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Pitfalls on PET/MRI
Asim Afaq1, David Faul2, Venkata Veerendranadh Chebrolu3
1University of Iowa Carver College of Medicine, Iowa City; Institute of Nuclear Medicine, UCL/ UCLH London, UK.
Abstract:
A decade of PET/MRI clinical imaging has passed and many of the pitfalls are similar to those on earlier studies. However, techniques to overcome them have emerged and continue to develop. Although clinically significant lung nodules are demonstrable, smaller nodules may be detected using ultrashort/zero echo-time (TE) lung MRI. Fast reconstruction ultrashort TE sequences have also been used to achieve high-resolution lung MRI even with free-breathing. The introduction and improvement of time-of-flight scanners and increasing the axial length of the PET detector arrays have more than doubled the sensitivity of the PET part of the system. MRI for attenuation correction has provided many potential pitfalls, including misclassification of tissue classes based on MRI information for attenuation correction. Although the use of short echo times have helped to address these pitfalls, one of the most exciting developments has been the use of deep learning algorithms and computational neural networks to rapidly provide soft tissue, fat, bone and air information for the attenuation correction as a supplement to the attenuation correction information from fat-water imaging. Challenges with motion correction, particularly respiratory and cardiac remain but are being addressed with respiratory monitors and using PET data. In order to address truncation artefacts, the system manufacturers have developed methods to extend the MR field-of-view for the purpose of the attenuation and scatter corrections. General pitfalls like stitching of body sections for individual studies, optimum delivery of images for viewing and reporting, and resource implications for the sheer volume of data generated remain Methods to overcome these pitfalls serve as a strong foundation for the future of PET/MRI. Advances in the underlying technology with significant evolution in hard-ware and software and the exiting developments in use of deep learning algorithms and computational neural networks will drive the next decade of PET/MRI imaging.
Insights
Ten years of PET/MRI imaging reveal persistent challenges, but new techniques like ultrashort echo-time MRI and deep learning for attenuation correction are improving detection and overcoming pitfalls for future advancements.
Area of Science:
- Medical Imaging
- Radiology
- Nuclear Medicine
Background:
- A decade of clinical PET/MRI imaging has highlighted recurring technical challenges.
- Despite these, significant advancements have emerged to address them.
Purpose of the Study:
- To review the evolution of PET/MRI imaging over the past decade.
- To discuss the pitfalls encountered and the innovative techniques developed to overcome them.
- To project future directions driven by technological and algorithmic progress.
Main Methods:
- Utilizing ultrashort/zero echo-time (TE) MRI sequences for enhanced lung nodule detection.
- Implementing improved time-of-flight (TOF) scanners and extended PET detector arrays to boost PET sensitivity.
- Employing deep learning algorithms for improved MRI-based attenuation correction.
- Developing methods for extended MR field-of-view to mitigate truncation artifacts.
Main Results:
- Ultrashort TE lung MRI enables detection of smaller lung nodules.
- Enhanced PET sensitivity and advanced MRI attenuation correction techniques improve image quality.
- Deep learning significantly aids in providing accurate tissue information for attenuation correction.
- Motion and truncation artifacts are being actively addressed through new hardware and software solutions.
Conclusions:
- PET/MRI imaging has overcome numerous initial challenges through technological innovation.
- Deep learning and advanced hardware are poised to drive the next decade of PET/MRI development.
- Continued refinement of techniques will further solidify PET/MRI's role in clinical diagnostics.
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