Diagnostic value of MRI-based 3D texture analysis for tissue characterisation and discrimination of low-grade chondrosarcoma from enchondroma: a pilot study

被引:81
作者
Lisson, Catharina S. [1 ]
Lisson, Christoph G. [1 ]
Flosdorf, Kerstin [1 ]
Mayer-Steinacker, Regine [2 ]
Schultheiss, Markus [3 ]
von Baer, Alexandra [3 ]
Barth, Thomas F. E. [4 ]
Beer, Ambros J. [5 ]
Baumhauer, Matthias [6 ]
Meier, Reinhard [1 ]
Beer, Meinrad [1 ]
Schmidt, Stefan A. [1 ]
机构
[1] Univ Hosp Ulm, Dept Diagnost & Intervent Radiol, Albert Einstein Allee 23, D-89081 Ulm, Germany
[2] Univ Hosp Ulm, Dept Internal Med 3, Albert Einstein Allee 23, D-89081 Ulm, Germany
[3] Univ Hosp Ulm, Dept Trauma Surg, Albert Einstein Allee 23, D-89081 Ulm, Germany
[4] Univ Ulm, Inst Pathol, Albert Einstein Allee 23, D-89081 Ulm, Germany
[5] Univ Hosp Ulm, Dept Nucl Med, Albert Einstein Allee 23, D-89081 Ulm, Germany
[6] Mint Med, Friedrich Ebert Str 2, D-69221 Dossenheim, Germany
关键词
Magnetic resonance imaging; Texture analysis; Tissue characterisation; Chondrosarcoma; Enchondroma; CARTILAGINOUS TUMORS; CLINICOPATHOLOGICAL ANALYSIS; RETICULATED FOAM; NEEDLE-BIOPSY; HETEROGENEITY; CANCER; BONE; DIFFERENTIATION; LESIONS; BENIGN;
D O I
10.1007/s00330-017-5014-6
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 explore the diagnostic value of MRI-based 3D texture analysis to identify texture features that can be used for discrimination of low-grade chondrosarcoma from enchondroma. Eleven patients with low-grade chondrosarcoma and 11 patients with enchondroma were retrospectively evaluated. Texture analysis was performed using mint Lesion: Kurtosis, entropy, skewness, mean of positive pixels (MPP) and uniformity of positive pixel distribution (UPP) were obtained in four MRI sequences and correlated with histopathology. The Mann-Whitney U-test and receiver operating characteristic (ROC) analysis were performed to identify most discriminative texture features. Sensitivity, specificity, accuracy and optimal cut-off values were calculated. Significant differences were found in four of 20 texture parameters with regard to the different MRI sequences (p < 0.01). The area under the ROC curve values to discriminate chondrosarcoma from enchondroma were 0.876 and 0.826 for kurtosis and skewness in contrast-enhanced T1 (ceT1w), respectively; in non-contrast T1, values were 0.851 and 0.822 for entropy and UPP, respectively. The highest discriminatory power had kurtosis in ceT1w with a cut-off >= 3.15 to identify low-grade chondrosarcoma (82 % sensitivity, 91 % specificity, accuracy 86 %). MRI-based 3D texture analysis might be able to discriminate low-grade chondrosarcoma from enchondroma by a variety of texture parameters. aEuro cent MRI texture analysis may assist in differentiating low-grade chondrosarcoma from enchondroma. aEuro cent Kurtosis in the contrast-enhanced T1w has the highest power of discrimination. aEuro cent Tools provide insight into tumour characterisation as a non-invasive imaging biomarker.
引用
收藏
页码:468 / 477
页数:10
相关论文
共 60 条
[1]  
[Anonymous], 2014, Handbook of Biological Statistics Internet
[2]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[3]  
Berquist T H, 2000, Radiology, V215 Suppl, P261
[4]   Benign and malignant cartilage tumors of bone and joint: Their anatomic and theoretical basis with an emphasis on radiology, pathology and clinical biology .1. The intramedullary cartilage tumors [J].
Brien, EW ;
Mirra, JM ;
Kerr, R .
SKELETAL RADIOLOGY, 1997, 26 (06) :325-353
[5]   The causes and consequences of genetic heterogeneity in cancer evolution [J].
Burrell, Rebecca A. ;
McGranahan, Nicholas ;
Bartek, Jiri ;
Swanton, Charles .
NATURE, 2013, 501 (7467) :338-345
[6]   False Discovery Rates in PET and CT Studies with Texture Features: A Systematic Review [J].
Chalkidou, Anastasia ;
O'Doherty, Michael J. ;
Marsden, Paul K. .
PLOS ONE, 2015, 10 (05)
[7]   Breast cancer chemoresistance: Emerging importance of cancer stem cells [J].
Chuthapisith, Suebwong ;
Eremin, Jennifer ;
El-Sheemey, Mohamed ;
Eremin, Oleg .
SURGICAL ONCOLOGY-OXFORD, 2010, 19 (01) :27-32
[8]   Can imaging criteria distinguish enchondroma from grade 1 chondrosarcoma? [J].
Crim, Julia ;
Schmidt, Robert ;
Layfield, Lester ;
Hanrahan, Christopher ;
Manaster, Betty Jean .
EUROPEAN JOURNAL OF RADIOLOGY, 2015, 84 (11) :2222-2230
[9]   Assessment of tumor heterogeneity: An emerging imaging tool for clinical practice? [J].
Davnall F. ;
Yip C.S.P. ;
Ljungqvist G. ;
Selmi M. ;
Ng F. ;
Sanghera B. ;
Ganeshan B. ;
Miles K.A. ;
Cook G.J. ;
Goh V. .
Insights into Imaging, 2012, 3 (6) :573-589
[10]   Dynamic contrast-enhanced MR imaging for differentiation between enchondroma and chondrosarcoma [J].
De Coninck, T. ;
Jans, L. ;
Sys, G. ;
Huysse, W. ;
Verstraeten, T. ;
Forsyth, R. ;
Poffyn, B. ;
Verstraete, K. .
EUROPEAN RADIOLOGY, 2013, 23 (11) :3140-3152