19 results on '"Willemink, M.J."'
Search Results
2. Improving head and neck CTA with hybrid and model-based iterative reconstruction techniques
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Niesten, J.M., van der Schaaf, I.C., Vos, P.C., Willemink, M.J., and Velthuis, B.K.
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- 2015
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3. Systematic assessment of coronary calcium detectability and quantification on four generations of CT reconstruction techniques: a patient and phantom study
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Dobrolinska, M.M., Praagh, G.D. van, Oostveen, L.J., Poelhekken, K., Greuter, M.J., Fleischmann, D., Willemink, M.J., Lange, F. de, Slart, R.H., Leiner, T., Werf, N.R. van der, Radiology & Nuclear Medicine, Basic and Translational Research and Imaging Methodology Development in Groningen (BRIDGE), Cardiovascular Centre (CVC), and Translational Immunology Groningen (TRIGR)
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ARTERY CALCIUM ,SOCIETY ,HEART-RATE ,X-ray computed ,ZERO ,Coronary Artery Disease ,Radiation Dosage ,Phantoms ,Imaging ,Predictive Value of Tests ,SCORE ,Humans ,Tomography ,Phantoms, Imaging ,Other Research Radboud Institute for Health Sciences [Radboudumc 0] ,Calcinosis ,Deep learning ,CALCIFICATION ,ITERATIVE RECONSTRUCTION ,DENSITY ,Image reconstruction ,Radiographic Image Interpretation, Computer-Assisted ,MULTIDETECTOR COMPUTED-TOMOGRAPHY ,Calcium ,Tomography, X-Ray Computed ,Algorithms - Abstract
Contains fulltext : 287839.pdf (Publisher’s version ) (Open Access) In computed tomography, coronary artery calcium (CAC) scores are influenced by image reconstruction. The effect of a newly introduced deep learning-based reconstruction (DLR) on CAC scoring in relation to other algorithms is unknown. The aim of this study was to evaluate the effect of four generations of image reconstruction techniques (filtered back projection (FBP), hybrid iterative reconstruction (HIR), model-based iterative reconstruction (MBIR), and DLR) on CAC detectability, quantification, and risk classification. First, CAC detectability was assessed with a dedicated static phantom containing 100 small calcifications varying in size and density. Second, CAC quantification was assessed with a dynamic coronary phantom with velocities equivalent to heart rates of 60–75 bpm. Both phantoms were scanned and reconstructed with four techniques. Last, scans of fifty patients were included and the Agatston calcium score was calculated for all four reconstruction techniques. FBP was used as a reference. In the phantom studies, all reconstruction techniques resulted in less detected small calcifications, up to 22%. No clinically relevant quantification changes occurred with different reconstruction techniques (less than 10%). In the patient study, the cardiovascular risk classification resulted, for all reconstruction techniques, in excellent agreement with the reference (κ = 0.96–0.97). However, MBIR resulted in significantly higher Agatston scores (61 (5.5–435.0) vs. 81.5 (9.25–435.0); p
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- 2022
4. CT evaluation of chronic thromboembolic pulmonary hypertension
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Willemink, M.J., van Es, H.W., Koobs, L., Morshuis, W.J., Snijder, R.J., and van Heesewijk, J.P.M.
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- 2012
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5. Coronary artery calcium detection & quantification with current and next-generation CT: It is time for a change
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Leiner, T., Greuter, M.J.W., Willemink, M.J., Werf, Niels Roderik van der, Leiner, T., Greuter, M.J.W., Willemink, M.J., and Werf, Niels Roderik van der
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- 2022
6. Coronary Artery Calcium Scoring Toward a New Standard
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Praagh, G.D. van, Wang, Jia, Werf, N.R. van der, Greuter, Marcel J. W., Mastrodicasa, Domenico, Nieman, Koen, Oostveen, L.J., Lange, F. de, Fleischmann, D., Willemink, M.J., Praagh, G.D. van, Wang, Jia, Werf, N.R. van der, Greuter, Marcel J. W., Mastrodicasa, Domenico, Nieman, Koen, Oostveen, L.J., Lange, F. de, Fleischmann, D., and Willemink, M.J.
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Item does not contain fulltext
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- 2022
7. Acute Limited Tears of the Thoracic Aorta
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Chin, A.S., primary, Willemink, M.J., additional, Kino, A., additional, Hinostroza, V., additional, Sailer, A.M., additional, and Fischbein, M.P., additional
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- 2018
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8. Radiation dose reduction for CT assessment of urolithiasis using iterative reconstruction: A prospective intra-individual study
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Harder, A.M. (Annemarie) den, Willemink, M.J. (Martin J.), van Doormaal, P.J. (Pieter J.), Wessels, F.J. (Frank J.), Lock, M.T.W.T. (M. T.W.T.), Schilham, A. (Arnold), Budde, R.P.J. (Ricardo), Leiner, I. (Tim), de Jong, P.A. (Pim A.), Harder, A.M. (Annemarie) den, Willemink, M.J. (Martin J.), van Doormaal, P.J. (Pieter J.), Wessels, F.J. (Frank J.), Lock, M.T.W.T. (M. T.W.T.), Schilham, A. (Arnold), Budde, R.P.J. (Ricardo), Leiner, I. (Tim), and de Jong, P.A. (Pim A.)
- Abstract
Objective: To assess the performance of hybrid (HIR) and model-based iterative reconstruction (MIR) in patients with urolithiasis at reduced-dose computed tomography (CT). Methods: Twenty patients scheduled for unenhanced abdominal CT for follow-up of urolithiasis were prospectively included. Routine dose acquisition was followed by three low-dose acquisitions at 40%, 60% and 80% reduced doses. All images were reconstructed with filtered back projection (FBP), HIR and MIR. Urolithiasis detection rates, gall bladder, appendix and rectosigmoid evaluation and overall subjective image quality were evaluated by two observers. Results: 74 stones were present in 17 patients. Half the stones were not detected on FBP at the lowest dose level, but this improved with MIR to a sensitivity of 100%. HIR resulted in a slight decrease in sensitivity at the lowest dose to 72%, but outperformed FBP. Evaluation of other structures with HIR at 40% and with MIR at 60% dose reductions was comparable to FBP at routine dose, but 80% dose reduction resulted in non-evaluable images. Conclusions: CT radiation dose for urolithiasis detection can be safely reduced by 40 (HIR)–60 (MIR) % without affecting assessment of urolithiasis, possible extra-urinary tract pathology or overall image quality. Key Points: • Iterative reconstruction can be used to substantially lower the radiation dose. • This allows for radiation reduction without affecting sensitivity of stone detection. • Possible extra-urinary tract pathology evaluation is feasible at 40–60% reduced dose.
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- 2018
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9. PO-116: Potential applications of spectral CT imaging in patients with head and neck squamous cell carcinoma
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Peltenburg, B., primary, Dankbaar, J.W., additional, Willemink, M.J., additional, De Bree, R., additional, and Leiner, T., additional
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- 2017
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10. Inter-observer and inter-examination variability of manual vertebral bone attenuation measurements on computed tomography
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Pompe, E. (Esther), Jong, P.A. (Pim) de, De Jong, W.U. (Werner U.), Takx, R.A.P. (Richard A.), Eikendal, A.L.M. (Anouk L. M.), Willemink, M.J. (Martin J.), Oudkerk, M. (Matthijs), Budde, R.P.J. (Ricardo), Lammers, J.-W.J. (Jan-Willem J.), Mohamed Hoesein, F.A.A. (Firdaus), Pompe, E. (Esther), Jong, P.A. (Pim) de, De Jong, W.U. (Werner U.), Takx, R.A.P. (Richard A.), Eikendal, A.L.M. (Anouk L. M.), Willemink, M.J. (Martin J.), Oudkerk, M. (Matthijs), Budde, R.P.J. (Ricardo), Lammers, J.-W.J. (Jan-Willem J.), and Mohamed Hoesein, F.A.A. (Firdaus)
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Objective: To determine inter-observer and inter-examination variability of manual attenuation measurements of the vertebrae in low-dose unenhanced chest computed tomography (CT). Methods: Three hundred and sixty-seven lung cancer screening trial participants who underwent baseline and repeat unenhanced low-dose CT after 3 months because of an indeterminate lung nodule were included. The CT attenuation value of the first lumbar vertebrae (L1) was measured in all CTs by one observer to obtain inter-examination reliability. Six observers performed measurements in 100 randomly selected CTs to determine agreement with limits of agreement and Bland-Altman plots and reliability with intraclass correlation coefficients (ICCs). Reclassification analyses were performed using a threshold of 110 HU to define osteoporosis. Results: Inter-examination reliability was excellent with an ICC of 0.92 (p < 0.001). Inter-examination limits of agreement ranged from -26 to 28 HU with a mean difference of 1 ± 14 HU. Inter-observer reliability ICCs ranged from 0.70 to 0.91. Inter-examination variability led to 11.2 % reclassification of participants and inter-observer variability led to 22.1 % reclassification. Conclusions: Vertebral attenuation values can be manually quantified with good to excellent inter-examination and inter-observer reliability on unenhanced low-dose chest CT. This information is valuable for early detection of osteoporosis on low-dose chest CT. Key Points: • Vertebral attenuation values can be manually quantified on low-dose unenhanced CT reliably.• Vertebral attenuation measurements may be helpful in detecting subclinical low bone density.• This could become of importance in the detection of osteoporosis.
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- 2016
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11. Prognostic value of heart valve calcifications for cardiovascular events in a lung cancer screening population
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Willemink, M.J. (Martin J.), Takx, R.A.P. (Richard A.), Isgum, I. (Ivana), Koning, H.J. (Harry) de, Oudkerk, M. (Matthijs), Mali, W.P. (Willem), Budde, R.P.J. (Ricardo), Leiner, I. (Tim), Vliegenthart, R. (Rozemarijn), Jong, P.A. (Pim) de, Willemink, M.J. (Martin J.), Takx, R.A.P. (Richard A.), Isgum, I. (Ivana), Koning, H.J. (Harry) de, Oudkerk, M. (Matthijs), Mali, W.P. (Willem), Budde, R.P.J. (Ricardo), Leiner, I. (Tim), Vliegenthart, R. (Rozemarijn), and Jong, P.A. (Pim) de
- Abstract
To assess the prognostic value of aortic valve and mitral valve/annulus calcifications for cardiovascular events in heavily smoking men without a history of cardiovascular disease. Heavily smoking men without a cardiovascular disease history who underwent non-contrast-enhanced low-radiation-dose chest CT for lung cancer screening were included. Non-imaging predictors (age, smoking status and pack-years) were collected and imaging-predictors (calcium volume of the coronary arteries, aorta, aortic valve and mitral valve/annulus) were obtained. The outcome was the occurrence of cardiovascular events. Multivariable Cox proportional-hazards regression was used to calculate hazard-ratios (HRs) with 95 % confidence interval (CI). Subsequently, concordance-statistics were calculated. In total 3111 individuals were included, of whom 186 (6.0 %) developed a cardiovascular event during a follow-up of 2.9 (Q1–Q3, 2.7–3.3) years. If aortic (n = 657) or mitral (n = 85) annulus/valve calcifications were present, cardiovascular event incidence increased to 9.0 % (n = 59) or 12.9 % (n = 11), respectively. HRs of aortic and mitral valve/annulus calcium volume for cardiovascular events were 1.46 (95 % CI, 1.09–1.84) and 2.74 (95 % CI, 0.92–4.56) per 500 mm3. The c-statistic of a basic model including age, pack-years, current smoking status, coronary and aorta calcium volume was 0.68 (95 % CI, 0.63–0.72), which did not change after adding heart valve calcium volume. Aortic valve calcifications are predictors of future cardiovascular events. However, there was no added prognostic value beyond age, number of pack-years, current smoking status, coronary and aorta calcium volume for short term cardiovascular events.
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- 2015
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12. Interscan variation of semi-automated volumetry of subsolid pulmonary nodules
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Scholten, E.T., Jong, P.A. de, Jacobs, C., Ginneken, B. van, Riel, S.J. van, Willemink, M.J., Vliegenthart, R., Oudkerk, M., Koning, H.J. de, Horeweg, N., Prokop, M., Mali, W.P., Gietema, H.A., Scholten, E.T., Jong, P.A. de, Jacobs, C., Ginneken, B. van, Riel, S.J. van, Willemink, M.J., Vliegenthart, R., Oudkerk, M., Koning, H.J. de, Horeweg, N., Prokop, M., Mali, W.P., and Gietema, H.A.
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Contains fulltext : 153206.pdf (Publisher’s version ) (Open Access), We aimed to test the interscan variation of semi-automatic volumetry of subsolid nodules (SSNs), as growth evaluation is important for SSN management.From a lung cancer screening trial all SSNs that were stable over at least 3 months were included (N = 44). SSNs were quantified on the baseline CT by two observers using semi-automatic volumetry software for effective diameter, volume, and mass. One observer also measured the SSNs on the second CT 3 months later. Interscan variation was evaluated using Bland-Altman plots. Observer agreement was calculated as intraclass correlation coefficient (ICC). Data are presented as mean (± standard deviation) or median and interquartile range (IQR). A Mann-Whitney U test was used for the analysis of the influence of adjustments on the measurements.Semi-automatic measurements were feasible in all 44 SSNs. The interscan limits of agreement ranged from -12.0 \% to 9.7 \% for diameter, -35.4 \% to 28.6 \% for volume and -27.6 \% to 30.8 \% for mass. Agreement between observers was good with intraclass correlation coefficients of 0.978, 0.957, and 0.968 for diameter, volume, and mass, respectively.Our data suggest that when using our software an increase in mass of 30 \% can be regarded as significant growth.• Recently, recommendations regarding subsolid nodules have stressed the importance of growth quantification. • Volumetric measurement of subsolid nodules is feasible with good interscan agreement. • Increase of mass of 30 \% can be regarded as significant growth.
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- 2015
13. Iterative Reconstruction for Cardiopulmonary Computed Tomography
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Leiner, T., Jong, P.A. de, Budde, R.P.J., Willemink, M.J., Leiner, T., Jong, P.A. de, Budde, R.P.J., and Willemink, M.J.
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- 2015
14. Computed Tomography Radiation Dose Reduction: Effect of Different Iterative Reconstruction Algorithms on Image Quality
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Willemink, M.J., Takx, R.A.P., Jong, P.A. de, Budde, R.P., Bleys, R.L., Das, M., Wildberger, J.E., Prokop, M., Buls, N., Mey, J. de, Leiner, T., Schilham, A.M., Willemink, M.J., Takx, R.A.P., Jong, P.A. de, Budde, R.P., Bleys, R.L., Das, M., Wildberger, J.E., Prokop, M., Buls, N., Mey, J. de, Leiner, T., and Schilham, A.M.
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Item does not contain fulltext, We evaluated the effects of hybrid and model-based iterative reconstruction (IR) algorithms from different vendors at multiple radiation dose levels on image quality of chest phantom scans.A chest phantom was scanned on state-of-the-art computed tomography scanners from 4 vendors at 4 dose levels (4.1 mGy, 3.0 mGy, 1.9 mGy, and 0.8 mGy). All data were reconstructed with filtered back projection (FBP) and reduced-dose data also with IR (iDose4, Adaptive Iterative Dose Reduction 3D, Adaptive Statistical Iterative Reconstruction, Sinogram-Affirmed Iterative Reconstruction, prototype Iterative Model Reconstruction, and Veo). Computed tomography numbers and noise were measured in the spine and lungs. Signal-to-noise ratios (SNR) and contrast-to-noise ratios (CNR) were calculated and differences were analyzed with the Friedman test.For all vendors, radiation dose reduction with FBP resulted in significantly increased noise levels (≤148\%) as well as decreased SNR (≤57\%) and CNR (≤58\%) (P < 0.001). Conversely, IR resulted in decreased noise levels (≤48\%) as well as increased SNR (≤94\%) and CNR (≤94\%). The SNRs and CNRs of the model-based algorithms at 80\% reduced dose were similar to reference-dose FBP.Hybrid IR algorithms have the potential to reduce radiation dose with 27\% to 54\% and model-based IR algorithms with up to 80\%.
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- 2014
15. Coronary Artery Calcification Scoring with State-of-the-Art CT Scanners from Different Vendors Has Substantial Effect on Risk Classification
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Willemink, M.J., Vliegenthart, R., Takx, R.A.P., Leiner, T., Budde, R.P., Bleys, R.L., Das, M., Wildberger, J.E., Prokop, M., Buls, N., Mey, J. de, Schilham, A.M., Jong, P.A. de, Willemink, M.J., Vliegenthart, R., Takx, R.A.P., Leiner, T., Budde, R.P., Bleys, R.L., Das, M., Wildberger, J.E., Prokop, M., Buls, N., Mey, J. de, Schilham, A.M., and Jong, P.A. de
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Item does not contain fulltext, Purpose To determine the intervendor variability of Agatston scoring determined with state-of-the-art computed tomographic (CT) systems from the four major vendors in an ex vivo setup and to simulate the subsequent effects on cardiovascular risk reclassification in a large population-based cohort. Materials and Methods Research ethics board approval was not necessary because cadaveric hearts from individuals who donated their bodies to science were used. Agatston scores obtained with CT scanners from four different vendors were compared. Fifteen ex vivo human hearts were placed in a phantom resembling an average human adult. Hearts were scanned at equal radiation dose settings for the systems of all four vendors. Agatston scores were quantified semiautomatically with software used clinically. The ex vivo Agatston scores were used to simulate the effects of different CT scanners on reclassification of 432 individuals aged 55 years or older from a population-based study who were at intermediate cardiovascular risk based on Framingham risk scores. The Friedman test was used to evaluate overall differences, and post hoc analyses were performed by using the Wilcoxon signed-rank test with Bonferroni correction. Results Agatston scores differed substantially when CT scanners from different vendors were used, with median Agatston scores ranging from 332 (interquartile range, 114-1135) to 469 (interquartile range, 183-1381; P < .05). Simulation showed that these differences resulted in a change in cardiovascular risk classification in 0.5\%-6.5\% of individuals at intermediate risk when a CT scanner from a different vendor was used. Conclusion Among individuals at intermediate cardiovascular risk, state-of the-art CT scanners made by different vendors produced substantially different Agatston scores, which can result in reclassification of patients to the high- or low-risk categories in up to 6.5\% of cases. © RSNA, 2014.
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- 2014
16. The impact of CT radiation dose reduction and iterative reconstruction algorithms from four different vendors on coronary calcium scoring
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Willemink, M.J., Takx, R.A.P., Jong, P.A. de, Budde, R.P., Bleys, R.L., Das, M., Wildberger, J.E., Prokop, M., Buls, N., Mey, J. de, Schilham, A.M., Leiner, T., Willemink, M.J., Takx, R.A.P., Jong, P.A. de, Budde, R.P., Bleys, R.L., Das, M., Wildberger, J.E., Prokop, M., Buls, N., Mey, J. de, Schilham, A.M., and Leiner, T.
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Item does not contain fulltext, To analyse the effects of radiation dose reduction and iterative reconstruction (IR) algorithms on coronary calcium scoring (CCS).Fifteen ex vivo human hearts were examined in an anthropomorphic chest phantom using computed tomography (CT) systems from four vendors and examined at four dose levels using unenhanced prospectively ECG-triggered protocols. Tube voltage was 120 kV and tube current differed between protocols. CT data were reconstructed with filtered back projection (FBP) and reduced dose CT data with IR. CCS was quantified with Agatston scores, calcification mass and calcification volume. Differences were analysed with the Friedman test.Fourteen hearts showed coronary calcifications. Dose reduction with FBP did not significantly change Agatston scores, calcification volumes and calcification masses (P > 0.05). Maximum differences in Agatston scores were 76, 26, 51 and 161 units, in calcification volume 97, 27, 42 and 162 mm(3), and in calcification mass 23, 23, 20 and 48 mg, respectively. IR resulted in a trend towards lower Agatston scores and calcification volumes with significant differences for one vendor (P < 0.05). Median relative differences between reference FBP and reduced dose IR for Agatston scores remained within 2.0-4.6 \%, 1.0-5.3 \%, 1.2-7.7 \% and 2.6-4.5 \%, for calcification volumes within 2.4-3.9 \%, 1.0-5.6 \%, 1.1-6.4 \% and 3.7-4.7 \%, for calcification masses within 1.9-4.1 \%, 0.9-7.8 \%, 2.9-4.7 \% and 2.5-3.9 \%, respectively. IR resulted in increased, decreased or similar calcification masses.CCS derived from standard FBP acquisitions was not affected by radiation dose reductions up to 80 \%. IR resulted in a trend towards lower Agatston scores and calcification volumes.• In this ex vivo study, radiation dose could be reduced by 80 \% for coronary calcium scoring • Iterative reconstruction resulted in a trend towards lower Agatston scores and calcification volumes • Caution should be taken for coronary calcium scoring with itera
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- 2014
17. Computer-Aided Segmentation and Volumetry of Artificial Ground-Glass Nodules at Chest CT
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Scholten, E.T., Jacobs, C., Ginneken, B. van, Willemink, M.J., Kuhnigk, J.-M., Ooijen, PM van, Oudkerk, M., Mali, W.P.Th., Jong, P.A. de, Scholten, E.T., Jacobs, C., Ginneken, B. van, Willemink, M.J., Kuhnigk, J.-M., Ooijen, PM van, Oudkerk, M., Mali, W.P.Th., and Jong, P.A. de
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Contains fulltext : 118196.pdf (Publisher’s version ) (Open Access), OBJECTIVE. The purpose of this study was to investigate a new software program for semiautomatic measurement of the volume and mass of ground-glass nodules (GGNs) in a chest phantom and to investigate the influence of CT scanner, reconstruction filter, tube voltage, and tube current. MATERIALS AND METHODS. We used an anthropomorphic chest phantom with eight artificial GGNs with two different CT attenuations and four different volumes. CT scans were obtained with four models of CT scanner at 120 kVp and 25 mAs with a soft and a sharp reconstruction filter. On the 256-MDCT scanner, the tube current-exposure time product and tube voltage settings were varied. GGNs were measured with software that automatically segmented the nodules. Absolute percentage error (APE) was calculated for volume, mass, and density. Wilcoxon signed rank, Mann-Whitney U, and Kruskal-Wallis tests were used for analysis. RESULTS. Volume and mass did not differ significantly from the true values. When measurements were expressed as APE, the error range was 2-36\% for volume and 5-46\% for mass, which was significantly different from no error. We did not find significant differences in APE between CT scanners with filters for lower tube current for volume or lower tube voltage for mass. CONCLUSION. Computer-aided segmentation and mass and volume measurements of GGNs with the prototype software had promising results in this study.
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- 2013
18. The effect of iterative reconstruction on computed tomography assessment of emphysema, air trapping and airway dimensions.
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Mets, O.M., Willemink, M.J., Kort, F.P. de, Mol, C.P., Leiner, T., Oudkerk, M., Prokop, M., Jong, P.A. de, Mets, O.M., Willemink, M.J., Kort, F.P. de, Mol, C.P., Leiner, T., Oudkerk, M., Prokop, M., and Jong, P.A. de
- Abstract
1 oktober 2012, Item does not contain fulltext, OBJECTIVES: To determine the influence of iterative reconstruction (IR) on quantitative computed tomography (CT) measurements of emphysema, air trapping, and airway wall and lumen dimensions, compared to filtered back-projection (FBP). METHODS: Inspiratory and expiratory chest CTs of 75 patients (37 male, 38 female; mean age 64.0 +/- 5.7 years) were reconstructed using FBP and IR. CT emphysema, CT air trapping and airway dimensions of a segmental bronchus were quantified using several commonly used quantification methods. The two algorithms were compared using the concordance correlation coefficient (p (c)) and Wilcoxon signed rank test. RESULTS: Only the E/I-ratio(MLD) as a measure of CT air trapping and airway dimensions showed no significant differences between the algorithms, whereas all CT emphysema and the other CT air trapping measures were significantly different at IR when compared to FBP (P < 0.001). CONCLUSION: The evaluated IR algorithm significantly influences quantitative CT measures in the assessment of emphysema and air trapping. However, the E/I-ratio(MLD) as a measure of CT air trapping, as well as the airway measurements, is unaffected by this reconstruction method. Quantitative CT of the lungs should be performed with careful attention to the CT protocol, especially when iterative reconstruction is introduced. KEY POINTS : * New techniques in CT allow numerous quantitative measurements of lung function. * Iterative reconstruction influences quantitative CT measurements of emphysema and air trapping. * Expiratory-to-inspiratory ratio of mean lung density and airway measurements are unaffected by iterative reconstruction. * Quantitative lung-CT should be performed with careful attention to the CT protocol.
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- 2012
19. Coronary artery calcium detection & quantification with current and next-generation CT: It is time for a change
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Werf, Niels Roderik van der, Leiner, T., Greuter, M.J.W., Willemink, M.J., and University Utrecht
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Coronary calcium ,calcium scores ,Agatston score ,phantoms ,radiation dose - Abstract
The overall aims of this thesis, entitled ‘Coronary artery calcium detection & quantification with current and next-generation CT’, are to better understand spurious variations in coronary artery calcium (CAC) scoring and to provide strategies to address this problem. To better understand sources of variation we investigated the extent to which differences in CAC scores are attributable to the type of CT system, patient size and heart rate, level of radiation dose reduction, iterative reconstruction (IR), deep-learning reconstruction (DLR), calcium-aware reconstruction kernel, slice thickness, CAC scoring algorithms, and CT detector technology, rather than true variations in the amount of CAC. Importantly, we demonstrate that technical advances in CT can improve clinical CAC scoring, by reducing CAC scoring variability and/or reducing patient radiation dose.
- Published
- 2022
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