Improving PET Imaging Acquisition and Analysis With Machine Learning: A Narrative Review With Focus on Alzheimer's Disease and Oncology
Machine learning (ML) algorithms have found increasing utility in the medical imaging field and numerous applications in the analysis of digital biomarkers within positron emission tomography (PET) imaging have emerged. Interest in the use of artificial intelligence in PET imaging for the study of n...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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SAGE Publishing
2019-08-01
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| Series: | Molecular Imaging |
| Online Access: | https://doi.org/10.1177/1536012119869070 |
| _version_ | 1826910908233809920 |
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| author | Ian R. Duffy PhD Amanda J. Boyle PhD Neil Vasdev PhD |
| author_facet | Ian R. Duffy PhD Amanda J. Boyle PhD Neil Vasdev PhD |
| author_sort | Ian R. Duffy PhD |
| collection | DOAJ |
| description | Machine learning (ML) algorithms have found increasing utility in the medical imaging field and numerous applications in the analysis of digital biomarkers within positron emission tomography (PET) imaging have emerged. Interest in the use of artificial intelligence in PET imaging for the study of neurodegenerative diseases and oncology stems from the potential for such techniques to streamline decision support for physicians providing early and accurate diagnosis and allowing personalized treatment regimens. In this review, the use of ML to improve PET image acquisition and reconstruction is presented, along with an overview of its applications in the analysis of PET images for the study of Alzheimer's disease and oncology. |
| first_indexed | 2024-03-07T17:35:44Z |
| format | Article |
| id | doaj.art-2417e31f18044399b3b8c2d9ca47b3c0 |
| institution | Directory Open Access Journal |
| issn | 1536-0121 |
| language | English |
| last_indexed | 2025-02-17T10:06:52Z |
| publishDate | 2019-08-01 |
| publisher | SAGE Publishing |
| record_format | Article |
| series | Molecular Imaging |
| spelling | doaj.art-2417e31f18044399b3b8c2d9ca47b3c02025-01-02T02:58:18ZengSAGE PublishingMolecular Imaging1536-01212019-08-011810.1177/1536012119869070Improving PET Imaging Acquisition and Analysis With Machine Learning: A Narrative Review With Focus on Alzheimer's Disease and OncologyIan R. Duffy PhD0Amanda J. Boyle PhD1Neil Vasdev PhD2 Azrieli Centre for Neuro-Radiochemistry, Research Imaging Centre, Centre for Addiction and Mental Health, Toronto, Ontario, Canada Azrieli Centre for Neuro-Radiochemistry, Research Imaging Centre, Centre for Addiction and Mental Health, Toronto, Ontario, Canada Department of Psychiatry, University of Toronto, Toronto, Ontario, CanadaMachine learning (ML) algorithms have found increasing utility in the medical imaging field and numerous applications in the analysis of digital biomarkers within positron emission tomography (PET) imaging have emerged. Interest in the use of artificial intelligence in PET imaging for the study of neurodegenerative diseases and oncology stems from the potential for such techniques to streamline decision support for physicians providing early and accurate diagnosis and allowing personalized treatment regimens. In this review, the use of ML to improve PET image acquisition and reconstruction is presented, along with an overview of its applications in the analysis of PET images for the study of Alzheimer's disease and oncology.https://doi.org/10.1177/1536012119869070 |
| spellingShingle | Ian R. Duffy PhD Amanda J. Boyle PhD Neil Vasdev PhD Improving PET Imaging Acquisition and Analysis With Machine Learning: A Narrative Review With Focus on Alzheimer's Disease and Oncology Molecular Imaging |
| title | Improving PET Imaging Acquisition and Analysis With Machine Learning: A Narrative Review With Focus on Alzheimer's Disease and Oncology |
| title_full | Improving PET Imaging Acquisition and Analysis With Machine Learning: A Narrative Review With Focus on Alzheimer's Disease and Oncology |
| title_fullStr | Improving PET Imaging Acquisition and Analysis With Machine Learning: A Narrative Review With Focus on Alzheimer's Disease and Oncology |
| title_full_unstemmed | Improving PET Imaging Acquisition and Analysis With Machine Learning: A Narrative Review With Focus on Alzheimer's Disease and Oncology |
| title_short | Improving PET Imaging Acquisition and Analysis With Machine Learning: A Narrative Review With Focus on Alzheimer's Disease and Oncology |
| title_sort | improving pet imaging acquisition and analysis with machine learning a narrative review with focus on alzheimer s disease and oncology |
| url | https://doi.org/10.1177/1536012119869070 |
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