Lesion quantification in dual-modality mammography using expectation maximization with attenuation correction

Conventional X-ray/scintillation mammography does not provide the depth information necessary to quantify the location and concentration of lesion activities in breast tissue. Our group is developing a novel tomographic dual modality system that will provide 3D structural and functional information of the breast. Because of constraints on the gantry geometry and acquisition time, only a limited number of views on one side of the breast can be acquired. In addition, the scatter and attenuation of gamma rays by breast tissue is a major problem for the reconstruction. We present an expectation-maximization (EM) method which naturally takes into account all the factors of noise, limited views, scatter, and attenuation. In a preliminary phantom study our quantification technique obtained results agreeing well with the ground truth.

[1]  Jeffrey A. Fessler,et al.  Ieee Transactions on Image Processing: to Appear Globally Convergent Algorithms for Maximum a Posteriori Transmission Tomography , 2022 .

[2]  D. G. Grant Tomosynthesis: a three-dimensional radiographic imaging technique. , 1972, IEEE transactions on bio-medical engineering.

[3]  L. Feldkamp,et al.  Practical cone-beam algorithm , 1984 .

[4]  D. DeRosier,et al.  The reconstruction of a three-dimensional structure from projections and its application to electron microscopy , 1970, Proceedings of the Royal Society of London. A. Mathematical and Physical Sciences.

[5]  L. Shepp,et al.  Maximum Likelihood Reconstruction for Emission Tomography , 1983, IEEE Transactions on Medical Imaging.

[6]  Max A. Viergever,et al.  Fast SPECT simulation including object shape dependent scatter , 1995, IEEE Trans. Medical Imaging.

[7]  D. Kopans,et al.  Digital tomosynthesis in breast imaging. , 1997, Radiology.

[8]  H R Tang,et al.  Neuroblastoma imaging using a combined CT scanner-scintillation camera and 131I-MIBG. , 2001, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[9]  G.L. Zeng,et al.  Non-uniform attenuation correction using simultaneous transmission and emission converging tomography , 1991, Conference Record of the 1991 IEEE Nuclear Science Symposium and Medical Imaging Conference.