Quantitative evaluation of the effect of attenuation correction in SPECT images with CT-derived attenuation

In this study, we assessed the importance of attenuation correction by quantitative evaluation of errors associated with attenuation in myocardial SPECT in a phantom study. To do attenuation correction we use an attenuation map derived from X-ray CT data. The succession of attenuation correction highly depends on high quality of attenuation maps. CT derived attenuation map in related to non-uniform attenuation correction is used to do transmission dependent scatter correction. The OSEM algorithm with attenuation model was developed and used for attenuation correction during image reconstruction. Finally a comparison was done between reconstructed images using our OSEM code and analytical FBP method. The results of measurements show that: Our programs are capable to reconstruct SPECT images and correct the attenuation effects. Moreover to evaluate reconstructed image quality before and after attenuation correction we applied a famous approach using Image Quality Index. Attenuation correction increases the quality and quantity factors in both methods. This increasing is independent of activity in quantity factor and decrease with activity in quality factor. Both quantitative and qualitative of SPECT images were improved by attenuation correction. In both OSEM and FBP the activity ratio of heart phantom in comparison with the markers was very increased. So the attenuation correction in fat patients and low activity is recommended. Attenuation correction with CT images and OSEM reconstruction in the condition of complete registration yields superior results.

[1]  Nasser Kehtarnavaz,et al.  Computationally efficient optic nerve head detection in retinal fundus images , 2014, Biomed. Signal Process. Control..

[2]  E. Hoffman,et al.  Quantitation in Positron Emission Computed Tomography: 1. Effect of Object Size , 1979, Journal of computer assisted tomography.

[3]  Jeffrey A. Fessler,et al.  Iterative Methods for Image Reconstruction , 2006 .

[4]  Michael Wilk,et al.  Gamma camera-mounted anatomical X-ray tomography: technology, system characteristics and first images , 2000, European Journal of Nuclear Medicine.

[5]  T. Bateman,et al.  Attenuation correction single-photon emission computed tomography myocardial perfusion imaging. , 2005, Seminars in nuclear medicine.

[6]  K. Lange,et al.  A Theoretical Study of Some Maximum Likelihood Algorithms for Emission and Transmission Tomography , 1987, IEEE Transactions on Medical Imaging.

[7]  Frans J. Th. Wackers,et al.  Clinical validation of SPECT attenuation correction using x-ray computed tomography—derived attenuation maps: Multicenter clinical trial with angiographic correlation , 2005, Journal of nuclear cardiology : official publication of the American Society of Nuclear Cardiology.

[8]  M A King,et al.  Comparing filtered backprojection and ordered-subsets expectation maximization for small-lesion detection and localization in 67Ga SPECT. , 2000, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[9]  Eric C Frey,et al.  A Monte Carlo and physical phantom evaluation of quantitative In-111 SPECT , 2005, Physics in medicine and biology.

[10]  Meysam Tavakoli,et al.  Effect of two different preprocessing steps in detection of optic nerve head in fundus images , 2017, Medical Imaging.

[11]  Michael A. King,et al.  Quantitative myocardial perfusion SPECT , 1998, Journal of nuclear cardiology : official publication of the American Society of Nuclear Cardiology.

[12]  A. Bovik,et al.  A universal image quality index , 2002, IEEE Signal Processing Letters.

[13]  S Shcherbinin,et al.  Accuracy of quantitative reconstructions in SPECT/CT imaging , 2008, Physics in medicine and biology.

[14]  Faraz Kalantari,et al.  Attenuation correction in SPECT images using attenuation map estimation with its emission data , 2017, Medical Imaging.

[15]  M. King,et al.  Attenuation compensation for cardiac single-photon emission computed tomographic imaging: Part 1. Impact of attenuation and methods of estimating attenuation maps , 1995, Journal of nuclear cardiology : official publication of the American Society of Nuclear Cardiology.

[16]  Soo Chin Liew,et al.  Noise propagation in SPECT images reconstructed using an iterative maximum-likelihood algorithm , 1993 .

[17]  Michael A. King,et al.  CHAPTER 22 – Attenuation, Scatter, and Spatial Resolution Compensation in SPECT , 2004 .

[18]  Matt A. King,et al.  Attenuation compensation for cardiac single-photon emission computed tomographic imaging: Part 2. Attenuation compensation algorithms , 1996, Journal of nuclear cardiology : official publication of the American Society of Nuclear Cardiology.

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

[20]  Reza Pourreza-Shahri,et al.  A complementary method for automated detection of microaneurysms in fluorescein angiography fundus images to assess diabetic retinopathy , 2013, Pattern Recognit..

[21]  Kenji Yutani,et al.  Correction of nonuniform attenuation and image fusion in SPECT imaging by means of separate X-ray CT , 2002, Annals of nuclear medicine.

[22]  Clive Baldock,et al.  Quantitative SPECT reconstruction using CT-derived corrections , 2008, Physics in medicine and biology.

[23]  Lee-Tzuu Chang,et al.  A Method for Attenuation Correction in Radionuclide Computed Tomography , 1978, IEEE Transactions on Nuclear Science.

[24]  M A Viergever,et al.  SPECT scatter modelling in non-uniform attenuating objects. , 1997, Physics in medicine and biology.

[25]  M E Noz,et al.  CT-SPECT fusion to correlate radiolabeled monoclonal antibody uptake with abdominal CT findings. , 1989, Radiology.

[26]  K. Lange,et al.  EM reconstruction algorithms for emission and transmission tomography. , 1984, Journal of computer assisted tomography.

[27]  Habib Zaidi,et al.  Determination of the attenuation map in emission tomography. , 2003, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[28]  J R Perry,et al.  Correction of nonuniform attenuation in cardiac SPECT imaging. , 1989, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[29]  E G DePuey,et al.  How to detect and avoid myocardial perfusion SPECT artifacts. , 1994, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[30]  G. Gullberg,et al.  A simulation of emission and transmission noise propagation in cardiac SPECT imaging with nonuniform attenuation correction. , 1994, Medical physics.

[31]  I. Buvat,et al.  Relative impact of scatter, attenuation, collimator response and finite spatial resolution corrections in cardiac SPECT , 2000 .

[32]  J. Strzelczyk The Essential Physics of Medical Imaging , 2003 .

[33]  J S Fleming,et al.  A technique for using CT images in attenuation correction and quantification in SPECT. , 1989, Nuclear medicine communications.

[34]  R L Wahl,et al.  CT-SPECT fusion plus conjugate views for determining dosimetry in iodine-131-monoclonal antibody therapy of lymphoma patients. , 1994, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[35]  Eero P. Simoncelli,et al.  Image quality assessment: from error visibility to structural similarity , 2004, IEEE Transactions on Image Processing.

[36]  M Ljungberg,et al.  Attenuation and scatter correction in SPECT for sources in a nonhomogeneous object: a monte Carlo study. , 1991, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[37]  H Zaidi,et al.  Relevance of accurate Monte Carlo modeling in nuclear medical imaging. , 1999, Medical physics.

[38]  H. Malcolm Hudson,et al.  Accelerated image reconstruction using ordered subsets of projection data , 1994, IEEE Trans. Medical Imaging.

[39]  A. Larsson Corrections for improved quantitative accuracy in SPECT and planar scintigraphic imaging , 2005 .

[40]  M Ljungberg,et al.  Attenuation correction in SPECT based on transmission studies and Monte Carlo simulations of build-up functions. , 1990, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[41]  Mingshan Sun,et al.  Correction of photon attenuation and collimator response for a body-contouring SPECT/CT imaging system. , 2005, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[42]  B. H. Hasegawa,et al.  Investigation of the use of X-ray CT images for attenuation compensation in SPECT , 1994 .

[43]  X. Wu,et al.  Attenuation correction of SPECT using X-ray CT on an emission-transmission CT system: Myocardial perfusion assessment , 1995, 1995 IEEE Nuclear Science Symposium and Medical Imaging Conference Record.

[44]  P H Murphy,et al.  Radionuclide emission computed tomography of the head with 99mCc and a scintillation camera. , 1977, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[45]  Michel Defrise,et al.  Interest of the ordered subsets expectation maximization (OS-EM) algorithm in pinhole single-photon emission tomography reconstruction: a phantom study , 2000, European Journal of Nuclear Medicine.

[46]  T. Banaee,et al.  Radon transform technique for linear structures detection: Application to vessel detection in fluorescein angiography fundus images , 2011, 2011 IEEE Nuclear Science Symposium Conference Record.

[47]  Patrick Dupont,et al.  Simultaneous maximum a posteriori reconstruction of attenuation and activity distributions from emission sinograms , 1999, IEEE Transactions on Medical Imaging.

[48]  Joachim Hornegger,et al.  Quantitative Accuracy of Clinical 99mTc SPECT/CT Using Ordered-Subset Expectation Maximization with 3-Dimensional Resolution Recovery, Attenuation, and Scatter Correction , 2010, Journal of Nuclear Medicine.