging; Image processing; Computer-assisted; Gleason grading; AGGRESSIVENESS; FEATURES; IMAGES; GUIDELINES; DIAGNOSIS; GRADE;
D O I
10.1007/s00330-015-3701-8
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
To investigate Haralick texture analysis of prostate MRI for cancer detection and differentiating Gleason scores (GS). One hundred and forty-seven patients underwent T2- weighted (T2WI) and diffusion-weighted prostate MRI. Cancers >= 0.5 ml and non-cancerous peripheral (PZ) and transition (TZ) zone tissue were identified on T2WI and apparent diffusion coefficient (ADC) maps, using whole-mount pathology as reference. Texture features (Energy, Entropy, Correlation, Homogeneity, Inertia) were extracted and analysed using generalized estimating equations. PZ cancers (n = 143) showed higher Entropy and Inertia and lower Energy, Correlation and Homogeneity compared to non-cancerous tissue on T2WI and ADC maps (p-values: <.0001-0.008). In TZ cancers (n = 43) we observed significant differences for all five texture features on the ADC map (all p-values: <.0001) and for Correlation (p = 0.041) and Inertia (p = 0.001) on T2WI. On ADC maps, GS was associated with higher Entropy (GS 6 vs. 7: p = 0.0225; 6 vs. > 7: p = 0.0069) and lower Energy (GS 6 vs. 7: p = 0.0116, 6 vs. > 7: p = 0.0039). ADC map Energy (p = 0.0102) and Entropy (p = 0.0019) were significantly different in GS <= 3 + 4 versus >= 4 + 3 cancers; ADC map Entropy remained significant after controlling for the median ADC (p = 0.0291). Several Haralick-based texture features appear useful for prostate cancer detection and GS assessment. Several Haralick texture features may differentiate non-cancerous and cancerous prostate tissue. Tumour Energy and Entropy on ADC maps correlate with Gleason score. T2w-image-derived texture features are not associated with the Gleason score.
引用
收藏
页码:2840 / 2850
页数:11
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