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Sökning: L773:1619 7070 > Sörensen Jens

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  • Lindgren Belal, Sarah, et al. (författare)
  • Automated quantification of PET/CT skeletal tumor burden in prostate cancer using artificial intelligence: The PET index
  • 2023
  • Ingår i: European Journal of Nuclear Medicine and Molecular Imaging. - : Springer Science and Business Media LLC. - 1619-7070 .- 1619-7089. ; 50:5, s. 1510-1520
  • Tidskriftsartikel (refereegranskat)abstract
    • Purpose Consistent assessment of bone metastases is crucial for patient management and clinical trials in prostate cancer (PCa). We aimed to develop a fully automated convolutional neural network (CNN)-based model for calculating PET/CT skeletal tumor burden in patients with PCa. Methods A total of 168 patients from three centers were divided into training, validation, and test groups. Manual annotations of skeletal lesions in -[F-18]fluoride PET/CT scans were used to train a CNN. The AI model was evaluated in 26 patients and compared to segmentations by physicians and to a SUV 15 threshold. PET index representing the percentage of skeletal volume taken up by lesions was estimated. Results There was no case in which all readers agreed on prevalence of lesions that the AI model failed to detect. PET index by the AI model correlated moderately strong to physician PET index (mean r = 0.69). Threshold PET index correlated fairly with physician PET index (mean r = 0.49). The sensitivity for lesion detection was 65-76% for AI, 68-91% for physicians, and 44-51% for threshold depending on which physician was considered reference. Conclusion It was possible to develop an AI-based model for automated assessment of PET/CT skeletal tumor burden. The model's performance was superior to using a threshold and provides fully automated calculation of whole-body skeletal tumor burden. It could be further developed to apply to different radiotracers. Objective scan evaluation is a first step toward developing a PET/CT imaging biomarker for PCa skeletal metastases.
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  • Lindhe, Örjan, et al. (författare)
  • [(18)F]Fluoroacetate is not a functional analogue of [(11)C]acetate in normal physiology
  • 2009
  • Ingår i: European Journal of Nuclear Medicine and Molecular Imaging. - : Springer Science and Business Media LLC. - 1619-7070 .- 1619-7089. ; 36:9, s. 1453-1459
  • Tidskriftsartikel (refereegranskat)abstract
    • PURPOSE: [(11)C]Acetate (C-AC) is a general PET tracer of cellular carbon flux and useful for clinical imaging in heart disease as well as prostate cancer and other tumours. C-AC has a high (70%) whole-body extraction fraction, proportional to blood flow in many organs. Trapping is related to organ-specific enzymatic activation and formation of [(11)C]-acetyl-CoA, the fate of which has been well characterized. Due to the logistic challenges with C-AC, 2-[(18)F]fluoroacetate (F-AC) has been proposed as a marker for prostate cancer imaging. METHOD: We evaluated the potential of F-AC as a tracer for imaging blood flow and early enzymatic steps in the intermediary metabolism. C-AC and F-AC were injected serially in three cynomolgus monkeys and one domestic pig and scanned using PET/CT. A dynamic scan covering heart and liver was followed by repeated whole-body imaging. Kinetic patterns were compared for the myocardium, liver, blood and other organs. RESULTS: C-AC kinetics and organ distribution in both species were similar to those previously established in man. In contrast, F-AC showed prolonged blood retention, no detectable trapping in myocardium or salivary glands, rapid clearance from liver and extensive excretion to bile and urine. Massive defluorination was seen in the pig, resulting in intense skeletal activity. CONCLUSION: 2-[(18)F]Fluoroacetate cannot be regarded as a functional analogue of 1-[(11)C]acetate in normal physiology and appears to be of little use for studies of organ blood flow, intermediary metabolism or lipid synthesis.
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  • Resultat 1-10 av 33

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