Simulation of low-dose PET imaging protocols for assessment of pancreatic beta-cell mass in pediatric type 1 diabetes
Zareian, B.; Fontaine, K.; Bini, J.
Show abstract
Background. Roughly, half of new type 1 diabetes (T1D) diagnoses occur in individuals under 18 years old and represent a more aggressive destruction of beta cell mass (BCM). [11C]-(+)-PHNO positron emission tomography (PET) imaging is used to assess BCM, but current pancreas PET imaging protocols are limited to adults. Previously published full count data from six healthy controls and five T1Ds (6M/5F; 22 to 53 years old) were used for retrospective analysis. Dynamic [11C]-(+)-PHNO PET/CT scans were acquired and reconstructed using full-count list-mode data. For the current comparison to full count data, 50%, 25% and 10% down-sampled count data were re-reconstructed. Pancreas and spleen (reference region) time-activity-curves (TACs) were assessed, and volume of distribution (VT, mL/cm3) was estimated using the reversible 1-tissue compartment model (1TC) with tmax of 30 min for all count levels. Pancreas and Spleen VT estimates (1TC; tmax= 30 min) were used to calculate non-displaceable binding potential (BPND) and were then correlated to semi-quantitative methods of standardized uptake value ratio (SUVR-1) (20-30 min; ref: spleen) to examine simplified methods using simulated low dose protocols. Finally, we performed dosimetry in adult, adolescent and pediatric phantoms to assess radiation dose for simulated low-dose protocols. Results. Qualitatively, increasing noise can be visualized at successive reduced-count levels images, compared to full-count images. Despite progressively increasing noise in reduced-count images, TACs at each reduced-count level remained similar to full-count TACs in both HC and individuals with T1D. Quantitatively, 1TC VT estimates were similar for all reduced count levels and range of tmax values, compared to full-count (all R2[≥]0.99). Pancreas SUVR-1 (20-30 min) and pancreas BPND (tmax = 30; ref: spleen) were highly correlated for all count levels (all R2[≥]0.80). All age groups were under both the yearly occupational and research scan radiation dose limits when examining mean effective dose equivalent with reduced (1/10th) injected dose protocols. Conclusion. Low-count reconstructed data and simplified reference region approaches provide accurate quantification compared to full-count reconstructions. These results provide evidence that it is possible to perform accurate quantification using simulated low dose protocols to quantify BCM for use in individuals with T1D under 18 years old.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Precise dose verification in proton therapy using Positron Emission Tomography. 95%
- Patient-derived PixelPrint phantoms for evaluating clinical imaging performance of a deep learning CT reconstruction algorithm 93%
- Reproducible spectral CT thermometry with liver-mimicking phantoms for image-guided thermal ablation 92%
Similar papers in this journal
- PSMA-Hornet: fully-automated, multi-target segmentation of healthy organs in PSMA PET/CT images 91%
- Quality Assurance Assessment of Intra-Acquisition Diffusion-Weighted and T2-Weighted Magnetic Resonance Imaging Registration and Contour Propagation for Head and Neck Cancer Radiotherapy 91%
- Non-Invasive monitoring of normal tissue radiation damage using quantitative ultrasound spectroscopy 91%
Similar papers in this journal
- PET/CT and SPECT/CT imaging of 90 Y hepatic radioembolization at therapeutic and diagnostic activity levels: anthropomorphic phantom study 94%
- Internal calibration for opportunistic computed tomography muscle density analysis 93%
- Radioactive Contamination in Feral Dogs in the Chernobyl Exclusion Zone: Population Body-Burden Survey and Implications for Human Radiation Exposure 93%
Similar papers in this journal
- Human biodistribution and radiation dosimetry of the demyelination tracer [ 18 F]3F4AP 94%
- Automated Long Axial Field of View PET Image Processing and Kinetic Modelling with the TurBO Toolbox 91%
- A simple strategy to reduce the salivary gland and kidney uptake of PSMA targeting small molecule radiopharmaceuticals 90%
Similar papers in this journal
- Multiwell-based G0-PCC assay for radiation biodosimetry 91%
- Discordant gene responses to radiation in humans and mice: hematopoietically humanized mice may save the day for radiation biomarker identification. 91%
- Radiosafe micro-computed tomography for longitudinal evaluation of murine disease models 91%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.