1. Somatostatin receptor subtype expression and radiomics from DWI-MRI represent SUV of [68Ga]Ga-DOTATOC PET in patients with meningioma.
- Author
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Iglseder S, Iglseder A, Beliveau V, Heugenhauser J, Gizewski ER, Kerschbaumer J, Stockhammer G, Uprimny C, Virgolini I, Dudas J, Nevinny-Stickel M, Nowosielski M, and Scherfler C
- Subjects
- Humans, Octreotide, Receptors, Somatostatin analysis, Receptors, Somatostatin metabolism, Retrospective Studies, Positron-Emission Tomography methods, Magnetic Resonance Imaging, Meningioma diagnostic imaging, Meningioma surgery, Meningeal Neoplasms diagnostic imaging, Meningeal Neoplasms surgery, Organometallic Compounds
- Abstract
Objective: This retrospective study aimed to analyse the correlation between somatostatin receptor subtypes (SSTR 1-5) and maximum standardized uptake value (SUV
max ) in meningioma patients using Gallium-68 DOTA-D-Phe1-Tyr3-octreotide Positron Emission Tomography ([68Ga]Ga-DOTATOC PET). Secondly, we developed a radiomic model based on apparent diffusion coefficient (ADC) maps derived from diffusion weighted magnetic resonance images (DWI MRI) to reproduce SUVmax ., Method: The study included 51 patients who underwent MRI and [68Ga]Ga-DOTATOC PET before meningioma surgery. SUVmax values were quantified from PET images and tumour areas were segmented on post-contrast T1-weighted MRI and mapped to ADC maps. A total of 1940 radiomic features were extracted from the tumour area on each ADC map. A random forest regression model was trained to predict SUVmax and the model's performance was evaluated using repeated nested cross-validation. The expression of SSTR subtypes was quantified in 18 surgical specimens and compared to SUVmax values., Results: The random forest regression model successfully predicted SUVmax values with a significant correlation observed in all 100 repeats (p < 0.05). The mean Pearson's r was 0.42 ± 0.07 SD, and the root mean square error (RMSE) was 28.46 ± 0.16. SSTR subtypes 2A, 2B, and 5 showed significant correlations with SUVmax values (p < 0.001, R2 = 0.669; p = 0.001, R2 = 0.393; and p = 0.012, R2 = 0.235, respectively)., Conclusion: SSTR subtypes 2A, 2B, and 5 correlated significantly with SUVmax in meningioma patients. The developed radiomic model based on ADC maps effectively reproduces SUVmax using [68Ga]Ga-DOTATOC PET., (© 2023. The Author(s).)- Published
- 2023
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