Preliminary assessment of dispersion versus absorption analysis of high spectral and spatial resolution magnetic resonance images in the diagnosis of breast cancer

作者: William A. Weiss , Milica Medved , Gregory S. Karczmar , Maryellen L. Giger

DOI: 10.1117/1.JMI.2.2.024502

关键词: MedicineComputer-aided diagnosisShape analysis (digital geometry)Spectral shape analysisVoxelMedical imagingPathologyReceiver operating characteristicNuclear magnetic resonanceMagnetic resonance imagingLesion

摘要: Water resonance lineshapes observed in breast lesions imaged with high spectral and spatial resolution (HiSS) magnetic imaging have been shown to contain diagnostically useful non-Lorentzian components. The purpose of this work is update a previous method lesion diagnosis by including phase-corrected absorption dispersion spectra. This includes information about the shape complex water resonance, which could improve performance computer-aided classification scheme. characteristics spectra are characterized comparing plot real versus imaginary components spectrum that perfect Lorentzian spectrum, "dispersion absorption" (DISPA) analysis technique. Distortion indicates underlying physiologic changes, be correlated malignancy. These distortions each voxel quantified summing deviations DISPA radius from an ideal over all Fourier components, yielding "total radial difference" (TRD). We limited our those voxels largest TRD. number considered was dependent on size. TRD used classify 15 malignant 8 benign ([Formula: see text] after elimination). Lesion discrimination evaluated for both average variance within lesion. Area under receiver operating characteristic curve (ROC AUC) assess voxel- lesion-based methods task distinguishing between benign. In lesions, yielded AUC 0.89 (95% confidence interval [0.84, 0.91]). difference 0.90 [0.71, 1.00]) 0.84 [0.61, 0.99]). applied spectroscopic HiSS data order identify quantify displaying characteristics. scheme based obtained acquisitions may outperform similar classifier single off-peak component analysis, as it uses details entire instead magnitude at location.

参考文章(20)
Charles E. Metz, Basic principles of ROC analysis Seminars in Nuclear Medicine. ,vol. 8, pp. 283- 298 ,(1978) , 10.1016/S0001-2998(78)80014-2
D. Christopher. Roe, Alan G. Marshall, Stephen H. Smallcombe, Dispersion versus absorption: analysis of line-broadening mechanisms in nuclear magnetic resonance spectrometry Analytical Chemistry. ,vol. 50, pp. 764- 767 ,(1978) , 10.1021/AC50027A024
William A. Weiss, Milica Medved, Gregory S. Karczmar, Maryellen L. Giger, Residual analysis of the water resonance signal in breast lesions imaged with high spectral and spatial resolution (HiSS) MRI: A pilot study Medical Physics. ,vol. 41, pp. 012303- 012303 ,(2014) , 10.1118/1.4851615
Robert E. Bruce, Alan G. Marshall, Linearized dispersion:absorption plots for spectral line-shape analysis The Journal of Physical Chemistry. ,vol. 84, pp. 1372- 1375 ,(1980) , 10.1021/J100448A017
G S Karczmar, S Foxley, X Fan, D Mustafi, C Yang, M A Zamora, M Medved, Quantitative analysis of water proton spectral lineshape: a novel source of contrast in MRI Physics in Medicine and Biology. ,vol. 53, pp. 4509- 4522 ,(2008) , 10.1088/0031-9155/53/17/003
Alan G. Marshall, D. Christopher. Roe, Dispersion versus absorption: spectral line shape analysis for radiofrequency and microwave spectrometry Analytical Chemistry. ,vol. 50, pp. 756- 763 ,(1978) , 10.1021/AC50027A023
Alan G Marshall, D.Christopher Roe, Dispersion vs absorption (DISPA): Effects of digitization, noise, truncation of free induction decay, and zero-filling Journal of Magnetic Resonance. ,vol. 33, pp. 551- 557 ,(1979) , 10.1016/0022-2364(79)90166-5
Milica Medved, Gillian M Newstead, Xiaobing Fan, Yiping P Du, Olufunmilayo I Olopade, Akiko Shimauchi, Marta A Zamora, Gregory S Karczmar, Fourier component imaging of water resonance in the human breast provides markers for malignancy Physics in Medicine and Biology. ,vol. 54, pp. 5767- 5779 ,(2009) , 10.1088/0031-9155/54/19/007