Skip to main content
Top
Published in: European Journal of Nuclear Medicine and Molecular Imaging 6/2008

01-06-2008 | Short Communication

MR-based attenuation correction for torso-PET/MR imaging: pitfalls in mapping MR to CT data

Authors: Thomas Beyer, Markus Weigert, Harald H. Quick, Uwe Pietrzyk, Florian Vogt, Christoph Palm, Gerald Antoch, Stefan P. Müller, Andreas Bockisch

Published in: European Journal of Nuclear Medicine and Molecular Imaging | Issue 6/2008

Login to get access

Abstract

Purpose

MR-based attenuation correction (AC) will become an integral part of combined PET/MR systems. Here, we propose a toolbox to validate MR-AC of clinical PET/MRI data sets.

Methods

Torso scans of ten patients were acquired on a combined PET/CT and on a 1.5-T MRI system. MR-based attenuation data were derived from the CT following MR–CT image co-registration and subsequent histogram matching. PET images were reconstructed after CT- (PETCT) and MR-based AC (PETMRI). Lesion-to-background (L/B) ratios were estimated on PETCT and PETMRI.

Results

MR–CT histogram matching leads to a mean voxel intensity difference in the CT- and MR-based attenuation images of 12% (max). Mean differences between PETMRI and PETCT were 19% (max). L/B ratios were similar except for the lung where local misregistration and intensity transformation leads to a biased PETMRI.

Conclusion

Our toolbox can be used to study pitfalls in MR-AC. We found that co-registration accuracy and pixel value transformation determine the accuracy of PETMRI.
Literature
1.
go back to reference Czernin J, Allen-Auerbach M, Schelbert H. Improvements in cancer staging with PET/CT: literature-based evidence as of September 2006. J Nucl Med. 2007;48(Supplement):78S–88S.PubMed Czernin J, Allen-Auerbach M, Schelbert H. Improvements in cancer staging with PET/CT: literature-based evidence as of September 2006. J Nucl Med. 2007;48(Supplement):78S–88S.PubMed
2.
go back to reference Kinahan P, Hasegawa B, Beyer T. X-ray based attenuation correction for PET/CT scanners. Semin Nucl Med. 2003;XXXIII(3):166–79.CrossRef Kinahan P, Hasegawa B, Beyer T. X-ray based attenuation correction for PET/CT scanners. Semin Nucl Med. 2003;XXXIII(3):166–79.CrossRef
3.
go back to reference Schlemmer H, Pichler B, Wienhard K, Schmand M, Nahmias C, Townsend D, et al. Simultaneous MR/PET for brain imaging: first patient scans. J Nucl Med. 2007;48(6):45P. Schlemmer H, Pichler B, Wienhard K, Schmand M, Nahmias C, Townsend D, et al. Simultaneous MR/PET for brain imaging: first patient scans. J Nucl Med. 2007;48(6):45P.
4.
go back to reference Zaidi H, Montandon M-L, Slosman DO. Attenuation compensation in cerebral 3D PET: effect of the attenuation map on absolute and relative quantitation. Eur J Nucl Med Mol Imaging. 2004;31(1):52–63.PubMedCrossRef Zaidi H, Montandon M-L, Slosman DO. Attenuation compensation in cerebral 3D PET: effect of the attenuation map on absolute and relative quantitation. Eur J Nucl Med Mol Imaging. 2004;31(1):52–63.PubMedCrossRef
5.
go back to reference Hofmann M, Steinke F, Judenhofer M, Claussen C, Schoelkopf B, Pichler B. A machine learning approach for determining the PET attenuation map from magnetic resonance images. In: IEEE Nuclear Science Symposium and Medical Imaging Conference; 2006; San Diego, CA: IEEE; 2006. Hofmann M, Steinke F, Judenhofer M, Claussen C, Schoelkopf B, Pichler B. A machine learning approach for determining the PET attenuation map from magnetic resonance images. In: IEEE Nuclear Science Symposium and Medical Imaging Conference; 2006; San Diego, CA: IEEE; 2006.
6.
go back to reference Antoch G, Vogt FM, Freudenberg LS, Nazaradeh F, Goehde SC, Barkhausen J, et al. Whole-body dual-modality PET/CT and whole-body MRI for tumor staging in oncology. JAMA. 2003;290(24):3199–206.PubMedCrossRef Antoch G, Vogt FM, Freudenberg LS, Nazaradeh F, Goehde SC, Barkhausen J, et al. Whole-body dual-modality PET/CT and whole-body MRI for tumor staging in oncology. JAMA. 2003;290(24):3199–206.PubMedCrossRef
7.
go back to reference Beyer T, Antoch G, Blodgett T, Freudenberg L, Akhurst T, Mueller S. Dual-modality PET/CT imaging: the effect of respiratory motion on combined image quality in clinical oncology. Eur J Nucl Med. 2003;30(4):588–96.CrossRef Beyer T, Antoch G, Blodgett T, Freudenberg L, Akhurst T, Mueller S. Dual-modality PET/CT imaging: the effect of respiratory motion on combined image quality in clinical oncology. Eur J Nucl Med. 2003;30(4):588–96.CrossRef
8.
go back to reference Weigert M, Beyer T, Quick HH, Pietrzyk U, Palm C, Müller SP. Generation of a MRI reference data set for the validation of automatic, non-rigid image co-registration algorithms. Nuklearmedizin. 2007;46(2):A116. Weigert M, Beyer T, Quick HH, Pietrzyk U, Palm C, Müller SP. Generation of a MRI reference data set for the validation of automatic, non-rigid image co-registration algorithms. Nuklearmedizin. 2007;46(2):A116.
9.
go back to reference Slomka PJ. Software approach to merging molecular with anatomic information. J Nucl Med. 2004;45(90010):36S–45S.PubMed Slomka PJ. Software approach to merging molecular with anatomic information. J Nucl Med. 2004;45(90010):36S–45S.PubMed
10.
go back to reference Martínez-Möller A, Souvatzoglou M, Botnar R, Navab N, Ziegler S, Schwaiger M, et al. An approach for MR-based attenuation correction for combined MR/PET: effects of ignoring bones. J Nucl Med. 2007;48(suppl 2):156. Martínez-Möller A, Souvatzoglou M, Botnar R, Navab N, Ziegler S, Schwaiger M, et al. An approach for MR-based attenuation correction for combined MR/PET: effects of ignoring bones. J Nucl Med. 2007;48(suppl 2):156.
Metadata
Title
MR-based attenuation correction for torso-PET/MR imaging: pitfalls in mapping MR to CT data
Authors
Thomas Beyer
Markus Weigert
Harald H. Quick
Uwe Pietrzyk
Florian Vogt
Christoph Palm
Gerald Antoch
Stefan P. Müller
Andreas Bockisch
Publication date
01-06-2008
Publisher
Springer-Verlag
Published in
European Journal of Nuclear Medicine and Molecular Imaging / Issue 6/2008
Print ISSN: 1619-7070
Electronic ISSN: 1619-7089
DOI
https://doi.org/10.1007/s00259-008-0734-0

Other articles of this Issue 6/2008

European Journal of Nuclear Medicine and Molecular Imaging 6/2008 Go to the issue