Skip to main content
Erschienen in: Journal of Nuclear Cardiology 5/2016

01.10.2016 | Original Article

Simultaneous reconstruction of attenuation and activity in cardiac PET can remove CT misalignment artifacts

verfasst von: L. Presotto, PhD, E. Busnardo, MD, D. Perani, MD, L. Gianolli, MD, M. C. Gilardi, MSc, V. Bettinardi, MSc

Erschienen in: Journal of Nuclear Cardiology | Ausgabe 5/2016

Einloggen, um Zugang zu erhalten

Abstract

Background

Misalignment between positron emission tomography (PET) and computed tomography (CT) data is known to generate artifactual defects in cardiac PET images due to imprecise attenuation correction (AC). In this work, the use of a maximum likelihood attenuation and activity (MLAA) algorithm is proposed to avoid such artifacts in time-of-flight (TOF) PET.

Methods

MLAA was implemented and tested using a thorax/heart phantom and retrospectively on fourteen 13N-ammonia PET/CT perfusion studies. Global and local misalignments between PET and CT data were generated by shifting matched CT images or using CT data representative of the end-inspiration phase. PET images were reconstructed with MLAA and a 3D-ordered-subsets-expectation-maximization (OSEM)-TOF algorithm. Images obtained with 3D-OSEM-TOF and matched CT were used as references. These images were compared (qualitatively and semi-quantitatively) with those reconstructed with 3D-OSEM-TOF and MLAA for which a misaligned CT was used, respectively, for AC and initialization.

Results

Phantom experiment proved the capability of MLAA to converge toward the correct emission and attenuation distributions using, as input, only PET emission data, but convergence was very slow. Initializing MLAA with phantom CT images markedly improved convergence speed. In patient studies, when shifted or end-inspiration CT images were used for AC, 3D-OSEM-TOF reconstructions showed artifacts of increasing severity, size, and frequency with increasing mismatch. Such artifacts were absent in the corresponding MLAA images.

Conclusion

The proposed implementation of the MLAA algorithm is a feasible and robust technique to avoid AC mismatch artifacts in cardiac PET studies provided that a CT of the source is available, even if poorly aligned.
Anhänge
Nur mit Berechtigung zugänglich
Literatur
2.
Zurück zum Zitat Ghosh N, Rimoldi OE, Beanlands RS, Camici PG. Assessment of myocardial ischaemia and viability: Role of positron emission tomography. Eur Heart J 2010;31:2984-95.CrossRefPubMed Ghosh N, Rimoldi OE, Beanlands RS, Camici PG. Assessment of myocardial ischaemia and viability: Role of positron emission tomography. Eur Heart J 2010;31:2984-95.CrossRefPubMed
3.
Zurück zum Zitat Martinez-Möller A, Souvatzoglou M, Navab N, Schwaiger M, Nekolla SG. Artifacts from misaligned CT in cardiac perfusion PET/CT studies: Frequency, effects, and potential solutions. J Nucl Med 2007;48:188-93.PubMed Martinez-Möller A, Souvatzoglou M, Navab N, Schwaiger M, Nekolla SG. Artifacts from misaligned CT in cardiac perfusion PET/CT studies: Frequency, effects, and potential solutions. J Nucl Med 2007;48:188-93.PubMed
4.
Zurück zum Zitat Gould KL, Pan T, Loghin C, Johnson NP, Guha A, Sdringola S. Frequent diagnostic errors in cardiac PET/CT due to misregistration of CT attenuation and emission PET images: A definitive analysis of causes, consequences, and corrections. J Nucl Med 2007;48:1112-21.CrossRefPubMed Gould KL, Pan T, Loghin C, Johnson NP, Guha A, Sdringola S. Frequent diagnostic errors in cardiac PET/CT due to misregistration of CT attenuation and emission PET images: A definitive analysis of causes, consequences, and corrections. J Nucl Med 2007;48:1112-21.CrossRefPubMed
5.
Zurück zum Zitat Le Meunier L, Maass-Moreno R, Carrasquillo JA, Dieckmann W, Bacharach SL. PET/CT imaging: Effect of respiratory motion on apparent myocardial uptake. J Nucl Cardiol 2006;13:821-30.CrossRefPubMed Le Meunier L, Maass-Moreno R, Carrasquillo JA, Dieckmann W, Bacharach SL. PET/CT imaging: Effect of respiratory motion on apparent myocardial uptake. J Nucl Cardiol 2006;13:821-30.CrossRefPubMed
6.
Zurück zum Zitat Slomka PJ, Diaz-Zamudio M, Dey D, Motwani M, Brodov Y, Choi D, et al. Automatic registration of misaligned CT attenuation correction maps in Rb-82 PET/CT improves detection of angiographically significant coronary artery disease. J Nucl Cardiol 2015. doi:10.1007/s12350-014-0060-9. Slomka PJ, Diaz-Zamudio M, Dey D, Motwani M, Brodov Y, Choi D, et al. Automatic registration of misaligned CT attenuation correction maps in Rb-82 PET/CT improves detection of angiographically significant coronary artery disease. J Nucl Cardiol 2015. doi:10.​1007/​s12350-014-0060-9.
7.
Zurück zum Zitat Pourmoghaddas A, Klein R, deKemp RA, Wells RG. Respiratory phase alignment improves blood-flow quantification in Rb82 PET myocardial perfusion imaging. Med Phys 2013;40:022503.CrossRefPubMed Pourmoghaddas A, Klein R, deKemp RA, Wells RG. Respiratory phase alignment improves blood-flow quantification in Rb82 PET myocardial perfusion imaging. Med Phys 2013;40:022503.CrossRefPubMed
9.
Zurück zum Zitat Alessio AM, Kinahan PE, Champley KM, Caldwell JH. Attenuation-emission alignment in cardiac PET/CT based on consistency conditions. Med Phys 2010;37:1191-200.CrossRefPubMedPubMedCentral Alessio AM, Kinahan PE, Champley KM, Caldwell JH. Attenuation-emission alignment in cardiac PET/CT based on consistency conditions. Med Phys 2010;37:1191-200.CrossRefPubMedPubMedCentral
10.
Zurück zum Zitat Bond S, Kadir T, Hamil J, Casey M, Platsch G, Burckhardt D, et al. Automatic registration of cardiac PET/CT for attenuation correction. In: Nuclear Science Symposium Conference Record, 2008. NSS’08. IEEE (p. 5512-7). Bond S, Kadir T, Hamil J, Casey M, Platsch G, Burckhardt D, et al. Automatic registration of cardiac PET/CT for attenuation correction. In: Nuclear Science Symposium Conference Record, 2008. NSS’08. IEEE (p. 5512-7).
11.
Zurück zum Zitat Khurshid K, McGough RJ, Berger K. Automated cardiac motion compensation in PET/CT for accurate reconstruction of PET myocardial perfusion images. Phys Med Biol 2008;53:5705-18.CrossRefPubMed Khurshid K, McGough RJ, Berger K. Automated cardiac motion compensation in PET/CT for accurate reconstruction of PET myocardial perfusion images. Phys Med Biol 2008;53:5705-18.CrossRefPubMed
12.
Zurück zum Zitat Nye JA, Hamill J, Tudorascu D, Carew J, Esteves F, Votaw JR. Comparison of low-pitch and respiratory-averaged CT protocols for attenuation correction of cardiac PET studies. Med Phys 2009;36:1618-23.CrossRefPubMed Nye JA, Hamill J, Tudorascu D, Carew J, Esteves F, Votaw JR. Comparison of low-pitch and respiratory-averaged CT protocols for attenuation correction of cardiac PET studies. Med Phys 2009;36:1618-23.CrossRefPubMed
13.
Zurück zum Zitat Souvatzoglou M, Bengel F, Busch R, Kruschke C, Fernolendt H, Lee D, et al. Attenuation correction in cardiac PET/CT with three different CT protocols: A comparison with conventional PET. Eur J Nucl Med Mol Imaging 2007;34:1991-2000.CrossRefPubMed Souvatzoglou M, Bengel F, Busch R, Kruschke C, Fernolendt H, Lee D, et al. Attenuation correction in cardiac PET/CT with three different CT protocols: A comparison with conventional PET. Eur J Nucl Med Mol Imaging 2007;34:1991-2000.CrossRefPubMed
14.
Zurück zum Zitat Nye JA, Esteves F, Votaw JR. Minimizing artifacts resulting from respiratory and cardiac motion by optimization of the transmission scan in cardiac PET/CT. Med Phys 2007;34:1901-6.CrossRefPubMed Nye JA, Esteves F, Votaw JR. Minimizing artifacts resulting from respiratory and cardiac motion by optimization of the transmission scan in cardiac PET/CT. Med Phys 2007;34:1901-6.CrossRefPubMed
15.
Zurück zum Zitat Alessio AM, Kohlmyer S, Branch K, Chen G, Caldwell J, Kinahan P. Cine CT for attenuation correction in cardiac PET/CT. J Nucl Med 2007;48:794-801.CrossRefPubMedPubMedCentral Alessio AM, Kohlmyer S, Branch K, Chen G, Caldwell J, Kinahan P. Cine CT for attenuation correction in cardiac PET/CT. J Nucl Med 2007;48:794-801.CrossRefPubMedPubMedCentral
16.
Zurück zum Zitat Dorbala S, Di Carli MF, Delbeke D, Abbara S, DePuey EG, Dilsizian V, et al. SNMMI/ASNC/SCCT guideline for cardiac SPECT/CT and PET/CT 1.0. J Nucl Med 2013;54:1485-507.CrossRefPubMed Dorbala S, Di Carli MF, Delbeke D, Abbara S, DePuey EG, Dilsizian V, et al. SNMMI/ASNC/SCCT guideline for cardiac SPECT/CT and PET/CT 1.0. J Nucl Med 2013;54:1485-507.CrossRefPubMed
17.
Zurück zum Zitat Censor Y, Gustafson DE, Lent A, Tuy H. A new approach to the emission computerized tomography problem: Simultaneous calculation of attenuation and activity coefficients. IEEE Trans Nucl Sci 1979;26:2775-9.CrossRef Censor Y, Gustafson DE, Lent A, Tuy H. A new approach to the emission computerized tomography problem: Simultaneous calculation of attenuation and activity coefficients. IEEE Trans Nucl Sci 1979;26:2775-9.CrossRef
18.
Zurück zum Zitat Nuyts J, Dupont P, Stroobants S, Benninck R, Mortelmans L, Suetens P. Simultaneous maximum a posteriori reconstruction of attenuation and activity distributions from emission sinograms. IEEE Trans Med Imaging 1999;18:393-403.CrossRefPubMed Nuyts J, Dupont P, Stroobants S, Benninck R, Mortelmans L, Suetens P. Simultaneous maximum a posteriori reconstruction of attenuation and activity distributions from emission sinograms. IEEE Trans Med Imaging 1999;18:393-403.CrossRefPubMed
19.
Zurück zum Zitat Rezaei A, Defrise M, Bal G, Michel C, Conti M, Watson C, Nuyts J. Simultaneous reconstruction of activity and attenuation in time-of-flight PET. IEEE Trans Med Imaging 2012;31:2224-33.CrossRefPubMed Rezaei A, Defrise M, Bal G, Michel C, Conti M, Watson C, Nuyts J. Simultaneous reconstruction of activity and attenuation in time-of-flight PET. IEEE Trans Med Imaging 2012;31:2224-33.CrossRefPubMed
20.
Zurück zum Zitat Defrise M, Rezaei A, Nuyts J. Time-of-flight PET data determine the attenuation sinogram up to a constant. Phys Med Biol 2012;57:885.CrossRefPubMed Defrise M, Rezaei A, Nuyts J. Time-of-flight PET data determine the attenuation sinogram up to a constant. Phys Med Biol 2012;57:885.CrossRefPubMed
21.
Zurück zum Zitat Presotto L, Gianolli L, Gilardi MC, Bettinardi V. Evaluation of image reconstruction algorithms encompassing time-of-flight and point spread function modelling for quantitative cardiac PET: Phantom studies. J Nucl Cardiol 2015;22:351-63.CrossRefPubMed Presotto L, Gianolli L, Gilardi MC, Bettinardi V. Evaluation of image reconstruction algorithms encompassing time-of-flight and point spread function modelling for quantitative cardiac PET: Phantom studies. J Nucl Cardiol 2015;22:351-63.CrossRefPubMed
22.
Zurück zum Zitat Bettinardi V, Presotto L, Rapisarda E, Picchio M, Gianolli L, Gilardi MC. Physical performance of the new hybrid PET/CT discovery-690. Med Phys 2011;38:5394-411.CrossRefPubMed Bettinardi V, Presotto L, Rapisarda E, Picchio M, Gianolli L, Gilardi MC. Physical performance of the new hybrid PET/CT discovery-690. Med Phys 2011;38:5394-411.CrossRefPubMed
23.
Zurück zum Zitat Bettinardi V, De Bernardi E, Presotto L, Gilardi MC. Motion-tracking hardware and advanced applications in PET and PET/CT. PET Clin 2013;8:11-28.CrossRefPubMed Bettinardi V, De Bernardi E, Presotto L, Gilardi MC. Motion-tracking hardware and advanced applications in PET and PET/CT. PET Clin 2013;8:11-28.CrossRefPubMed
24.
Zurück zum Zitat Cerqueira MD, Weissman NJ, Dilsizian V, Jacobs AK, Kaul S, Laskey WK, et al. Standardized myocardial segmentation and nomenclature for tomographic imaging of the heart. Circulation 2002;105:539-42.CrossRefPubMed Cerqueira MD, Weissman NJ, Dilsizian V, Jacobs AK, Kaul S, Laskey WK, et al. Standardized myocardial segmentation and nomenclature for tomographic imaging of the heart. Circulation 2002;105:539-42.CrossRefPubMed
25.
Zurück zum Zitat Porenta G, Kuhle W, Czernin J, Ratib O, Brunken RC, Phelps ME, Schelbert HR. Semiquantitative assessment of myocardial blood flow and viability using polar map displays of cardiac PET images. J Nucl Med 1992;33:1628-36.PubMed Porenta G, Kuhle W, Czernin J, Ratib O, Brunken RC, Phelps ME, Schelbert HR. Semiquantitative assessment of myocardial blood flow and viability using polar map displays of cardiac PET images. J Nucl Med 1992;33:1628-36.PubMed
26.
Zurück zum Zitat Beanlands RS, Muzik O, Hutchins GD, Wolfe ER, Schwaiger M. Heterogeneity of regional nitrogen 13-labeled ammonia tracer distribution in the normal human heart: Comparison with rubidium 82 and copper 62-labeled PTSM. J Nucl Cardiol 1994;1:225-35.CrossRefPubMed Beanlands RS, Muzik O, Hutchins GD, Wolfe ER, Schwaiger M. Heterogeneity of regional nitrogen 13-labeled ammonia tracer distribution in the normal human heart: Comparison with rubidium 82 and copper 62-labeled PTSM. J Nucl Cardiol 1994;1:225-35.CrossRefPubMed
27.
Zurück zum Zitat Nuyts J, De Man B, Dupont P, Defrise M, Suetens P, Mortelmans L. Iterative reconstruction for helical CT: A simulation study. Phys Med Biol 1998;43:729.CrossRefPubMed Nuyts J, De Man B, Dupont P, Defrise M, Suetens P, Mortelmans L. Iterative reconstruction for helical CT: A simulation study. Phys Med Biol 1998;43:729.CrossRefPubMed
Metadaten
Titel
Simultaneous reconstruction of attenuation and activity in cardiac PET can remove CT misalignment artifacts
verfasst von
L. Presotto, PhD
E. Busnardo, MD
D. Perani, MD
L. Gianolli, MD
M. C. Gilardi, MSc
V. Bettinardi, MSc
Publikationsdatum
01.10.2016
Verlag
Springer US
Erschienen in
Journal of Nuclear Cardiology / Ausgabe 5/2016
Print ISSN: 1071-3581
Elektronische ISSN: 1532-6551
DOI
https://doi.org/10.1007/s12350-015-0239-8

Weitere Artikel der Ausgabe 5/2016

Journal of Nuclear Cardiology 5/2016 Zur Ausgabe

„Übersichtlicher Wegweiser“: Lauterbachs umstrittener Klinik-Atlas ist online

17.05.2024 Klinik aktuell Nachrichten

Sie sei „ethisch geboten“, meint Gesundheitsminister Karl Lauterbach: mehr Transparenz über die Qualität von Klinikbehandlungen. Um sie abzubilden, lässt er gegen den Widerstand vieler Länder einen virtuellen Klinik-Atlas freischalten.

„Jeder Fall von plötzlichem Tod muss obduziert werden!“

17.05.2024 Plötzlicher Herztod Nachrichten

Ein signifikanter Anteil der Fälle von plötzlichem Herztod ist genetisch bedingt. Um ihre Verwandten vor diesem Schicksal zu bewahren, sollten jüngere Personen, die plötzlich unerwartet versterben, ausnahmslos einer Autopsie unterzogen werden.

Hirnblutung unter DOAK und VKA ähnlich bedrohlich

17.05.2024 Direkte orale Antikoagulanzien Nachrichten

Kommt es zu einer nichttraumatischen Hirnblutung, spielt es keine große Rolle, ob die Betroffenen zuvor direkt wirksame orale Antikoagulanzien oder Marcumar bekommen haben: Die Prognose ist ähnlich schlecht.

Schlechtere Vorhofflimmern-Prognose bei kleinem linken Ventrikel

17.05.2024 Vorhofflimmern Nachrichten

Nicht nur ein vergrößerter, sondern auch ein kleiner linker Ventrikel ist bei Vorhofflimmern mit einer erhöhten Komplikationsrate assoziiert. Der Zusammenhang besteht nach Daten aus China unabhängig von anderen Risikofaktoren.

Update Kardiologie

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.