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Improved PET/MRI attenuation correction in the pelvic region using a statistical decomposition method on T2-weighted images
Umeå University, Faculty of Medicine, Department of Radiation Sciences, Radiation Physics.ORCID iD: 0000-0002-3353-6501
Umeå University, Faculty of Medicine, Department of Radiation Sciences, Radiation Physics.ORCID iD: 0000-0002-3731-3612
Umeå University, Faculty of Medicine, Department of Radiation Sciences, Radiation Physics.
Umeå University, Faculty of Medicine, Department of Radiation Sciences, Oncology.
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2020 (English)In: EJNMMI Physics, E-ISSN 2197-7364, Vol. 7, no 1, article id 68Article in journal (Refereed) Published
Abstract [en]

Background: Attenuation correction of PET/MRI is a remaining problem for whole-body PET/MRI. The statistical decomposition algorithm (SDA) is a probabilistic atlas-based method that calculates synthetic CTs from T2-weighted MRI scans. In this study, we evaluated the application of SDA for attenuation correction of PET images in the pelvic region.

Materials and method: Twelve patients were retrospectively selected from an ongoing prostate cancer research study. The patients had same-day scans of [11C]acetate PET/MRI and CT. The CT images were non-rigidly registered to the PET/MRI geometry, and PET images were reconstructed with attenuation correction employing CT, SDA-generated CT, and the built-in Dixon sequence-based method of the scanner. The PET images reconstructed using CT-based attenuation correction were used as ground truth.

Results: The mean whole-image PET uptake error was reduced from - 5.4% for Dixon-PET to - 0.9% for SDA-PET. The prostate standardized uptake value (SUV) quantification error was significantly reduced from - 5.6% for Dixon-PET to - 2.3% for SDA-PET.

Conclusion: Attenuation correction with SDA improves quantification of PET/MR images in the pelvic region compared to the Dixon-based method.

Place, publisher, year, edition, pages
Springer, 2020. Vol. 7, no 1, article id 68
Keywords [en]
PET-MRI, PET, Attenuation correction, Pelvis, Prostate cancer
National Category
Radiology, Nuclear Medicine and Medical Imaging
Identifiers
URN: urn:nbn:se:umu:diva-178388DOI: 10.1186/s40658-020-00336-5ISI: 000595884500002PubMedID: 33226495Scopus ID: 2-s2.0-85096433525OAI: oai:DiVA.org:umu-178388DiVA, id: diva2:1516233
Available from: 2021-01-11 Created: 2021-01-11 Last updated: 2024-07-02Bibliographically approved
In thesis
1. Error reduction strategies for quantitative PET with focus on hybrid PET/MRI
Open this publication in new window or tab >>Error reduction strategies for quantitative PET with focus on hybrid PET/MRI
2022 (English)Doctoral thesis, comprehensive summary (Other academic)
Alternative title[sv]
Felreduktionsstrategier för kvantitativ PET med fokus på PET/MR hybridutrustning
Abstract [en]

Positron Emission Tomography (PET) is an important tool for detection, staging and follow-up in a wide range of diseases, including cancer and neurological disorders. As a functional imaging tool, PET can visualize biological processes, where positron emitting radioactive isotopes are connected to molecules with different functions in the body. While PET-images can be visually interpreted, they can also be used for quantitative measurements, where functions such as glucose metabolism, dopamine receptor function, and blood-flow can be quantified. Measurements can be performed in static imaging, or in dynamic imaging where graphical methods can be used for analysis.

PET images benefit from fusion with anatomical images which facilitates the interpretation. The combination of PET with computed tomography (CT) as in PET/CT hybrid equipment is a well-established imaging method. Magnetic Resonance Imaging (MRI) has some advantages over CT such as the high soft tissue contrast, but the combination with PET in a fully integrated system is far more technically challenging. Most of the technical concerns have been solved, and PET/MRI modalities are now commercially available.

Among the remaining challenges, the attenuation correction is still not yet completely solved, where the attenuation maps on the PET/MRI modalities are approximate and bone is not accounted for in all parts of the body. There are also challenges with quantitative PET in general, where for example low spatial resolution and presence of noise can lead to quantitative errors. The purpose of this thesis was to investigate and develop strategies to reduce quantitative errors in PET imaging with special focus on PET/MRI.

In study I, we studied the limits for quantification of size and uptake in small lesions in PET images reconstructed with a resolution modelling algorithm. We constructed a phantom of small balloons and reconstructed images with three different algorithms and measured volume and activity concentration in the images. The measured activity concentration in the lesions was corrected for the low resolution that yields partial-volume effects (PVE). We found that resolution modelling improved quantification of all lesions, and that in combination with correction factors, lesions larger than ~9 mm diameter could be correctly quantified.

Study II is focused on the effect of frame time length on the graphical Logan-analysis for dynamic studies with 11C-raclopride. Logan analysis is reported to be sensitive to noise, and image noise is heavily dependent on the frame time length. Noise can also generate bias when using iterative reconstruction methods. Weivconcluded that with region-based analyses, a bias of approximately 10% in the non-displaceable binding potential was found when using the shortest time frames, and that the bias was mainly caused by the reconstruction algorithm. Long time frames generated stable parameters.

The last two studies focused on the attenuation correction in PET/MRI hybrid equipment. In study III, a method for attenuation correction in PET/MRI was implemented and evaluated. The method is developed for the pelvic region and is based on statistical decomposition of T2-weighted images. We found that the new method improved quantification, especially in regions in vicinity of bone. In study IV, we proposed a concept for patient-specific quality assurance of attenuation maps, based on measurements of the MRI B0-field. The method shows potential to find errors in the attenuation map related to metallic implants, air, and patient contour.

The work in this thesis has contributed to increased knowledge about the effect of resolution and noise for quantification in PET images. It has also introduced a new method for attenuation correction in PET/MRI, and a concept for quality assurance of PET/MRI attenuation maps.

Place, publisher, year, edition, pages
Umeå: Umeå universitet, 2022. p. 58
Series
Umeå University medical dissertations, ISSN 0346-6612 ; 2175
Keywords
Positron emission tomography, PET, PET/MR, PET/MRI, medical imaging, partial-volume effect, attenuation correction
National Category
Radiology, Nuclear Medicine and Medical Imaging
Research subject
radiation physics
Identifiers
urn:nbn:se:umu:diva-194023 (URN)978-91-7855-762-2 (ISBN)978-91-7855-761-5 (ISBN)
Public defence
2022-05-20, Hörsal Betula, målpunkt L, Norrlands universitetssjukhus, Umeå, 09:00 (English)
Opponent
Supervisors
Funder
Swedish Cancer SocietyCancerforskningsfonden i NorrlandVästerbotten County Council
Available from: 2022-04-29 Created: 2022-04-22 Last updated: 2022-04-27Bibliographically approved

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Wallstén, ElinAxelsson, JanJonsson, JoakimThellenberg-Karlsson, CamillaNyholm, TufveLarsson, Anne

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