Towards virtual electrical breast biopsy: space-frequency MUSIC for trans-admittance data
Tóm tắt
Breast cancer diagnosis may be improved by electrical immittance measurements. We have developed a novel method, space-frequency MUItiple Signal Classification (MUSIC), to determine three-dimensional positions and electrical parameters of focal lesions from multifrequency trans-admittance data recorded with a planar electrode array. A homogeneous infinite volume conductor containing focal inhomogeneities proved to be a useful patient-independent model for the breast containing focal lesions. Lesions polarized through the externally applied electric field are considered as distributions of aligned dipoles. Independence of the lesions' shape and size is achieved by a multipole expansion of such a dipole distribution. Thus, lesions are described by point-like multipoles. Their admittance contributions are given by a sum over products of multipole-specific source-sensor transfer functions, called lead fields, multiplied by their moments. Lesion localization corresponds to multipole search, and uses orthonormalized lead fields for comparison with a signal subspace from a singular value analysis of a space-frequency data matrix. At the locations found, the moments' frequency behavior is calculated which is assumed to be tissue-specific due to their dependence on conductivities. Results from clinical data show that space-frequency MUSIC successfully localizes lesions. Tissue differentiation might be possible, especially when the frequency range of the measurement system will be increased.
Từ khóa
#Breast biopsy #Multiple signal classification #Lesions #Frequency #Breast cancer #Electric variables measurement #Pattern classification #Electrodes #Conductors #Nonuniform electric fieldsTài liệu tham khảo
grimnes, 2000, Bioimpedance & Bioelectricity Basics
jackson, 1975, Classical Electrodynamics
scholz, 2000, on electrical impedance scanning—principles and simulations, electromedica, 68, 35
boettcher, 1973, Theory of Electric Polarization
pohl, 1978, Dielectrophoresis
10.1007/978-1-4757-9456-4
10.1088/0031-9155/32/1/004
10.1137/1.9780898719604
golub, 1996, Matrix Computations
10.1007/BF02520002
10.1088/0967-3334/22/1/301
1998, transcan t-scan 2000 gets panel nod as mammography adjunct, Gray Sheet Med Devices Diagnostics Instrum, 24, 5
10.1109/10.141192
10.1109/TAP.1986.1143830
10.1007/BF01195253
10.1016/S0939-3889(15)70669-0
2001, Breast cancer diagnosis
2001
10.1002/mrm.1910350604
10.1088/0967-3334/19/1/006