Quantitative breast lesion classification based on multichannel distributions in shear-wave imaging

作者: Chung-Ming Lo , Yi-Chen Lai , Yi-Hong Chou , Ruey-Feng Chang

DOI: 10.1016/J.CMPB.2015.09.004

关键词:

摘要: A computer-aided diagnosis (CAD) system based on the quantified color distributions in shear wave elastography (SWE) was developed.The combination of proposed CAD using SWE features and BI-RADS assessment would provide a promising diagnostic suggestion.Spatial correlation combined with kPa-weighted information as feature to reduce influence noises far from tumor. Background objectivesA shear-wave developed evaluate malignancies breast tumors. MethodsFor 57 benign 31 malignant tumors, 18 were extracted regions interest (ROI), including tumor peritumoral areas. In ROI, histogram each channel described moments such mean, variance, skewness, kurtosis. Moreover, three channels vector tissue elasticity. The then logistic regression classifier for classification. ResultsThe performance achieved an accuracy 81%. Combining obtained Az improvement 0.77 0.89 (p-value <0.05). ConclusionsThe suggestion.

参考文章(33)
Richard A. Groeneveld, Glen Meeden, Measuring Skewness and Kurtosis The Statistician. ,vol. 33, pp. 391- 399 ,(1984) , 10.2307/2987742
Fleury Ede F, Fleury Jc, Roveda D, Piato S, New elastographic classification of breast lesions during and after compression. Diagnostic and Interventional Radiology. ,vol. 15, pp. 96- 103 ,(2009)
Andy Field, Jeremy Miles, Discovering Statistics Using SPSS ,(2000)
Karen Drukker, Maryellen L. Giger, Charles E. Metz, Robustness of computerized lesion detection and classification scheme across different breast US platforms. Radiology. ,vol. 237, pp. 834- 840 ,(2005) , 10.1148/RADIOL.2373041418
Kathy Nightingale, Acoustic Radiation Force Impulse (ARFI) Imaging: a Review. Current Medical Imaging Reviews. ,vol. 7, pp. 328- 339 ,(2011) , 10.2174/157340511798038657
Stanley Lemeshow, David W. Hosmer, Applied Logistic Regression ,(1989)
Pei-Ching Huang, Pai-Chi Li, Vector quantization of RF channel data for ultrasound imaging. Ultrasonic Imaging. ,vol. 35, pp. 3- 16 ,(2013) , 10.1177/0161734612471665
Woo Kyung Moon, Chung-Ming Lo, Jung Min Chang, Chiun-Sheng Huang, Jeon-Hor Chen, Ruey-Feng Chang, Computer‐aided classification of breast masses using speckle features of automated breast ultrasound images Medical Physics. ,vol. 39, pp. 6465- 6473 ,(2012) , 10.1118/1.4754801
Robert J Tibshirani, Bradley Efron, An introduction to the bootstrap ,(1993)
Yan-Hao Huang, Yeun-Chung Chang, Chiun-Sheng Huang, Tsung-Ju Wu, Jeon-Hor Chen, Ruey-Feng Chang, Computer-aided diagnosis of mass-like lesion in breast MRI Computer Methods and Programs in Biomedicine. ,vol. 112, pp. 508- 517 ,(2013) , 10.1016/J.CMPB.2013.08.016