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Subject-specific bone attenuation correction for brain PET/MR: can ZTE-MRI substitute CT scan accurately?
- Source :
- Physics in Medicine and Biology, Physics in Medicine and Biology, 2017, 62 (19), pp.7814-7832. ⟨10.1088/1361-6560/aa8851⟩, Physics in Medicine and Biology, IOP Publishing, 2017, 62 (19), pp.7814-7832. ⟨10.1088/1361-6560/aa8851⟩
- Publication Year :
- 2017
- Publisher :
- IOP Publishing, 2017.
-
Abstract
- In brain PET/MR applications, accurate attenuation maps are required for accurate PET image quantification. An implemented attenuation correction (AC) method for brain imaging is the single-atlas approach that estimates an AC map from an averaged CT template. As an alternative, we propose to use a zero echo time (ZTE) pulse sequence to segment bone, air and soft tissue. A linear relationship between histogram normalized ZTE intensity and measured CT density in Hounsfield units ([Formula: see text]) in bone has been established thanks to a CT-MR database of 16 patients. Continuous AC maps were computed based on the segmented ZTE by setting a fixed linear attenuation coefficient (LAC) to air and soft tissue and by using the linear relationship to generate continuous μ values for the bone. Additionally, for the purpose of comparison, four other AC maps were generated: a ZTE derived AC map with a fixed LAC for the bone, an AC map based on the single-atlas approach as provided by the PET/MR manufacturer, a soft-tissue only AC map and, finally, the CT derived attenuation map used as the gold standard (CTAC). All these AC maps were used with different levels of smoothing for PET image reconstruction with and without time-of-flight (TOF). The subject-specific AC map generated by combining ZTE-based segmentation and linear scaling of the normalized ZTE signal into [Formula: see text] was found to be a good substitute for the measured CTAC map in brain PET/MR when used with a Gaussian smoothing kernel of [Formula: see text] corresponding to the PET scanner intrinsic resolution. As expected TOF reduces AC error regardless of the AC method. The continuous ZTE-AC performed better than the other alternative MR derived AC methods, reducing the quantification error between the MRAC corrected PET image and the reference CTAC corrected PET image.
- Subjects :
- Male
Lung Neoplasms
Gaussian blur
[SDV.IB.MN]Life Sciences [q-bio]/Bioengineering/Nuclear medicine
Iterative reconstruction
Digestive System Neoplasms
Bone and Bones
030218 nuclear medicine & medical imaging
Cohort Studies
03 medical and health sciences
symbols.namesake
0302 clinical medicine
Hounsfield scale
Histogram
Image Processing, Computer-Assisted
Humans
Radiology, Nuclear Medicine and imaging
ComputingMilieux_MISCELLANEOUS
Aged
Physics
Radiological and Ultrasound Technology
business.industry
Attenuation
Brain
Magnetic Resonance Imaging
Positron-Emission Tomography
Attenuation coefficient
[PHYS.PHYS.PHYS-MED-PH]Physics [physics]/Physics [physics]/Medical Physics [physics.med-ph]
symbols
Female
Tomography, X-Ray Computed
Nuclear medicine
business
Correction for attenuation
Algorithms
030217 neurology & neurosurgery
Smoothing
Biomedical engineering
Subjects
Details
- ISSN :
- 13616560 and 00319155
- Volume :
- 62
- Database :
- OpenAIRE
- Journal :
- Physics in Medicine & Biology
- Accession number :
- edsair.doi.dedup.....0dc906ceaf9db6e8e2e7be464b2022d9
- Full Text :
- https://doi.org/10.1088/1361-6560/aa8851