118 results on '"Sartoretti T"'
Search Results
2. Diagnostic performance of CT with Valsalva maneuver for the diagnosis and characterization of inguinal hernias
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Ghafoor, S., Tognella, A., Stocker, D., Hötker, A. M., Kaniewska, M., Sartoretti, T., Euler, A., Vonlanthen, R., Bueter, M., and Alkadhi, H.
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- 2023
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3. A magnetic resonance imaging based radiomics model to predict mitosis cycles in intracranial meningioma.
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Krähling, H., Musigmann, M., Akkurt, B.H., Sartoretti, T., Sartoretti, E., Henssen, D.J.H.A., Stummer, W., Heindel, W., Brokinkel, B., Mannil, M., Krähling, H., Musigmann, M., Akkurt, B.H., Sartoretti, T., Sartoretti, E., Henssen, D.J.H.A., Stummer, W., Heindel, W., Brokinkel, B., and Mannil, M.
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Item does not contain fulltext, The aim of this study was to develop a magnetic resonance imaging (MRI) based radiomics model to predict mitosis cycles in intracranial meningioma grading prior to surgery. Preoperative contrast-enhanced T1-weighted (T1CE) cerebral MRI data of 167 meningioma patients between 2015 and 2020 were obtained, preprocessed and segmented using the 3D Slicer software and the PyRadiomics plugin. In total 145 radiomics features of the T1CE MRI images were computed. The criterion on the basis of which the feature selection was made is whether the number of mitoses per 10 high power field (HPF) is greater than or equal to zero. Our analyses show that machine learning algorithms can be used to make accurate predictions about whether the number of mitoses per 10 HPF is greater than or equal to zero. We obtained our best model using Ridge regression for feature pre-selection, followed by stepwise logistic regression for final model construction. Using independent test data, this model resulted in an AUC (Area under the Curve) of 0.8523, an accuracy of 0.7941, a sensitivity of 0.8182, a specificity of 0.7500 and a Cohen's Kappa of 0.5576. We analyzed the performance of this model as a function of the number of mitoses per 10 HPF. The model performs well for cases with zero mitoses as well as for cases with more than one mitosis per 10 HPF. The worst model performance (accuracy = 0.6250) is obtained for cases with one mitosis per 10 HPF. Our results show that MRI-based radiomics may be a promising approach to predict the mitosis cycles in intracranial meningioma prior to surgery. Specifically, our approach may offer a non-invasive means of detecting the early stages of a malignant process in meningiomas prior to the onset of clinical symptoms.
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- 2023
4. Predicting Meningioma Resection Status: Use of Deep Learning.
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Akkurt, B.H., Wanderer, S., Schwyzer, L., Berberat, J., Henssen, D.J.H.A., Sartoretti, T., Sartoretti, E., Musigmann, M., Brokinkel, B., Stummer, W., Heindel, W., Remonda, L., Mannil, M., Akkurt, B.H., Wanderer, S., Schwyzer, L., Berberat, J., Henssen, D.J.H.A., Sartoretti, T., Sartoretti, E., Musigmann, M., Brokinkel, B., Stummer, W., Heindel, W., Remonda, L., and Mannil, M.
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01 juli 2023, Item does not contain fulltext
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- 2023
5. Third-Generation Cardiovascular Phantom The Next Generation of Preclinical Research in Diagnostic Imaging
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McDermott, M.C., Sartoretti, T., Mihl, C., Pietsch, H., Alkadhi, H., Wildberger, J.E., McDermott, M.C., Sartoretti, T., Mihl, C., Pietsch, H., Alkadhi, H., and Wildberger, J.E.
- Abstract
ObjectiveDifferent types of preclinical research tools used in the field of diagnostic imaging such as dynamic flow circulation phantoms have built the foundation for optimization and advancement of clinical procedures including new imaging techniques. The objective was to introduce a third-generation phantom, building on the limitations of earlier versions and unlocking new opportunities for preclinical investigation.Material and MethodsA third-generation phantom was designed and constructed comprising physiological vascular models from head to toe, including a 4-chamber heart with embedded heart valves and a controllable electromechanical pump. The models include modular segments, allowing for interchangeability between healthy and diseased vessels. Clinical sanity checks were performed using the phantom in combination with a dual-head power injector on a third-generation dual-source computed tomography scanner. Contrast media was injected at 1.5 g I/s, and the phantom was configured with a cardiac output of 5.3 L/min. Measurements of mean transit times between key vascular landmarks and peak enhancement values in Hounsfield units (HUs) were measured to compare with expected in vivo results estimated from literature.ResultsGood agreement was obtained between literature reference values from physiology and measured results. Contrast arrival between antecubital vein and right ventricle was measured to be 13.1 +/- 0.3 seconds. Transit time from right ventricle to left ventricle was 12.0 +/- 0.2 seconds, from left internal carotid artery to left internal jugular vein 7.7 +/- 0.4 seconds, and 2.9 +/- 0.2 seconds from aortic arch to aortic bifurcation. The peak enhancement measured in the regions of interest was between 336 HU and 557 HU.ConclusionsThe third-generation phantom demonstrated the capability of simulating physiologic in vivo conditions with accurate contrast media transport timing, good repeatability, and expected enhancement profiles. As a nearly complete
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- 2022
6. Spiral 2D T2-Weighted TSE Brain MR Imaging: Initial Clinical Experience
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Sartoretti, E., primary, Sartoretti-Schefer, S., additional, van Smoorenburg, L., additional, Binkert, C.A., additional, Gutzeit, A., additional, Wyss, M., additional, and Sartoretti, T., additional
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- 2021
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7. Rapid T2-weighted turbo spin echo MultiVane brain MRI using compressed SENSE: a qualitative analysis
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Sartoretti, E., primary, Wyss, M., additional, Eichenberger, B., additional, van Smoorenburg, L., additional, Binkert, C.A., additional, Sartoretti-Schefer, S., additional, and Sartoretti, T., additional
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- 2021
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8. Comparison of the 2016 and 2021 WHO classifications for astrocytomas using radiomic-based machine learning.
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Musigmann, M, Bilgin, M, Bilgin, S, Sartoretti, T, Stummer, W, Heindel, W, and Mannil, M
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- 2024
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9. Dual-Energy Low-keV vs. Single-Energy Low-kV for Endoleak Detection in CT Angiography of the Aorta – Prospective Randomized Assessment in Patients after Endovascular Aortic Repair.
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Euler, A, Landsmann, A, Sartoretti, T, Mergen, V, Jungblut, L, Eberhard, M, Kobe, A, and Alkadhi, H
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- 2024
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10. Diffusion-Weighted Zonal Oblique Multislice–EPI Enhances the Detection of Small Lesions with Diffusion Restriction in the Brain Stem and Hippocampus: A Clinical Report of Selected Cases
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Sartoretti, T., primary, Sartoretti, E., additional, Binkert, C., additional, Gutzeit, A., additional, Reischauer, C., additional, Czell, D., additional, Wyss, M., additional, Brüllmann, E., additional, and Sartoretti-Schefer, S., additional
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- 2018
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11. How Common Is Signal-Intensity Increase in Optic Nerve Segments on 3D Double Inversion Recovery Sequences in Visually Asymptomatic Patients with Multiple Sclerosis?
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Sartoretti, T., primary, Sartoretti, E., additional, Rauch, S., additional, Binkert, C., additional, Wyss, M., additional, Czell, D., additional, and Sartoretti-Schefer, S., additional
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- 2017
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12. Assessment of interstitial lung disease in a systemic sclerosis patient cohort using photon-counting detector CT with ultra-high resolution and a 1024-pixel image matrix.
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Jungblut L, Sartoretti T, Landsmann A, Nakhostin D, Rabadi T, Mergen V, Jordan S, Mihai CM, Dister O, Frauenfelder T, and Martini K
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- Humans, Female, Retrospective Studies, Male, Middle Aged, Aged, Adult, Radiographic Image Interpretation, Computer-Assisted methods, Photons, Lung diagnostic imaging, Lung Diseases, Interstitial diagnostic imaging, Scleroderma, Systemic diagnostic imaging, Scleroderma, Systemic complications, Tomography, X-Ray Computed methods
- Abstract
Objective: This study assessed the potential of ultra-high resolution (UHR) and a 1024-matrix in photon-counting-detector CT (PCD-CT) for evaluating interstitial lung disease (ILD) in systemic sclerosis (SSc) patients., Methods: Sixty-six SSc patients who underwent ILD-CT screening on a first-generation PCD-CT were retrospectively included. Scans were performed in UHR mode at 100 kVp with two different matrix sizes (512×512 and 1024x1024) and reconstructed at slice thicknesses of 1.5 and 0.2 mm. Image noise, subjective image quality, and ILD changes (ground glass opacities and reticulations) were evaluated on a 5-point Likert-scale by two independent readers., Results: Interreader agreement for subjective image quality ranged from fair to almost perfect (Krippendorff-Alpha: 0.258-0.862). Overall image quality was highest for 1.5 mm/1024 matrix images [(reader 1: 4(4.4), reader 2: 5(4.5)]. Image sharpness was rated significantly better in 0.2 mm images (P < .001). Regarding ILD changes, 0.2 mm slice thickness outperformed 1.5 mm slice thickness significantly (P < .001), while there was no significant difference between the two matrix sizes. A 1024-matrix size demonstrated superiority in evaluating coarse reticulations compared to 512-matrix size., Conclusion: UHR mode with a 0.2 mm slice thickness showed enhanced image sharpness and improved visibility of ILD changes compared to standard reconstructions. This has the potential to enable the early detection of subtle disease manifestations., Advances in Knowledge: With the invention of PCD-CT different reconstruction algorithms need to be evaluated for specific pathologies. In our study ILD UHR mode with 0.2 mm slice thickness showed to be beneficial in the detection of parenchymal changes in patients with scleroderma., (© The Author(s) 2024. Published by Oxford University Press on behalf of the British Institute of Radiology.)
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- 2024
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13. Author Correction: Predicting standardized uptake value of brown adipose tissue from CT scans using convolutional neural networks.
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Erdil E, Becker AS, Schwyzer M, Martinez-Tellez B, Ruiz JR, Sartoretti T, Vargas HA, Burger AI, Chirindel A, Wild D, Zamboni N, Deplancke B, Gardeux V, Maushart CI, Betz MJ, Wolfrum C, and Konukoglu E
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- 2024
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14. Photon-counting detector coronary CT angiography: Defining the optimal monoenergetic level for grading of calcified coronary stenosis.
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Sartoretti T, Moser LJ, Rusek S, Civaia F, Rossi P, Candreva A, Manka R, Eberhard M, Alkadhi H, and Mergen V
- Abstract
Competing Interests: Declaration of competing interest The Department of Diagnostic and Interventional Radiology, University Hospital Zurich, Switzerland receives institutional grants from Bayer, Canon, Guerbet, and Siemens. SR, FC, PR, HA, and ME give presentations for Siemens. AC receives consulting fees from Medyria AG and Nanoflex AG. RM received speaker fees from Bayer, Siemens, Philips, and Bristol-Myers Squibb.
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- 2024
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15. Long-term trends in total administered radiation dose from brain [ 18 F]FDG-PET in children with drug-resistant epilepsy.
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Gennari AG, Waelti S, Schwyzer M, Treyer V, Rossi A, Sartoretti T, Maurer A, Ramantani G, Tuura O'Gorman R, Kellenberger CJ, Hüllner MW, and Messerli M
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Purpose: To assess the trends in administered 2-[
18 F]fluoro-2-deoxy-D-glucose ([18 F]FDG) doses, computed tomography (CT) radiation doses, and image quality over the last 15 years in children with drug-resistant epilepsy (DRE) undergoing hybrid positron emission tomography (PET) brain scans., Methods: We retrospectively analyzed data from children with DRE who had [18 F]FDG-PET/CT or magnetic resonance scans for presurgical evaluation between 2005 and 2021. We evaluated changes in injected [18 F]FDG doses, administered activity per body weight, CT dose index volume (CTDIvol), and dose length product (DLP). PET image quality was assessed visually by four trained raters. Conversely, CT image quality was measured using region-of-interest analysis, normalized by signal-to-noise (SNR) and contrast-to-noise ratio (CNR)., Results: We included 55 children (30 male, mean age: 9 ± 6 years) who underwent 61 [18 F]FDG-PET scans (71% as PET/CT). Annually, the injected [18 F]FDG dose decreased by ~ 1% (95% CI: 0.92%-0.98%, p < 0.001), with no significant changes in administered activity per body weight (p = 0.51). CTDIvol and DLP decreased annually by 16% (95% CI: 9%-23%) and 15% (95% CI: 8%-21%, both p < 0.001), respectively. PET image quality improved by 9% year-over-year (95% CI: 6%-13%, p < 0.001), while CT-associated SNR and CNR decreased annually by 7% (95% CI: 3%-11%, p = 0.001) and 6% (95% CI: 2%-10%, p = 0.008), respectively., Conclusion: Our findings indicate stability in [18 F]FDG administered activity per body weight alongside improvements in PET image quality. Conversely, CT-associated radiation doses reduced. These results reaffirm [18 F]FDG-PET as an increasingly safer and higher-resolution auxiliary imaging modality for children with DRE. These improvements, driven by technological advancements, may enhance the diagnostic precision and patient outcomes in pediatric epilepsy surgery., (© 2024. The Author(s).)- Published
- 2024
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16. Countering Calcium Blooming With Personalized Contrast Media Injection Protocols: The 1-2-3 Rule for Photon-Counting Detector CCTA.
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McDermott MC, Sartoretti T, Stammen L, Martens B, Jost G, Pietsch H, Gutjahr R, Schmidt B, Flohr TG, Alkadhi H, and Wildberger JE
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- Humans, Photons, Calcium, Radiographic Image Interpretation, Computer-Assisted methods, Phantoms, Imaging, Contrast Media administration & dosage, Computed Tomography Angiography methods, Computed Tomography Angiography instrumentation, Coronary Angiography methods, Artifacts
- Abstract
Objective: Photon-counting detector computed tomography (PCD-CT) enables spectral data acquisition of CT angiographies allowing for reconstruction of virtual monoenergetic images (VMIs) in routine practice. Specifically, it has potential to reduce the blooming artifacts associated with densely calcified plaques. However, calcium blooming and iodine attenuation are inversely affected by energy level (keV) of the VMIs, creating a challenge for contrast media (CM) injection protocol optimization. A pragmatic and simple rule for calcium-dependent CM injection protocols is investigated and proposed for VMI-based coronary CT angiography with PCD-CT., Materials and Methods: A physiological circulation phantom with coronary vessels including calcified lesions (maximum CT value >700 HU) with a 50% diameter stenosis was injected into at iodine delivery rates (IDRs) of 0.3, 0.5, 0.7, 1.0, 1.5, 2.0, 2.5, and 3.0 g I/s. Images were acquired using a first-generation dual-source PCD-CT and reconstructed at various VMI levels (between 45 and 190 keV). Iodine attenuation in the coronaries was measured at each IDR for each keV, and blooming artifacts from the calcified lesions were assessed including stenosis grading error (as % overestimation vs true lumen). The IDR to achieve 300 HU at each VMI level was then calculated and compared with stenosis grading accuracy to establish a general rule for CM injection protocols., Results: Plaque blooming artifacts and intraluminal iodine attenuation decreased with increasing keV. Fixed windowing (representing absolute worst case) resulted in stenosis overestimation from 77% ± 4% at 45 keV to 5% ± 2% at 190 keV, whereas optimized windowing resulted in overestimation from 29% ± 3% at 45 keV to 4% ± 1% at 190 keV. The required IDR to achieve 300 HU showed a strong linear correlation to VMI energy ( R2 = 0.98). Comparison of this linear plot versus stenosis grading error and blooming artifact demonstrated that multipliers of 1, 2, and 3 times the reference IDR for theoretical clinical regimes of no, moderate, and severe calcification density, respectively, can be proposed as a general rule., Conclusions: This study provides a proof-of-concept in an anthropomorphic phantom for a simple pragmatic adaptation of CM injection protocols in coronary CT angiography with PCD-CT. The 1-2-3 rule demonstrates the potential for reducing the effects of calcium blooming artifacts on overall image quality., Competing Interests: Conflicts of interest and sources of funding: none declared., (Copyright © 2024 The Author(s). Published by Wolters Kluwer Health, Inc.)
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- 2024
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17. Tungsten-Based Contrast Agent for Photon-Counting Detector CT Angiography in Calcified Coronaries: Comparison to Iodine in a Cardiovascular Phantom.
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Sartoretti T, McDermott MC, Stammen L, Martens B, Moser LJ, Jost G, Pietsch H, Gutjahr R, Nowak T, Schmidt B, Flohr TG, Wildberger JE, and Alkadhi H
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- Humans, Coronary Angiography methods, Photons, Coronary Vessels diagnostic imaging, Phantoms, Imaging, Contrast Media chemistry, Computed Tomography Angiography methods, Tungsten, Iodine, Artifacts
- Abstract
Objectives: Calcified plaques induce blooming artifacts in coronary computed tomography angiography (CCTA) potentially leading to inaccurate stenosis evaluation. Tungsten represents a high atomic number, experimental contrast agent with different physical properties than iodine. We explored the potential of a tungsten-based contrast agent for photon-counting detector (PCD) CCTA in heavily calcified coronary vessels., Materials and Methods: A cardiovascular phantom exhibiting coronaries with calcified plaques was imaged on a first-generation dual-source PCD-CT. The coronaries with 3 different calcified plaques were filled with iodine and tungsten contrast media solutions equating to iodine and tungsten delivery rates (IDR and TDR) of 0.3, 0.5, 0.7, 1.0, 1.5, 2.0, 2.5, and 3.0 g/s, respectively. Electrocardiogram-triggered sequential acquisitions were performed in the spectral mode (QuantumPlus). Virtual monoenergetic images (VMIs) were reconstructed from 40 to 190 keV in 1 keV increments. Blooming artifacts and percentage error stenoses from calcified plaques were quantified, and attenuation characteristics of both contrast media were recorded., Results: Blooming artifacts from calcified plaques were most pronounced at 40 keV (78%) and least pronounced at 190 keV (58%). Similarly, percentage error stenoses were highest at 40 keV (48%) and lowest at 190 keV (2%), respectively. Attenuation of iodine decreased monotonically in VMIs from low to high keV, with the strongest decrease from 40 keV to 100 keV (IDR of 2.5 g/s: 1279 HU at 40 keV, 187 HU at 100 kV, and 35 HU at 190 keV). The attenuation of tungsten, on the other hand, increased monotonically as a function of VMI energy, with the strongest increase between 40 and 100 keV (TDR of 2.5 g/s: 202 HU at 40 keV, 661 HU at 100 kV, and 717 HU at 190 keV). For each keV level, the relationship between attenuation and IDR/TDR could be described by linear regressions ( R2 ≥ 0.88, P < 0.001). Specifically, attenuation increased linearly when increasing the delivery rate irrespective of keV level or contrast medium. Iodine exhibited the highest relative increase in attenuation values at lower keV levels when increasing the IDR. Conversely, for tungsten, the greatest relative increase in attenuation values occurred at higher keV levels when increasing the TDR. When high keV imaging is desirable to reduce blooming artifacts from calcified plaques, IDR has to be increased at higher keV levels to maintain diagnostic vessel attenuation (ie, 300 HU), whereas for tungsten, TDR can be kept constant or can be even reduced at high keV energy levels., Conclusions: Tungsten's attenuation characteristics in relation to VMI energy levels are reversed to those of iodine, with tungsten exhibiting high attenuation values at high keV levels and vice versa. Thus, tungsten shows promise for high keV imaging CCTA with PCD-CT as-in distinction to iodine-both high vessel attenuation and low blooming artifacts from calcified plaques can be achieved., Competing Interests: Conflicts of interest and sources of funding: M.C.M., G.J., and H.P. are employees of Bayer AG. R.G., T.N., B.S., and T.G.F. are employees of Siemens Healthineers. J.E.W. received institutional grants via Clinical Trial Center Maastricht from Bard, Bayer, Boston, Brainlab, GE, Philips, Siemens, as well as speaker's bureau via Maastricht UMC+ from Bayer and Siemens. H.A. received institutional grants from Bayer, Guerbet, Canon, and Siemens, as well as speaker's bureau from Siemens., (Copyright © 2024 Wolters Kluwer Health, Inc. All rights reserved.)
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- 2024
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18. Predicting standardized uptake value of brown adipose tissue from CT scans using convolutional neural networks.
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Erdil E, Becker AS, Schwyzer M, Martinez-Tellez B, Ruiz JR, Sartoretti T, Vargas HA, Burger AI, Chirindel A, Wild D, Zamboni N, Deplancke B, Gardeux V, Maushart CI, Betz MJ, Wolfrum C, and Konukoglu E
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- Humans, Female, Male, Tomography, X-Ray Computed methods, Middle Aged, Radiopharmaceuticals pharmacokinetics, Radiopharmaceuticals metabolism, Aged, Adult, Adipose Tissue, Brown diagnostic imaging, Adipose Tissue, Brown metabolism, Fluorodeoxyglucose F18 pharmacokinetics, Fluorodeoxyglucose F18 metabolism, Neural Networks, Computer, Positron Emission Tomography Computed Tomography methods
- Abstract
The standard method for identifying active Brown Adipose Tissue (BAT) is [
18 F]-Fluorodeoxyglucose ([18 F]-FDG) PET/CT imaging, which is costly and exposes patients to radiation, making it impractical for population studies. These issues can be addressed with computational methods that predict [18 F]-FDG uptake by BAT from CT; earlier population studies pave the way for developing such methods by showing some correlation between the Hounsfield Unit (HU) of BAT in CT and the corresponding [18 F]-FDG uptake in PET. In this study, we propose training convolutional neural networks (CNNs) to predict [18 F]-FDG uptake by BAT from unenhanced CT scans in the restricted regions that are likely to contain BAT. Using the Attention U-Net architecture, we perform experiments on datasets from four different cohorts, the largest study to date. We segment BAT regions using predicted [18 F]-FDG uptake values, achieving 23% to 40% better accuracy than conventional CT thresholding. Additionally, BAT volumes computed from the segmentations distinguish the subjects with and without active BAT with an AUC of 0.8, compared to 0.6 for CT thresholding. These findings suggest CNNs can facilitate large-scale imaging studies more efficiently and cost-effectively using only CT., (© 2024. The Author(s).)- Published
- 2024
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19. A third of the radiotracer dose: two decades of progress in pediatric [ 18 F]fluorodeoxyglucose PET/CT and PET/MR imaging.
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Waelti S, Skawran S, Sartoretti T, Schwyzer M, Gennari AG, Mader C, Treyer V, Kellenberger CJ, Burger IA, Hany T, Maurer A, Huellner MW, and Messerli M
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- Humans, Child, Adolescent, Child, Preschool, Infant, Female, Male, Retrospective Studies, Infant, Newborn, Radiation Dosage, Signal-To-Noise Ratio, Fluorodeoxyglucose F18, Radiopharmaceuticals, Positron Emission Tomography Computed Tomography methods, Magnetic Resonance Imaging methods
- Abstract
Objectives: To assess the evolution of administered radiotracer activity for F-18-fluorodeoxyglucose (18F-FDG) PET/CT or PET/MR in pediatric patients (0-16 years) between years 2000 and 2021., Methods: Pediatric patients (≤ 16 years) referred for 18F-FDG PET/CT or PET/MR imaging of the body during 2000 and 2021 were retrospectively included. The amount of administered radiotracer activity in megabecquerel (MBq) was recorded, and signal-to-noise ratio (SNR) was measured in the right liver lobe with a 4 cm
3 volume of interest as an indicator for objective image quality. Descriptive statistics were computed., Results: Two hundred forty-three children and adolescents underwent a total of 466 examinations. The median injected 18F-FDG activity in MBq decreased significantly from 296 MBq in 2000-2005 to 100 MBq in 2016-2021 (p < 0.001), equaling approximately one-third of the initial amount. The median SNR ratio was stable during all years with 11.7 (interquartile range [IQR] 10.7-12.9, p = 0.133)., Conclusions: Children have benefited from a massive reduction in the administered 18F-FDG dose over the past 20 years without compromising objective image quality., Clinical Relevance Statement: Radiotracer dose was reduced considerably over the past two decades of pediatric F-18-fluorodeoxyglucose PET/CT and PET/MR imaging highlighting the success of technical innovations in pediatric PET imaging., Key Points: • The evolution of administered radiotracer activity for F-18-fluorodeoxyglucose (18F-FDG) PET/CT or PET/MR in pediatric patients (0-16 years) between 2000 and 2021 was assessed. • The injected tracer activity decreased by 66% during the study period from 296 megabecquerel (MBq) to 100 MBq (p < 0.001). • The continuous implementation of technical innovations in pediatric hybrid 18F-FDG PET has led to a steady decrease in the amount of applied radiotracer, which is particularly beneficial for children who are more sensitive to radiation., (© 2023. The Author(s).)- Published
- 2024
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20. Artificial intelligence in coronary artery calcium score: rationale, different approaches, and outcomes.
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Gennari AG, Rossi A, De Cecco CN, van Assen M, Sartoretti T, Giannopoulos AA, Schwyzer M, Huellner MW, and Messerli M
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- Humans, Prognosis, Computed Tomography Angiography, Reproducibility of Results, Severity of Illness Index, Artificial Intelligence, Cardiac-Gated Imaging Techniques, Vascular Calcification diagnostic imaging, Vascular Calcification therapy, Predictive Value of Tests, Coronary Artery Disease diagnostic imaging, Coronary Artery Disease therapy, Coronary Vessels diagnostic imaging, Radiographic Image Interpretation, Computer-Assisted, Coronary Angiography, Deep Learning
- Abstract
Almost 35 years after its introduction, coronary artery calcium score (CACS) not only survived technological advances but became one of the cornerstones of contemporary cardiovascular imaging. Its simplicity and quantitative nature established it as one of the most robust approaches for atherosclerotic cardiovascular disease risk stratification in primary prevention and a powerful tool to guide therapeutic choices. Groundbreaking advances in computational models and computer power translated into a surge of artificial intelligence (AI)-based approaches directly or indirectly linked to CACS analysis. This review aims to provide essential knowledge on the AI-based techniques currently applied to CACS, setting the stage for a holistic analysis of the use of these techniques in coronary artery calcium imaging. While the focus of the review will be detailing the evidence, strengths, and limitations of end-to-end CACS algorithms in electrocardiography-gated and non-gated scans, the current role of deep-learning image reconstructions, segmentation techniques, and combined applications such as simultaneous coronary artery calcium and pulmonary nodule segmentation, will also be discussed., (© 2024. The Author(s).)
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- 2024
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21. MRI-Based Radiomics as a Promising Noninvasive Diagnostic Technique for Adenomyosis.
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Burla L, Sartoretti E, Mannil M, Seidel S, Sartoretti T, Krentel H, De Wilde RL, and Imesch P
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Background: MRI diagnostics are important for adenomyosis, especially in cases with inconclusive ultrasound. This study assessed the potential of MRI-based radiomics as a novel tool for differentiating between uteri with and without adenomyosis. Methods: This retrospective proof-of-principle single-center study included nine patients with and six patients without adenomyosis. All patients had preoperative T2w MR images and histological findings served as the reference standard. The uterus of each patient was segmented in 3D using dedicated software, and 884 radiomics features were extracted. After dimension reduction and feature selection, the diagnostic yield of individual and combined features implemented in the machine learning models were assessed by means of receiver operating characteristics analyses. Results: Eleven relevant radiomics features were identified. The diagnostic performance of individual features in differentiating adenomyosis from the control group was high, with areas under the curve (AUCs) ranging from 0.78 to 0.98. The performance of ML models incorporating several features was excellent, with AUC scores of 1 and an area under the precision-recall curve of 0.4. Conclusions: The set of radiomics features derived from routine T2w MRI enabled accurate differentiation of uteri with adenomyosis. Radiomics could enhance diagnosis and furthermore serve as an imaging biomarker to aid in personalizing therapies and monitoring treatment responses.
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- 2024
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22. Evaluating the biodistribution for [ 68 Ga]Ga-PSMA-11 and [ 18 F]F-PSMA-1007 PET/CT with an inter- and intrapatient based analysis.
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Popescu CE, Zhang B, Sartoretti T, Spielhofer N, Skawran S, Heimer J, Messerli M, Sauter A, Huellner MW, Kaufmann PA, Burger IA, and Maurer A
- Abstract
Background: Liver uptake in [
68 Ga]Ga-PSMA-11 PET is used as an internal reference in addition to clinical parameters to select patients for [177 Lu]Lu-PSMA-617 radioligand therapy (RLT). Due to increased demand, [68 Ga]Ga-PSMA-11 was replaced by [18 F]F-PSMA-1007, a more lipophilic tracer with different biodistribution and splenic uptake was suggested as a new internal reference. We compared the intra-patient tracer distribution between [68 Ga]Ga-PSMA-11 and [18 F]F-PSMA-1007., Methods: Fifty patients who underwent PET examinations in two centers with both [18 F]F-PSMA-1007 and [68 Ga]Ga-PSMA-11 within one year were included. Mean standardized uptake values (SUVmean ) were obtained for liver, spleen, salivary glands, blood pool, and bone. Primary tumor, local recurrence, lymph node, bone or visceral metastasis were also assessed for intra- and inter-individual comparison., Results: Liver SUVmean was significantly higher with [18 F]F-PSMA-1007 (11.7 ± 3.9) compared to [68 Ga]Ga-PSMA-11 (5.4 ± 1.7, p < .05) as well as splenic SUVmean (11.2 ± 3.5 vs.8.1 ± 3.5, p < .05). The blood pool was comparable between the two scans. Malignant lesions did not show higher SUVmean on [18 F]F-PSMA-1007. Intra-individual comparison of liver uptake between the two scans showed a linear association for liver uptake with SUVmean [68 Ga]Ga-PSMA-11 = 0.33 x SUVmean [18 F]F-PSMA-1007 + 1.52 (r = .78, p < .001)., Conclusion: Comparing biodistribution of [68 Ga]Ga and [18 F]F tracers, liver uptake on [68 Ga]Ga-PSMA-11 PET is the most robust internal reference value. Liver uptake of [18 F]F-PSMA-1007 was significantly higher, but so was the splenic uptake. The strong intra-individual association of hepatic accumulation between the two scans may allow using of a conversion factor for [18 F]F-PSMA-1007 as a basis for RLT selection., (© 2024. The Author(s).)- Published
- 2024
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23. Multi-Energy Low-Kiloelectron Volt versus Single-Energy Low-Kilovolt Images for Endoleak Detection at CT Angiography of the Aorta.
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Landsmann A, Sartoretti T, Mergen V, Jungblut L, Eberhard M, Kobe A, Alkadhi H, and Euler A
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- Aged, Humans, Male, Aorta, Physical Phenomena, Prospective Studies, Female, Computed Tomography Angiography, Endoleak diagnostic imaging
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Purpose To compare image quality, diagnostic performance, and conspicuity between single-energy and multi-energy images for endoleak detection at CT angiography (CTA) after endovascular aortic repair (EVAR). Materials and Methods In this single-center prospective randomized controlled trial, individuals undergoing CTA after EVAR between August 2020 and May 2022 were allocated to imaging using either low-kilovolt single-energy images (SEI; 80 kV, group A) or low-kiloelectron volt virtual monoenergetic images (VMI) at 40 and 50 keV from multi-energy CT (80/Sn150 kV, group B). Scan protocols were dose matched (volume CT dose index: mean, 4.5 mGy ± 1.8 [SD] vs 4.7 mGy ± 1.3, P = .41). Contrast-to-noise ratio (CNR) was measured. Two expert radiologists established the reference standard for the presence of endoleaks. Detection and conspicuity of endoleaks and subjective image quality were assessed by two different blinded radiologists. Interreader agreement was calculated. Nonparametric statistical tests were used. Results A total of 125 participants (mean age, 76 years ± 8; 103 men) were allocated to groups A ( n = 64) and B ( n = 61). CNR was significantly lower for 40-keV VMI (mean, 19.1; P = .048) and 50-keV VMI (mean, 16.8; P < .001) as compared with SEI (mean, 22.2). In total, 45 endoleaks were present (A: 23 vs B: 22). Sensitivity for endoleak detection was higher for SEI (82.6%, 19 of 23; P = .88) and 50-keV VMI (81.8%, 18 of 22; P = .90) as compared with 40-keV VMI (77.3%, 17 of 22). Specificity was comparable among groups (SEI: 92.7%, 38 of 41; both VMI energies: 92.3%, 35 of 38; P = .99), with an interreader agreement of 1. Conspicuity of endoleaks was comparable between SEI (median, 2.99) and VMI (both energies: median, 2.87; P = .04). Overall subjective image quality was rated significantly higher for SEI (median, 4 [IQR, 4-4) as compared with 40 and 50 keV (both energies: median, 4 [IQR, 3-4]; P < .001). Conclusion SEI demonstrated higher image quality and comparable diagnostic accuracy as compared with 50-keV VMI for endoleak detection at CTA after EVAR. Keywords: Aneurysms, CT, CT Angiography, Vascular, Aorta, Technology Assessment, Multidetector CT, Abdominal Aortic Aneurysms, Endoleaks, Perigraft Leak Supplemental material is available for this article . © RSNA, 2024.
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- 2024
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24. Coronary Stenosis Quantification With Ultra-High-Resolution Photon-Counting Detector CT Angiography: Comparison With 3D Quantitative Coronary Angiography.
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Eberhard M, Candreva A, Rajagopal R, Mergen V, Sartoretti T, Stähli BE, Templin C, Manka R, and Alkadhi H
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- Humans, Coronary Angiography, Predictive Value of Tests, Tomography, X-Ray Computed, Phantoms, Imaging, Computed Tomography Angiography, Coronary Stenosis diagnostic imaging, Coronary Stenosis therapy
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- 2024
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25. Fully automated computational measurement of noise in positron emission tomography.
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Sartoretti T, Skawran S, Gennari AG, Maurer A, Euler A, Treyer V, Sartoretti E, Waelti S, Schwyzer M, von Schulthess GK, Burger IA, Huellner MW, and Messerli M
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- Humans, Fluorodeoxyglucose F18, Liver diagnostic imaging, Algorithms, Positron Emission Tomography Computed Tomography, Phantoms, Imaging, Image Processing, Computer-Assisted methods, Positron-Emission Tomography methods
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Objectives: To introduce an automated computational algorithm that estimates the global noise level across the whole imaging volume of PET datasets., Methods: [
18 F]FDG PET images of 38 patients were reconstructed with simulated decreasing acquisition times (15-120 s) resulting in increasing noise levels, and with block sequential regularized expectation maximization with beta values of 450 and 600 (Q.Clear 450 and 600). One reader performed manual volume-of-interest (VOI) based noise measurements in liver and lung parenchyma and two readers graded subjective image quality as sufficient or insufficient. An automated computational noise measurement algorithm was developed and deployed on the whole imaging volume of each reconstruction, delivering a single value representing the global image noise (Global Noise Index, GNI). Manual noise measurement values and subjective image quality gradings were compared with the GNI., Results: Irrespective of the absolute noise values, there was no significant difference between the GNI and manual liver measurements in terms of the distribution of noise values (p = 0.84 for Q.Clear 450, and p = 0.51 for Q.Clear 600). The GNI showed a fair to moderately strong correlation with manual noise measurements in liver parenchyma (r = 0.6 in Q.Clear 450, r = 0.54 in Q.Clear 600, all p < 0.001), and a fair correlation with manual noise measurements in lung parenchyma (r = 0.52 in Q.Clear 450, r = 0.33 in Q.Clear 600, all p < 0.001). Classification performance of the GNI for subjective image quality was AUC 0.898 for Q.Clear 450 and 0.919 for Q.Clear 600., Conclusion: An algorithm provides an accurate and meaningful estimation of the global noise level encountered in clinical PET imaging datasets., Clinical Relevance Statement: An automated computational approach that measures the global noise level of PET imaging datasets may facilitate quality standardization and benchmarking of clinical PET imaging within and across institutions., Key Points: • Noise is an important quantitative marker that strongly impacts image quality of PET images. • An automated computational noise measurement algorithm provides an accurate and meaningful estimation of the global noise level encountered in clinical PET imaging datasets. • An automated computational approach that measures the global noise level of PET imaging datasets may facilitate quality standardization and benchmarking as well as protocol harmonization., (© 2023. The Author(s).)- Published
- 2024
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26. Effect of temporal resolution on calcium scoring: insights from photon-counting detector CT.
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Sartoretti T, Mergen V, Dzaferi A, Allmendinger T, Manka R, Alkadhi H, and Eberhard M
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To intra-individually investigate the variation of coronary artery calcium (CAC), aortic valve calcium (AVC), and mitral annular calcium (MAC) scores and the presence of blur artifacts as a function of temporal resolution in patients undergoing non-contrast cardiac CT on a dual-source photon counting detector (PCD) CT. This retrospective, IRB-approved study included 70 patients (30 women, 40 men, mean age 78 ± 9 years) who underwent ECG-gated cardiac non-contrast CT with PCD-CT (gantry rotation time 0.25 s) prior to transcatheter aortic valve replacement. Each scan was reconstructed at a temporal resolution of 66 ms using the dual-source information and at 125 ms using the single-source information. Average heart rate and heart rate variability were calculated from the recorded ECG. CAC, AVC, and MAC were quantified according to the Agatston method on images with both temporal resolutions. Two readers assessed blur artifacts using a 4-point visual grading scale. The influence of average heart rate and heart rate variability on calcium quantification and blur artifacts of the respective structures were analyzed by linear regression analysis. Mean heart rate and heart rate variability during data acquisition were 76 ± 17 beats per minute (bpm) and 4 ± 6 bpm, respectively. CAC scores were smaller on 66 ms (median, 511; interquartile range, 220-978) than on 125 ms reconstructions (538; 203-1050, p < 0.001). Median AVC scores [2809 (2009-3952) versus 3177 (2158-4273)] and median MAC scores [226 (0-1284) versus 251 (0-1574)] were also significantly smaller on 66ms than on 125ms reconstructions (p < 0.001). Reclassification of CAC and AVC risk categories occurred in 4% and 11% of cases, respectively, whereby the risk category was always overestimated on 125ms reconstructions. Image blur artifacts were significantly less on 66ms as opposed to 125 ms reconstructions (p < 0.001). Intra-individual analyses indicate that temporal resolution significantly impacts on calcium scoring with cardiac CT, with CAC, MAC, and AVC being overestimated at lower temporal resolution because of increased motion artifacts eventually leading to an overestimation of patient risk., (© 2024. The Author(s).)
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- 2024
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27. Evolution of CT radiation dose in pediatric patients undergoing hybrid 2-[ 18 F]FDG PET/CT between 2007 and 2021.
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Skawran S, Sartoretti T, Gennari AG, Schwyzer M, Sartoretti E, Treyer V, Maurer A, Huellner MW, Waelti S, and Messerli M
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- Female, Humans, Child, Adolescent, Radiation Dosage, Tomography, X-Ray Computed methods, Brain, Positron Emission Tomography Computed Tomography, Fluorodeoxyglucose F18
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Objectives: To evaluate the evolution of CT radiation dose in pediatric patients undergoing hybrid 2-[
18 F]fluoro-2-deoxy-D-glucose (2-[18 F]FDG) PET/CT between 2007 and 2021., Methods and Materials: Data from all pediatric patients aged 0-18 years who underwent hybrid 2-[18 F]FDG PET/CT of the body between January 2007 and May 2021 were reviewed. Demographic and imaging parameters were collected. A board-certified radiologist reviewed all CT scans and measured image noise in the brain, liver, and adductor muscles., Results: 294 scans from 167 children (72 females (43%); median age: 14 (IQR 10-15) years; BMI: median 17.5 (IQR 15-20.4) kg/m2 ) were included. CT dose index-volume (CTDIvol) and dose length product (DLP) both decreased significantly from 2007 to 2021 (both p < 0.001, Spearman's rho coefficients -0.46 and -0.35, respectively). Specifically, from 2007 to 2009 to 2019-2021 CTDIvol and DLP decreased from 2.94 (2.14-2.99) mGy and 309 (230-371) mGy*cm, respectively, to 0.855 (0.568-1.11) mGy and 108 (65.6-207) mGy*cm, respectively. From 2007 to 2021, image noise in the brain and liver remained constant ( p = 0.26 and p = 0.06), while it decreased in the adductor muscles ( p = 0.007). Peak tube voltage selection (in kilovolt, kV) of CT scans shifted from high kV imaging (140 or 120kVp) to low kV imaging (100 or 80kVp) ( p < 0.001) from 2007 to 2021., Conclusion: CT radiation dose in pediatric patients undergoing hybrid 2-[18 F]FDG PET/CT has decreased in recent years equaling approximately one-third of the initial amount., Advances in Knowledge: Over the past 15 years, CT radiation dose decreased considerably in pediatric patients undergoing hybrid imaging, while objective image quality may not have been compromised.- Published
- 2023
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28. Quality of Life and Independent Factors Associated with Poor Digestive Function after Ivor Lewis Esophagectomy.
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Dirr V, Vetter D, Sartoretti T, Schneider MA, Da Canal F, and Gutschow CA
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Transthoracic esophagectomy results in a radical change in foregut anatomy with multiple consequences for digestive physiology. The aim of this study was to identify factors associated with poor functional outcomes by assessing multiple dimensions of digestive performance and health-related quality of life (HRQL). Patients with cancer-free survival after Ivor Lewis esophagectomy were included. Four functional syndromes (dysphagia, gastroesophageal reflux disease (GERD), delayed gastric conduit emptying (DGCE), and dumping syndrome (DS)) and HRQL were assessed using specifically designed questionnaires. Patient outcomes were compared with healthy controls. Independent factors associated with poor digestive performance were identified through multivariable analysis. Sixty-five postoperative patients and 50 healthy volunteers participated in this study. Compared with controls, patients had worse outcomes for dysphagia, GERD, DS, and HRQL, but not for DGCE. A multivariate analysis showed a significant correlation of reduced digestive performance with ASA score, squamous cell carcinoma, open or hybrid surgical approach, and (neo)adjuvant therapy. In contrast, no individual patient factor was found to be associated with dumping syndrome. Digestive function and HRQL are substantially impaired after Ivor Lewis esophagectomy for cancer. Comorbid patients undergoing multimodal treatment and open access surgery for squamous cell carcinoma have the highest risk of poor functional outcome.
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- 2023
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29. Smoking trends and health equity in Switzerland between 1992 and 2017: dependence of smoking prevalence on educational level and social determinants.
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Wehrli D, Gilljam H, Koh DM, Matoori S, Sartoretti T, Boes S, Hartmann M, Roser K, Ort A, Wanner P, Harder D, Bech-Hohenberger R, Froehlich JM, Fröhlich GM, Mutschler J, Plümecke T, and Gutzeit A
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Background: Switzerland ranks among the top three healthcare systems in the world with regards to healthcare access, suggesting a high degree of health equity. However, Switzerland has few preventive strategies against smoking abuse. The aim of this study is to clarify whether educational level and citizenship status have an influence on the prevalence of smoking in Switzerland and whether there is health inequity related to a lack of preventive strategies., Methods: We based our analysis on publicly available health data published in the Swiss government's Swiss health survey (1992-2017). We compared the prevalence of smoking across the years and correlated these data with levels of educational attainment, citizenship status and age., Results: A continuous significant decline in smokers is observed in the highest education group (TERT). Over time, prevalence was reduced from 29% in 1992 to 23% in 2017 ( p < 0.001). The intermediate-level educational group (SEK 2) showed smaller but also significant decline on a 0.05 sigificance level over the same period, from 31% to 29% ( p = 0.003). The lowest educational group showed a nonsignificant decline from 28% to 27% ( p = 0.6). The population who holds Swiss citizenship showed a decrease in smoking from 28% to 26% within the time frame ( p < 0.001). People without Swiss citizenship had a much higher prevalence of smokers, at 38% in 1992 and declining to 32% in 2017 ( p < 0.001). All cohorts from age 15 to age 64 have a far higher prevalence of smokers than cohorts at an older age, with the highest prevalence in the 25-34 age group., Conclusion: In Switzerland, individuals with lower levels of education and non-Swiss populations are more susceptible to health risk of smoking. This is despite the existence of a high-quality healthcare system that has nevertheless failed to negated health inequities., Competing Interests: The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest., (Copyright © 2023 Wehrli, Gilljam, Koh, Matoori, Sartoretti, Boes, Hartmann, Roser, Ort, Wanner, Harder, Bech-Hohenberger, Froehlich, Fröhlich, Mutschler, Plümecke and Gutzeit.)
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- 2023
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30. Understanding the needs of women undergoing breast ultrasound: Are male radiologists still needed?
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Sartoretti E, Largiadèr S, Sartoretti T, Laures S, Walter MA, Monti E, Füchsel I, Dettling M, Pfister S, Dubsky P, Ort A, Sartoretti-Schefer S, Meissnitzer M, Hergan K, Forstner R, Matoori S, Bech-Hohenberger R, Froehlich JM, Plümecke T, Harder D, Koh DM, and Gutzeit A
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- Humans, Female, Male, Prospective Studies, Retrospective Studies, Radiologists, Ultrasonography, Mammary, Physicians, Breast Neoplasms
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Introduction: A trend towards less male radiologists specializing in breast ultrasound was observed. A common notion in the field of breast radiology is, that female patients feel more comfortable being treated by female radiologists. The aim of the study was to understand and report the needs of women undergoing breast ultrasound with regards to the sex of the radiologist performing the investigation., Methods: Informed consent was obtained from all patients prior to inclusion in a prospective bi-center quality study. At center 1 (72 patients), the women were examined exclusively by female radiologists, at center 2 (100 patients) only by male radiologists. After the examination the patients were asked about their experiences and their wishes for the future., Results: Overall, women made no distinction between female and male radiologists; 25% of them wanted a female radiologist and 1.2% wanted a male radiologist. The majority (74%) stated that it made no difference whether a female or male radiologist performed the examination. The majority of women in group 2, who were investigated exclusively by male radiologists, stated that they had no preferences with regard to the sex of the radiologist (93%); 5% of the women wished to be investigated solely by a female radiologist and 2% exclusively by a male radiologist., Discussion: The majority of women undergoing breast ultrasound are unconcerned about the radiologist's sex. It would appear that women examined by male radiologists are less selective about the sex of the examining radiologist., Trial Registration: Written informed consent was obtained from all patients. All patient data were anonymized. The physicians had no access to any further personal data. National regulations did not require dedicated ethics approval with anonymized lists or retrospective questionnaires., Competing Interests: The authors have declared that no competing interests exist., (Copyright: © 2023 Sartoretti et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.)
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- 2023
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31. The Importance of Temporal Resolution for Ultra-High-Resolution Coronary Angiography: Evidence From Photon-Counting Detector CT.
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Mergen V, Sartoretti T, Cundari G, Serifovic M, Higashigaito K, Allmendinger T, Schmidt B, Flohr T, Manka R, Eberhard M, and Alkadhi H
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- Humans, Female, Aged, Aged, 80 and over, Coronary Angiography methods, Retrospective Studies, Stents, Phantoms, Imaging, Tomography, X-Ray Computed methods, Computed Tomography Angiography methods
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Purpose: The aim of this study was to assess the effect of temporal resolution on subjective and objective image quality of coronary computed tomography angiography (CCTA) in the ultra-high-resolution (UHR) mode with dual-source photon-counting detector (PCD) CT., Materials and Methods: This retrospective, institutional review board-approved study evaluated 30 patients (9 women; mean age, 80 ± 10 years) undergoing UHR CCTA with a clinical dual-source PCD-CT scanner. Images were acquired with a tube voltage of 120 kV and using a collimation of 120 × 0.2 mm. Gantry rotation time was 0.25 seconds. Each scan was reconstructed using both single-source and dual-source data resulting in an image temporal resolution of 125 milliseconds and 66 milliseconds, respectively. The average heart rate and the heart rate variability were recorded. Images were reconstructed with a slice thickness of 0.2 mm, quantum iterative reconstruction strength level 4, and using the Bv64 and Bv72 kernel for patients without and with coronary stents, respectively. For subjective image quality, 2 experienced readers rated motion artifacts and vessel delineation, or in-stent lumen visualization using 5-point discrete visual scales. For objective image quality, signal-to-noise ratio, contrast-to-noise ratio, stent blooming artifacts, and vessel and stent sharpness were quantified., Results: Fifteen patients had coronary stents, and 15 patients had no coronary stents. The mean heart rate and heart rate variability during data acquisition were 72 ± 10 beats per minute and 5 ± 6 beats per minute, respectively. Subjective image quality in the right coronary artery, left anterior descending, and circumflex artery was significantly superior in 66 milliseconds reconstructions compared with 125 milliseconds reconstructions for both readers (all P 's < 0.01; interreader agreement, Krippendorff α = 0.84-1.00). Subjective image quality deteriorated significantly at higher heart rates for 125 milliseconds (ρ = 0.21, P < 0.05) but not for 66 milliseconds reconstructions (ρ = 0.11, P = 0.22). No association was found between heart rate variability and image quality for both 125 milliseconds (ρ = 0.09, P = 0.33) and 66 milliseconds reconstructions (ρ = 0.13, P = 0.17), respectively. Signal-to-noise ratio and contrast-to-noise ratio were similar between 66 milliseconds and 125 milliseconds reconstructions (both P 's > 0.05), respectively. Stent blooming artifacts were significantly lower on 66 milliseconds than on 125 milliseconds reconstructions (46.7% ± 10% vs 52.9% ± 8.9%, P < 0.001). Higher sharpness was found in 66 milliseconds than in 125 milliseconds reconstructions both in native coronary arteries (left anterior descending artery: 1031 ± 265 ∆HU/mm vs 819 ± 253 ∆HU/mm, P < 0.01; right coronary artery: 884 ± 352 ∆HU/mm vs 654 ± 377 ∆HU/mm, P < 0.001) and stents (5318 ± 3874 ∆HU/mm vs 4267 ± 3521 ∆HU/mm, P < 0.001)., Conclusions: Coronary angiography with PCD-CT in the UHR mode profits considerably from a high temporal resolution, resulting in less motion artifacts, superior vessel delineation and in-stent lumen visualization, less stent blooming artifacts, and superior vessel and stent sharpness., Competing Interests: Conflicts of interest and sources of funding: none declared., (Copyright © 2023 Wolters Kluwer Health, Inc. All rights reserved.)
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- 2023
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32. Sinonasal mucosal melanoma treatment response assessment to immune checkpoint inhibitors using hybrid positron emission tomography imaging.
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Maurer A, Gstrein NA, Dimitriou F, Sartoretti T, Schaab JA, Looman EL, Balermpas P, Rupp NJ, Freiberger SN, Soyka MB, Holzmann D, Mauthe T, Mueller SA, Beintner-Skawran S, Messerli M, Kenkel D, Huellner MW, and Meerwein CM
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- Humans, Immune Checkpoint Inhibitors pharmacology, Immune Checkpoint Inhibitors therapeutic use, Positron Emission Tomography Computed Tomography methods, Retrospective Studies, Positron-Emission Tomography, Fluorodeoxyglucose F18, Melanoma diagnostic imaging, Melanoma drug therapy, Melanoma pathology, Paranasal Sinus Neoplasms pathology
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The purpose of this retrospective study was to investigate response of sinonasal mucosal melanoma (SMM) patients to treatment with immune checkpoint inhibitors (ICI), using hybrid PET imaging. Fifteen SMM patients underwent hybrid PET imaging before and three months after initiation of ICI. The disease-specific survival (DSS) was calculated. Quantitative PET parameters of the primary tumor and their association with DSS and therapy response were investigated. Nine of the fifteen (60%) patients responded to ICI therapy. Patients with therapy response depicted on hybrid PET imaging had better DSS than those without (p = 0.0058). Quantitative PET parameters of the initial PET harbored no association with DSS or therapy response. However, these findings lack of sufficient statistical power and must be interpreted with caution. The first restaging PET-imaging after ICI initiation can help stratify patients with regard to DSS., (© 2023. The Author(s).)
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- 2023
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33. Photon-Counting Detector CT Angiography for Endoleak Detection After Endovascular Aortic Repair: Triphasic CT With True Noncontrast Versus Biphasic CT With Virtual Noniodine Imaging.
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Turrion Gomollon AM, Mergen V, Sartoretti T, Polacin M, Nakhostin D, Puippe G, Alkadhi H, and Euler A
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- Adult, Humans, Female, Aged, Aged, 80 and over, Computed Tomography Angiography methods, Endovascular Aneurysm Repair, Retrospective Studies, Tomography, X-Ray Computed methods, Endoleak diagnostic imaging, Aortic Aneurysm, Abdominal diagnostic imaging, Aortic Aneurysm, Abdominal surgery
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Objectives: The aim of this study was to compare image quality and endoleak detection after endovascular abdominal aortic aneurysm repair between a triphasic computed tomography (CT) with true noncontrast (TNC) and a biphasic CT with virtual noniodine (VNI) images on photon-counting detector CT (PCD-CT)., Materials and Methods: Adult patients after endovascular abdominal aortic aneurysm repair who received a triphasic examination (TNC, arterial, venous phase) on a PCD-CT between August 2021 and July 2022 were retrospectively included. Endoleak detection was evaluated by 2 blinded radiologists on 2 different readout sets (triphasic CT with TNC-arterial-venous vs biphasic CT with VNI-arterial-venous). Virtual noniodine images were reconstructed from the venous phase. The radiologic report with additional confirmation by an expert reader served as reference standard for endoleak presence. Sensitivity, specificity, and interreader agreement (Krippendorf α) were calculated. Image noise was assessed subjectively in patients using a 5-point scale and objectively calculating the noise power spectrum in a phantom., Results: One hundred ten patients (7 women; age, 76 ± 8 years) with 41 endoleaks were included. Endoleak detection was comparable between both readout sets with a sensitivity and specificity of 0.95/0.84 (TNC) versus 0.95/0.86 (VNI) for reader 1 and 0.88/0.98 (TNC) versus 0.88/0.94 (VNI) for reader 2. Interreader agreement for endoleak detection was substantial (TNC: 0.716, VNI: 0.756). Subjective image noise was comparable between TNC and VNI (4; IQR [4, 5] vs 4; IQR [4, 5], P = 0.44). In the phantom, noise power spectrum peak spatial frequency was similar between TNC and VNI (both f peak = 0.16 mm -1 ). Objective image noise was higher in TNC (12.7 HU) as compared with VNI (11.5 HU)., Conclusions: Endoleak detection and image quality were comparable using VNI images in biphasic CT as compared with TNC images in triphasic CT offering the possibility to reduce scan phases and radiation exposure., Competing Interests: Conflicts of interest and sources of funding: M.P. is supported by a grant from the Promedica Foundation. The authors received institutional grants from Bayer Healthcare AG, Canon, Guerbet, and Siemens Healthcare GmbH. In addition, André Euler and Hatem Alkadhi are part of the speaker’s bureau of Siemens Healthcare GmbH., (Copyright © 2023 The Author(s). Published by Wolters Kluwer Health, Inc.)
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- 2023
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34. Characterization of hypermetabolic lymph nodes after SARS-CoV-2 vaccination using PET-CT derived node-RADS, in patients with melanoma.
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Gennari AG, Rossi A, Sartoretti T, Maurer A, Skawran S, Treyer V, Sartoretti E, Curioni-Fontecedro A, Schwyzer M, Waelti S, Huellner MW, and Messerli M
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- Humans, Positron Emission Tomography Computed Tomography methods, COVID-19 Vaccines, SARS-CoV-2, Fluorodeoxyglucose F18, Retrospective Studies, Neoplasm Staging, Lymphatic Metastasis pathology, Lymph Nodes diagnostic imaging, Lymph Nodes pathology, Vaccination, Radiopharmaceuticals, COVID-19 diagnostic imaging, COVID-19 pathology, Melanoma diagnostic imaging, Melanoma pathology
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This study aimed to evaluate the diagnostic accuracy of Node Reporting and Data System (Node-RADS) in discriminating between normal, reactive, and metastatic axillary LNs in patients with melanoma who underwent SARS-CoV-2 vaccination. Patients with proven melanoma who underwent a 2-[
18 F]-fluoro-2-deoxy-D-glucose positron emission tomography/computed tomography (2-[18 F]-FDG PET/CT) between February and April 2021 were included in this retrospective study. Primary melanoma site, vaccination status, injection site, and 2-[18 F]-FDG PET/CT were used to classify axillary LNs into normal, inflammatory, and metastatic (combined classification). An adapted Node-RADS classification (A-Node-RADS) was generated based on LN anatomical characteristics on low-dose CT images and compared to the combined classification. 108 patients were included in the study (54 vaccinated). HALNs were detected in 42 patients (32.8%), of whom 97.6% were vaccinated. 172 LNs were classified as normal, 30 as inflammatory, and 14 as metastatic using the combined classification. 152, 22, 29, 12, and 1 LNs were classified A-Node-RADS 1, 2, 3, 4, and 5, respectively. Hence, 174, 29, and 13 LNs were deemed benign, equivocal, and metastatic. The concordance between the classifications was very good (Cohen's k: 0.91, CI 0.86-0.95; p-value < 0.0001). A-Node-RADS can assist the classification of axillary LNs in melanoma patients who underwent 2-[18 F]-FDG PET/CT and SARS-CoV-2 vaccination., (© 2023. The Author(s).)- Published
- 2023
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35. Pseudoenhancement in Cystic Renal Lesions - Impact of Virtual Monoenergetic Images of Photon-Counting Detector CT on Lesion Classification.
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Schade KA, Mergen V, Sartoretti T, Alkadhi H, and Euler A
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- Adult, Humans, Male, Aged, Aged, 80 and over, Retrospective Studies, Tomography, X-Ray Computed methods, Radiographic Image Interpretation, Computer-Assisted methods, Signal-To-Noise Ratio, Kidney Neoplasms, Kidney Diseases, Cystic diagnostic imaging, Cysts diagnostic imaging, Radiography, Dual-Energy Scanned Projection methods
- Abstract
Rationale and Objectives: To investigate the impact of virtual monoenergetic images (VMI) from photon-counting detector CT (PCD-CT) on the enhancement and classification of renal cysts., Materials and Methods: Adults with renal cysts (≥7 mm) who received a triphasic examination on a clinical PCD-CT (120 kVp; IQ level 68) between July 2021 and March 2022 were retrospectively identified. Only non-enhancing cysts (enhancement<10 HU between unenhanced and venous phase at 70 keV) were included. VMI from 40 to 190 keV with increments of 10 keV were reconstructed from the venous phase. Enhancement was measured to classify each lesion as non-enhancing (<10 HU), equivocally enhancing (10-19 HU), and definitely enhancing (≥20 HU). Classification changes as a function of VMI were assessed. Pearson correlation coefficient, the Kruskal-Wallis and the Chi-square test were used., Results: A total of 86 patients (mean age, 74 ± 9 years; 74 male) with 160 non-enhancing renal cysts (17.6 ± 10 mm) were included. CT attenuation of the cysts increased from higher to lower VMI levels with a mean attenuation of 4 ± 11 HU at 190 keV to 36 ± 17 HU at 40 keV. Mean attenuation of the renal parenchyma was 43 ± 4 HU at 190 keV and 414 ± 71 HU at 40 keV. No cyst exhibited enhancement from 70 keV to 190 keV. At 40, 50, and 60 keV, 35% (56/160), 29% (47/160) and 9% (15/160) of cysts showed equivocal and 46% (74/160), 10% (16/160), and 0% (0/160) definite enhancement, respectively. There was no significant influence of size (P=.13), cyst location (P=.9) and BMI (P=.19) on enhancement classification., Conclusion: VMI has a relevant impact on enhancement and classification of renal cysts with misclassification in a large number of cases at energy levels below 70 keV., Competing Interests: Declaration of Competing Interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2023 The Association of University Radiologists. Published by Elsevier Inc. All rights reserved.)
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- 2023
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36. Impact of radiation dose on the detection of interstitial lung changes and image quality in low-dose chest CT - Assessment in multiple dose levels from a single patient scan.
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Martini K, Jungblut L, Sartoretti T, Langhart S, Yalynska T, Nemeth B, Frauenfelder T, and Euler A
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- Adult, Humans, Female, Retrospective Studies, Radiation Dosage, Lung diagnostic imaging, Tomography, X-Ray Computed methods, Lung Diseases, Interstitial diagnostic imaging
- Abstract
Purpose: To assess image quality and detectability of interstitial lung changes using multiple radiation doses from the same chest CT scan of patients with suspected interstitial lung disease (ILD)., Method: Retrospective study of consecutive adult patients with suspected ILD receiving unenhanced chest CT as single-energy dual-source acquisition at 100 kVp (Dual-split mode). 67% and 33% of the overall tube current time product were assigned to tube A and B, respectively. 100%-dose was 2.34 ± 0.97 mGy. Five different radiation doses (100%, 67%, 45%, 39%, 33%) were reconstructed from this single acquisition using linear-blending technique. Two blinded radiologists assessed reticulations, ground-glass opacities (GGO) and honeycombing as well as subjective image noise. Percentage agreement (PA) as compared to 100%-dose were calculated. Non-parametric statistical tests were used., Results: A total of 228 patients were included (61.2 ± 14.6 years,146 female). PA was highest for honeycombing (>96%) and independent of dose reduction (P > 0.8). PA for reticulations and GGO decreased when reducing the radiation dose from 100% to 67% for both readers (reticulations: 83.3% and 93.9%; GGO: 87.7% and 79.8% for reader 1 and 2, respectively). Additional dose reduction did not significantly change PA for both readers (all P > 0.05). Subjective image noise increased with decreasing radiation dose (Spearman Rho of ρ = 0.34 and ρ = 0.53 for reader 1 and 2, respectively, P < 0.001)., Conclusions: Radiation dose reduction had a stronger impact on subtle interstitial lung changes. Detectability decreased with initial dose reduction indicating that a minimum dose is needed to maintain diagnostic accuracy in chest CT for suspected ILD., Competing Interests: Declaration of Competing Interest The authors declare the following financial interests/personal relationships which may be considered as potential competing interests: [Andre Euler, Katharina Martini reports financial support was provided by Foundation for Pneumoconiosis Research Switzerland. Andre Euler reports a relationship with Siemens Healthcare GmbH unrelated to this work that includes: speaker and lecture fees. Thomas Frauenfelder reports a relationship with Bayer Healthcare unrelated to this work that includes: speaker and lecture fees. Institutional grants from Bayer Healthcare, Canon, Guerbet and Siemens Healthcare GmbH unrelated to this work]., (Copyright © 2023 The Authors. Published by Elsevier B.V. All rights reserved.)
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- 2023
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37. Dual-energy CT kidney stone characterization-can diagnostic accuracy be achieved at low radiation dose?
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Euler A, Wullschleger S, Sartoretti T, Müller D, Keller EX, Lavrek D, and Donati O
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- Humans, Retrospective Studies, Tomography, X-Ray Computed methods, Uric Acid analysis, Radiation Dosage, Urinary Calculi, Kidney Calculi diagnostic imaging
- Abstract
Objectives: To assess the accuracy of low-dose dual-energy computed tomography (DECT) to differentiate uric acid from non-uric acid kidney stones in two generations of dual-source DECT with stone composition analysis as the reference standard., Methods: Patients who received a low-dose unenhanced DECT for the detection or follow-up of urolithiasis and stone extraction with stone composition analysis between January 2020 and January 2022 were retrospectively included. Collected stones were characterized using X-ray diffraction. Size, volume, CT attenuation, and stone characterization were assessed using DECT post-processing software. Characterization as uric acid or non-uric acid stones was compared to stone composition analysis as the reference standard. Sensitivity, specificity, and accuracy of stone classification were computed. Dose length product (DLP) and effective dose served as radiation dose estimates., Results: A total of 227 stones in 203 patients were analyzed. Stone composition analysis identified 15 uric acid and 212 non-uric acid stones. Mean size and volume were 4.7 mm × 2.8 mm and 114 mm
3 , respectively. CT attenuation of uric acid stones was significantly lower as compared to non-uric acid stones (p < 0.001). Two hundred twenty-five of 227 kidney stones were correctly classified by DECT. Pooled sensitivity, specificity, and accuracy were 1.0 (95%CI: 0.97, 1.00), 0.93 (95%CI: 0.68, 1.00), and 0.99 (95%CI: 0.97, 1.00), respectively. Eighty-two of 84 stones with a diameter of ≤ 3 mm were correctly classified. Mean DLP was 162 ± 57 mGy*cm and effective dose was 2.43 ± 0.86 mSv., Conclusions: Low-dose dual-source DECT demonstrated high accuracy to discriminate uric acid from non-uric acid stones even at small stone sizes., Key Points: • Two hundred twenty-five of 227 stones were correctly classified as uric acid vs. non-uric acid stones by low-dose dual-energy CT with stone composition analysis as the reference standard. • Pooled sensitivity, specificity, and accuracy for stone characterization were 1.0, 0.93, and 0.99, respectively. • Low-dose dual-energy CT for stone characterization was feasible in the majority of small stones < 3 mm., (© 2023. The Author(s).)- Published
- 2023
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38. Predicting Meningioma Resection Status: Use of Deep Learning.
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Akkurt BH, Wanderer S, Schwyzer L, Berberat J, Henssen DJHA, Sartoretti T, Sartoretti E, Musigmann M, Brokinkel B, Stummer W, Heindel W, Remonda L, and Mannil M
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- Humans, Retrospective Studies, Meningioma diagnostic imaging, Meningioma surgery, Deep Learning, Meningeal Neoplasms diagnostic imaging, Meningeal Neoplasms surgery
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- 2023
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39. Photon-counting detector CT: early clinical experience review.
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Sartoretti T, Wildberger JE, Flohr T, and Alkadhi H
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- Humans, Phantoms, Imaging, Photons, Tomography, X-Ray Computed methods
- Abstract
Since its development in the 1970s, X-ray CT has emerged as a landmark diagnostic imaging modality of modern medicine. Technological advances have been crucial to the success of CT imaging, as they have increasingly enabled improvements in image quality and diagnostic value at increasing radiation dose efficiency. With recent advances in engineering and physics, a novel technology has emerged with the potential to surpass several shortcomings and limitations of current CT systems. Photon-counting detector (PCD)-CT might substantially improve and expand the applicability of CT imaging by offering intrinsic spectral capabilities, increased spatial resolution, reduced electronic noise and improved image contrast. In this review we sought to summarize the first clinical experience of PCD-CT. We focused on most recent prototype and first clinically approved PCD-CT systems thereby reviewing initial publications and presenting corresponding clinical cases.
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- 2023
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40. Cardiac Virtual Noncontrast Images for Calcium Quantification with Photon-counting Detector CT.
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Mergen V, Ghouse S, Sartoretti T, Manka R, Euler A, Kasel AM, Alkadhi H, and Eberhard M
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Purpose: To assess the accuracy of aortic valve calcium (AVC), mitral annular calcium (MAC), and coronary artery calcium (CAC) quantification and risk stratification using virtual noncontrast (VNC) images from late enhancement photon-counting detector CT as compared with true noncontrast images., Materials and Methods: This retrospective, institutional review board-approved study evaluated patients undergoing photon-counting detector CT between January and September 2022. VNC images were reconstructed from late enhancement cardiac scans at 60, 70, 80, and 90 keV using quantum iterative reconstruction (QIR) strengths of 2-4. AVC, MAC, and CAC were quantified on VNC images and compared with quantification of AVC, MAC, and CAC on true noncontrast images using Bland-Altman analyses, regression models, intraclass correlation coefficients (ICC), and Wilcoxon tests. Agreement between severe aortic stenosis likelihood categories and CAC risk categories determined from VNC and true noncontrast images was assessed by weighted κ analysis., Results: Ninety patients were included (mean age, 80 years ± 8 [SD]; 49 male patients). Scores were similar on true noncontrast images and VNC images at 80 keV for AVC and MAC, regardless of QIR strengths, and VNC images at 70 keV with QIR 4 for CAC (all P > .05). The best results were achieved using VNC images at 80 keV with QIR 4 for AVC (mean difference, 3; ICC = 0.992; r = 0.98) and MAC (mean difference, 6; ICC = 0.998; r = 0.99), and VNC images at 70 keV with QIR 4 for CAC (mean difference, 28; ICC = 0.996; r = 0.99). Agreement between calcification categories was excellent on VNC images at 80 keV for AVC (κ = 0.974) and on VNC images at 70 keV for CAC (κ = 0.967)., Conclusion: VNC images from cardiac photon-counting detector CT enables patient risk stratification and accurate quantification of AVC, MAC, and CAC. Keywords: Coronary Arteries, Aortic Valve, Mitral Valve, Aortic Stenosis, Calcifications, Photon-counting Detector CT Supplemental material is available for this article © RSNA, 2023., Competing Interests: Disclosures of conflicts of interest: V.M. No relevant relationships. S.G. No relevant relationships. T.S. No relevant relationships. R.M. Speaker fees from Siemens and Bayer. A.E. No relevant relationships. A.M.K. No relevant relationships. H.A. Member of Siemens speakers bureau; institutional grants from Bayer, Canon, Guerbet, and Siemens. M.E. Speaker fee from Siemens., (© 2023 by the Radiological Society of North America, Inc.)
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- 2023
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41. Impact of deep learning image reconstructions (DLIR) on coronary artery calcium quantification.
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Rossi A, Gennari AG, Etter D, Benz DC, Sartoretti T, Giannopoulos AA, Mikail N, Bengs S, Maurer A, Gebhard C, Buechel RR, Kaufmann PA, Fuchs TA, and Messerli M
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- Humans, Calcium, Image Processing, Computer-Assisted methods, Algorithms, Radiographic Image Interpretation, Computer-Assisted methods, Radiation Dosage, Coronary Artery Disease diagnostic imaging, Deep Learning
- Abstract
Background: Deep learning image reconstructions (DLIR) have been recently introduced as an alternative to filtered back projection (FBP) and iterative reconstruction (IR) algorithms for computed tomography (CT) image reconstruction. The aim of this study was to evaluate the effect of DLIR on image quality and quantification of coronary artery calcium (CAC) in comparison to FBP., Methods: One hundred patients were consecutively enrolled. Image quality-associated variables (noise, signal-to-noise ratio (SNR), and contrast-to-noise ratio (CNR)) as well as CAC-derived parameters (Agatston score, mass, and volume) were calculated from images reconstructed by using FBP and three different strengths of DLIR (low (DLIR_L), medium (DLIR_M), and high (DLIR_H)). Patients were stratified into 4 risk categories according to the Coronary Artery Calcium - Data and Reporting System (CAC-DRS) classification: 0 Agatston score (very low risk), 1-99 Agatston score (mildly increased risk), Agatston 100-299 (moderately increased risk), and ≥ 300 Agatston score (moderately-to-severely increased risk)., Results: In comparison to standard FBP, increasing strength of DLIR was associated with a significant and progressive decrease of image noise (p < 0.001) alongside a significant and progressive increase of both SNR and CNR (p < 0.001). The use of incremental levels of DLIR was associated with a significant decrease of Agatston CAC score and CAC volume (p < 0.001), while mass score remained unchanged when compared to FBP (p = 0.232). The underestimation of Agatston CAC led to a CAC-DRS misclassification rate of 8%., Conclusion: DLIR systematically underestimates Agatston CAC score. Therefore, DLIR should be used cautiously for cardiovascular risk assessment., Key Points: • In coronary artery calcium imaging, the implementation of deep learning image reconstructions improves image quality, by decreasing the level of image noise. • Deep learning image reconstructions systematically underestimate Agatston coronary artery calcium score. • Deep learning image reconstructions should be used cautiously in clinical routine to measure Agatston coronary artery calcium score for cardiovascular risk assessment., (© 2022. The Author(s).)
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- 2023
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42. First in-vivo coronary stent imaging with clinical ultra high resolution photon-counting CT.
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Geering L, Sartoretti T, Mergen V, Cundari G, Rusek S, Civaia F, Rossi P, Wildberger JE, Templin C, Manka R, Eberhard M, and Alkadhi H
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- Humans, Predictive Value of Tests, Coronary Angiography methods, Phantoms, Imaging, Tomography, X-Ray Computed methods, Stents
- Abstract
Competing Interests: Declaration of competing interest J.W.: Institutional grants via Clinical Trial Center Maastricht: Bard, Bayer, GE, Philips, Siemens; speaker's bureau via Maastricht UMC+: Bayer. H.A.: Institutional grants: Bayer, Guerbet, Siemens; speaker's bureau: Siemens.
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- 2023
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43. Photon-counting detector coronary CT angiography: impact of virtual monoenergetic imaging and iterative reconstruction on image quality.
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Sartoretti T, McDermott M, Mergen V, Euler A, Schmidt B, Jost G, Wildberger JE, and Alkadhi H
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- Humans, Constriction, Pathologic, Prospective Studies, Signal-To-Noise Ratio, Tomography, X-Ray Computed methods, Radiographic Image Interpretation, Computer-Assisted methods, Retrospective Studies, Computed Tomography Angiography, Plaque, Atherosclerotic
- Abstract
Objectives: To assess the impact of low kilo-electronvolt (keV) virtual monoenergetic image (VMI) energies and iterative reconstruction on image quality of clinical photon-counting detector coronary CT angiography (CCTA)., Methods: CCTA with PCD-CT (prospective ECG-triggering, 120 kVp, automatic tube current modulation) was performed in a high-end cardiovascular phantom with dynamic flow, pulsatile heart motion, and including different calcified plaques with various stenosis grades and in 10 consecutive patients. VMI at 40,50,60 and 70 keV were reconstructed without (QIR-off) and with all quantum iterative reconstruction (QIR) levels (QIR-1 to 4). In the phantom, noise power spectrum, vessel attenuation, contrast-to-noise-ratio (CNR), and vessel sharpness were measured. Two readers graded stenoses in the phantom and graded overall image quality, subjective noise, vessel sharpness, vascular contrast, and coronary artery plaque delineation on 5-point Likert scales in patients., Results: In the phantom, noise texture was only slightly affected by keV and QIR while noise increased by 69% from 70 keV QIR-4 to 40 keV QIR-off. Reconstructions at 40 keV QIR-4 exhibited the highest CNR (46.1 ± 1.8), vessel sharpness (425 ± 42 ∆HU/mm), and vessel attenuation (1098 ± 14 HU). Stenosis measurements were not affected by keV or QIR level ( p > 0.12) with an average error of 3%/6% for reader 1/reader 2, respectively. In patients, across all subjective categories and both readers, 40 keV QIR-3 and QIR-4 images received the best scores ( p < 0.001)., Conclusion: Forty keV VMI with QIR-4 significantly improved image quality of CCTA with PCD-CT., Advances in Knowledge: PCD-CT at 40 keV and QIR-4 improves image quality of CCTA.
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- 2023
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44. Liver Iodine Quantification With Photon-Counting Detector CT: Accuracy in an Abdominal Phantom and Feasibility in Patients.
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Sartoretti T, Mergen V, Jungblut L, Alkadhi H, and Euler A
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- Humans, Feasibility Studies, Retrospective Studies, Photons, Tomography, X-Ray Computed methods, Phantoms, Imaging, Liver diagnostic imaging, Iodine
- Abstract
Rationale and Objectives: To compare the accuracy of iodine quantification in liver parenchyma and lesions between dual-source photon-counting detector CT (PCD-CT) and dual-source energy-integrating detector CT (EID-CT) in a phantom and to demonstrate the feasibility of iodine quantification with PCD-CT in liver parenchyma and lesions in patients., Materials and Methods: An anthropomorphic abdominal phantom with a liver insert containing parenchyma and lesions was imaged on a clinical PCD-CT at 120kV and in the dual-energy mode on an EID-CT with kV-combinations of 80/Sn150kV, 90/Sn150kV, and 100/Sn150kV. Three patient sizes were imaged at three different radiation doses (CTDI
vol : 5, 10, 15mGy). Thirty patients with liver cysts, hemangiomas or metastases imaged with PCD-CT were retrospectively included. Iodine maps were reconstructed and iodine concentrations were measured in liver parenchyma and lesions. For the phantom, iodine error was quantified as the absolute difference to the vendor's specifications as reference., Results: Overall iodine error was 0.33 ± 0.29, 0.34 ± 0.32, 0.39 ± 0.37, 0.35 ± 0.39 mgI/mL for 80/Sn150kV, 90/Sn150kV, 100/Sn150kV of EID-CT, and PCD-CT, respectively, without significant differences between PCD-CT and EID-CT (p > 0.05). Radiation dose did not significantly influence error of PCD-CT (p > 0.05) nor EID-CT (p > 0.05). For both scanners, smaller patient sizes were associated with lower errors (p < 0.05). Iodine concentration and base material attenuation significantly influenced quantification for EID-CT (p < 0.05) but not PCD-CT (p > 0.05). In patients, iodine quantification was feasible in liver parenchyma, cysts, hemangiomas, and metastases., Conclusion: Iodine quantification with PCD-CT is accurate in simulated liver parenchyma and lesions irrespective of radiation dose, iodine concentration, and base attenuation and is feasible in common liver lesions in patients., (Copyright © 2022 The Association of University Radiologists. Published by Elsevier Inc. All rights reserved.)- Published
- 2023
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45. Fully automated deep learning powered calcium scoring in patients undergoing myocardial perfusion imaging.
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Sartoretti T, Gennari AG, Sartoretti E, Skawran S, Maurer A, Buechel RR, and Messerli M
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- Humans, Calcium, Prospective Studies, Tomography, Emission-Computed, Single-Photon methods, Coronary Artery Disease, Deep Learning, Myocardial Perfusion Imaging methods
- Abstract
Background: To assess the accuracy of fully automated deep learning (DL) based coronary artery calcium scoring (CACS) from non-contrast computed tomography (CT) as acquired for attenuation correction (AC) of cardiac single-photon-emission computed tomography myocardial perfusion imaging (SPECT-MPI)., Methods and Results: Patients were enrolled in this study as part of a larger prospective study (NCT03637231). In this study, 56 Patients who underwent cardiac SPECT-MPI due to suspected coronary artery disease (CAD) were prospectively enrolled. All patients underwent non-contrast CT for AC of SPECT-MPI twice. CACS was manually assessed (serving as standard of reference) on both CT datasets (n = 112) and by a cloud-based DL tool. The agreement in CAC scores and CAC score risk categories was quantified. For the 112 scans included in the analysis, interscore agreement between the CAC scores of the standard of reference and the DL tool was 0.986. The agreement in risk categories was 0.977 with a reclassification rate of 3.6%. Heart rate, image noise, body mass index (BMI), and scan did not significantly impact (p=0.09 - p=0.76) absolute percentage difference in CAC scores., Conclusion: A DL tool enables a fully automated and accurate estimation of CAC scores in patients undergoing non-contrast CT for AC of SPECT-MPI., (© 2022. The Author(s).)
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- 2023
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46. Impact of photon counting detector CT derived virtual monoenergetic images and iodine maps on the diagnosis of pleural empyema.
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Jungblut L, Abel F, Nakhostin D, Mergen V, Sartoretti T, Euler A, Frauenfelder T, and Martini K
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- Humans, Female, Middle Aged, Retrospective Studies, Signal-To-Noise Ratio, Image Processing, Computer-Assisted methods, Tomography, X-Ray Computed methods, Radiographic Image Interpretation, Computer-Assisted methods, Iodine, Pleural Effusion, Empyema, Pleural diagnostic imaging, Radiography, Dual-Energy Scanned Projection methods
- Abstract
Purpose: The purpose of this study was to evaluate the impact of virtual monoenergetic image (VMI) energies and iodine maps on the diagnosis of pleural empyema with photon counting detector computed tomography (PCD-CT)., Materials and Methods: In this IRB-approved retrospective study, consecutive patients with non-infectious pleural effusion or histopathology-proven empyema were included. PCD-CT examinations were performed on a dual-source PCD-CT in the multi-energy (QuantumPlus) mode at 120 kV with weight-adjusted intravenous contrast-agent. VMIs from 40-70 keV obtained in 10 keV intervals and an iodine map was reconstructed for each scan. CT attenuation was measured in the aorta, the pleura and the peripleural fat (between autochthonous dorsal muscles and dorsal ribs). Contrast-to-noise (CNR) and signal-to-noise (SNR) ratios were calculated. Two blinded radiologists evaluated if empyema was present (yes/no), and rated diagnostic confidence (1 to 4; not confident to fully confident, respectively) with and without using the iodine map. Sensitivity, specificity and diagnostic confidence were estimated. Interobserver agreement was estimated using an unweighted Cohen kappa test. A one-way ANOVA was used to compare variables. Differences in sensitivity and specificity between the different levels of energy were searched using McNemar test., Results: Sixty patients (median age, 60 years; 26 women) were included. A strong negative correlation was found between image noise and VMI energies (r = -0.98; P = 0.001) and CNR increased with lower VMI energies (r = -0.98; P = 0.002). Diagnostic accuracy (96%; 95% CI: 82-100) as well as diagnostic confidence (3.4 ± 0.75 [SD]) were highest at 40 keV. Diagnostic accuracy and confidence at higher VMI energies improved with the addition of iodine maps (P ≤0.001). Overall, no difference in CT attenuation of peripleural fat between patients with empyema and those with pleural effusion was found (P = 0.07)., Conclusion: Low VMI energies lead to a higher diagnostic accuracy and diagnostic confidence in the diagnosis of pleural empyema. Iodine maps help in diagnosing empyema only at high VMI energies., Competing Interests: Disclosure of interest The authors of this manuscript declare no relationships with any companies, whose products or services may be related to the subject matter of the article., (Copyright © 2022 The Authors. Published by Elsevier Masson SAS.. All rights reserved.)
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- 2023
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47. A magnetic resonance imaging based radiomics model to predict mitosis cycles in intracranial meningioma.
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Krähling H, Musigmann M, Akkurt BH, Sartoretti T, Sartoretti E, Henssen DJHA, Stummer W, Heindel W, Brokinkel B, and Mannil M
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- Humans, Retrospective Studies, Magnetic Resonance Imaging methods, Mitosis, Meningioma pathology, Meningeal Neoplasms pathology
- Abstract
The aim of this study was to develop a magnetic resonance imaging (MRI) based radiomics model to predict mitosis cycles in intracranial meningioma grading prior to surgery. Preoperative contrast-enhanced T1-weighted (T1CE) cerebral MRI data of 167 meningioma patients between 2015 and 2020 were obtained, preprocessed and segmented using the 3D Slicer software and the PyRadiomics plugin. In total 145 radiomics features of the T1CE MRI images were computed. The criterion on the basis of which the feature selection was made is whether the number of mitoses per 10 high power field (HPF) is greater than or equal to zero. Our analyses show that machine learning algorithms can be used to make accurate predictions about whether the number of mitoses per 10 HPF is greater than or equal to zero. We obtained our best model using Ridge regression for feature pre-selection, followed by stepwise logistic regression for final model construction. Using independent test data, this model resulted in an AUC (Area under the Curve) of 0.8523, an accuracy of 0.7941, a sensitivity of 0.8182, a specificity of 0.7500 and a Cohen's Kappa of 0.5576. We analyzed the performance of this model as a function of the number of mitoses per 10 HPF. The model performs well for cases with zero mitoses as well as for cases with more than one mitosis per 10 HPF. The worst model performance (accuracy = 0.6250) is obtained for cases with one mitosis per 10 HPF. Our results show that MRI-based radiomics may be a promising approach to predict the mitosis cycles in intracranial meningioma prior to surgery. Specifically, our approach may offer a non-invasive means of detecting the early stages of a malignant process in meningiomas prior to the onset of clinical symptoms., (© 2023. The Author(s).)
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- 2023
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48. Frequency and temporal evolution of COVID-19 vaccination rate among oncological patients undergoing 18F-FDG-PET.
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Skawran S, Schiesser H, Maurer A, Sartoretti T, Dittli M, Mader C, Curioni-Fontecedro A, Berger C, Huellner MW, and Messerli M
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- Humans, COVID-19 Vaccines, Positron Emission Tomography Computed Tomography, Vaccination, Fluorodeoxyglucose F18, COVID-19 prevention & control
- Abstract
Purpose: To evaluate the temporal evolution of vaccination against COVID-19 in a Swiss oncological cohort., Methods: History of complete vaccination (i.e. at least two vaccine doses) against COVID-19 of patients undergoing oncological 18F-FDG PET/CT between February and September 2021 (n = 2613) was taken. Vaccination rate was compared with age-matched national data from the Swiss Federal Office of Public Health. Subgroup differences in temporal evolution of vaccination rate were analyzed by fitting a generalized linear model and determined by significant interaction between, sex, oncological diagnosis, and month of examination., Results: Rate of complete vaccination against COVID-19 steadily increased and reached 81 % in September 2021. The fraction of vaccinated patients in the oncological cohort was higher in the beginning and approached the fraction in the age-matched general Swiss population at the end of the study period. Month of exam (p < 0.001) was the only significant predictor of the vaccination rate., Conclusion: Vaccination rate against COVID-19 in a Swiss oncological cohort increased steadily from February to September 2021. Compared to the age-matched general population it was higher in the beginning and similar by the end of the study period. Ethics approval: Trial registration: BASEC 2021-00444, Ethikkommission Zürich (Cantonal Ethics Committee Zurich), Switzerland, registered February 24th 2021., Competing Interests: Declaration of Competing Interest The authors declare the following financial interests/personal relationships which may be considered as potential competing interests: Stephan Skawran reports financial support was provided by Palatin Foundation, Switzerland. Michael Messerli reports financial support was provided by Iten-Kohaut Foundation, Switzerland. Michael Messerli reports financial support was provided by CRPP AI Oncological Imaging Network of the University of Zurich. Martin W. Huellner reports financial support was provided by CRPP AI Oncological Imaging Network of the University of Zurich. Martin W. Huellner reports financial support was provided by GE Healthcare. Martin W. Huellner reports financial support was provided by Alfred and Annemarie von Sick legacy for translational and clinical cardiac and oncological research. The University Hospital of Zurich holds a research agreement with GE Healthcare (unrelated to current study)., (Copyright © 2022 The Authors. Published by Elsevier Ltd.. All rights reserved.)
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- 2022
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49. Third-Generation Cardiovascular Phantom: The Next Generation of Preclinical Research in Diagnostic Imaging.
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McDermott MC, Sartoretti T, Mihl C, Pietsch H, Alkadhi H, and Wildberger JE
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- Phantoms, Imaging, Heart, Heart Ventricles, Contrast Media, Tomography, X-Ray Computed methods
- Abstract
Objective: Different types of preclinical research tools used in the field of diagnostic imaging such as dynamic flow circulation phantoms have built the foundation for optimization and advancement of clinical procedures including new imaging techniques. The objective was to introduce a third-generation phantom, building on the limitations of earlier versions and unlocking new opportunities for preclinical investigation., Material and Methods: A third-generation phantom was designed and constructed comprising physiological vascular models from head to toe, including a 4-chamber heart with embedded heart valves and a controllable electromechanical pump. The models include modular segments, allowing for interchangeability between healthy and diseased vessels. Clinical sanity checks were performed using the phantom in combination with a dual-head power injector on a third-generation dual-source computed tomography scanner. Contrast media was injected at 1.5 g I/s, and the phantom was configured with a cardiac output of 5.3 L/min. Measurements of mean transit times between key vascular landmarks and peak enhancement values in Hounsfield units (HUs) were measured to compare with expected in vivo results estimated from literature., Results: Good agreement was obtained between literature reference values from physiology and measured results. Contrast arrival between antecubital vein and right ventricle was measured to be 13.1 ± 0.3 seconds. Transit time from right ventricle to left ventricle was 12.0 ± 0.2 seconds, from left internal carotid artery to left internal jugular vein 7.7 ± 0.4 seconds, and 2.9 ± 0.2 seconds from aortic arch to aortic bifurcation. The peak enhancement measured in the regions of interest was between 336 HU and 557 HU., Conclusions: The third-generation phantom demonstrated the capability of simulating physiologic in vivo conditions with accurate contrast media transport timing, good repeatability, and expected enhancement profiles. As a nearly complete cardiovascular system including a functioning 4-chamber heart and interchangeable disease states, the third-generation phantom presents new opportunities for the expansion of preclinical research in diagnostic imaging., (Copyright © 2022 Wolters Kluwer Health, Inc. All rights reserved.)
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- 2022
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50. Potential of Photon-Counting Detector CT for Radiation Dose Reduction for the Assessment of Interstitial Lung Disease in Patients With Systemic Sclerosis.
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Jungblut L, Euler A, von Spiczak J, Sartoretti T, Mergen V, Englmaier V, Landsmann A, Mihai CM, Distler O, Alkadhi H, Frauenfelder T, and Martini K
- Subjects
- Humans, Female, Phantoms, Imaging, Photons, Drug Tapering, Retrospective Studies, Tomography, X-Ray Computed methods, Lung Diseases, Interstitial diagnostic imaging, Scleroderma, Systemic complications, Scleroderma, Systemic diagnostic imaging
- Abstract
Objective: The aim of this study was to determine the potential of photon-counting detector computed tomography (PCD-CT) for radiation dose reduction compared with conventional energy-integrated detector CT (EID-CT) in the assessment of interstitial lung disease (ILD) in systemic sclerosis (SSc) patients., Methods: In this retrospective study, SSc patients receiving a follow-up noncontrast chest examination on a PCD-CT were included between May 2021 and December 2021. Baseline scans were generated on a dual-source EID-CT by selecting the tube current-time product for each of the 2 x-ray tubes to obtain a 100% (D 100 ), a 66% (D 66 ), and a 33% dose image (D 33 ) from the same data set. Slice thickness and kernel were adjusted between the 2 scans. Image noise was assessed by placing a fixed region of interest in the subcutaneous fat. Two independent readers rated subjective image quality (5-point Likert scale), presence, extent, diagnostic confidence, and accuracy of SSc-ILD. D 100 interpreted by a radiologist with 22 years of experience served as reference standard. Interobserver agreement was calculated with Cohen κ, and mean variables were compared by a paired t test., Results: Eighty patients (mean 56 ± 14; 64 women) were included. Although CTDI vol of PCD-CT was comparable to D 33 (0.72 vs 0.76 mGy, P = 0.091), mean image noise of PCD-CT was comparable to D 100 (131 ± 15 vs 113 ± 12, P > 0.05). Overall subjective image quality of PCD-CT was comparable to D 100 (4.72 vs 4.71; P = 0.874). Diagnostic accuracy was higher in PCD-CT compared with D 33 /D 66 (97.6% and 92.5%/96.3%, respectively) and comparable to D 100 (98.1%)., Conclusions: With PCD-CT, a radiation dose reduction of 66% compared with EID-CT is feasible, without penalty in image quality and diagnostic performance for the evaluation of ILD., Competing Interests: Conflicts of interests and sources of funding: All authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest. V.M. is funded by the research grant “Young Talents in Clinical Research” of the SAMS and the G. and J. Bangerter-Rhyner Foundation., (Copyright © 2022 Wolters Kluwer Health, Inc. All rights reserved.)
- Published
- 2022
- Full Text
- View/download PDF
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