396 results on '"Radiographic Image Interpretation, Computer-Assisted"'
Search Results
2. Double-Contour Artifact on Helical Dual-Spin Dual-Energy CT.
- Author
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Krebs-Fleischmann HWA and Obmann MM
- Subjects
- Humans, Physical Phenomena, Tomography, X-Ray Computed, Artifacts, Radiographic Image Interpretation, Computer-Assisted
- Published
- 2022
- Full Text
- View/download PDF
3. Editorial Comment: External Fixation Hardware-A New Application for Iterative Metal Artifact Reduction on CT.
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Markhardt BK
- Subjects
- Fracture Fixation, Humans, Radiographic Image Interpretation, Computer-Assisted, Tomography, X-Ray Computed, Artifacts, External Fixators
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- 2022
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- View/download PDF
4. Editorial Comment: Radiologists Should Implement Dose Reduction Strategies for Coronary CTA Given the Preserved High Image Quality.
- Author
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Krumm P
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- Coronary Angiography, Humans, Radiologists, Drug Tapering, Radiographic Image Interpretation, Computer-Assisted
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- 2021
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5. CT Manifestations of Coronavirus Disease (COVID-19) Pneumonia and Influenza Virus Pneumonia: A Comparative Study.
- Author
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Lin L, Fu G, Chen S, Tao J, Qian A, Yang Y, and Wang M
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- Adolescent, Adult, Aged, Artificial Intelligence, COVID-19 virology, Diagnosis, Differential, Female, Humans, Influenza, Human virology, Male, Middle Aged, Radiographic Image Interpretation, Computer-Assisted, Radiography, Thoracic, Retrospective Studies, SARS-CoV-2, COVID-19 diagnostic imaging, Influenza, Human diagnostic imaging, Pneumonia, Viral diagnostic imaging, Pneumonia, Viral virology, Tomography, X-Ray Computed methods
- Abstract
OBJECTIVE. The purpose of this study was to investigate differences in CT manifestations of coronavirus disease (COVID-19) pneumonia and those of influenza virus pneumonia. MATERIALS AND METHODS. We conducted a retrospective study of 52 patients with COVID-19 pneumonia and 45 patients with influenza virus pneumonia. All patients had positive results for the respective viruses from nucleic acid testing and had complete clinical data and CT images. CT findings of pulmonary inflammation, CT score, and length of largest lesion were evaluated in all patients. Mean density, volume, and mass of lesions were further calculated using artificial intelligence software. CT findings and clinical data were evaluated. RESULTS. Between the group of patients with COVID-19 pneumonia and the group of patients with influenza virus pneumonia, the largest lesion close to the pleura (i.e., no pulmonary parenchyma between the lesion and the pleura), mucoid impaction, presence of pleural effusion, and axial distribution showed statistical difference ( p < 0.05). The properties of the largest lesion, presence of ground-glass opacity, presence of consolidation, mosaic attenuation, bronchial wall thickening, centrilobular nodules, interlobular septal thickening, crazy paving pattern, air bronchogram, unilateral or bilateral distribution, and longitudinal distribution did not show significant differences ( p > 0.05). In addition, no significant difference was seen in CT score, length of the largest lesion, mean density, volume, or mass of the lesions between the two groups ( p > 0.05). CONCLUSION. Most lesions in patients with COVID-19 pneumonia were located in the peripheral zone and close to the pleura, whereas influenza virus pneumonia was more prone to show mucoid impaction and pleural effusion. However, differentiating between COVID-19 pneumonia and influenza virus pneumonia in clinical practice remains difficult.
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- 2021
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6. Split-Bolus, Single-Acquisition, Dual-Phase Abdominopelvic CT Angiography for the Evaluation of Lung Transplant Candidates: Image Quality and Resource Utilization.
- Author
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Schwartz FR, Khawaja RDA, Marin D, Patel BN, Gray AL, Reynolds JM, and Koweek LH
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- Adult, Aged, Contrast Media, Female, Humans, Iopamidol, Male, Middle Aged, Radiation Dosage, Radiographic Image Interpretation, Computer-Assisted, Retrospective Studies, Computed Tomography Angiography methods, Lung Transplantation, Radiography, Abdominal methods
- Abstract
OBJECTIVE. The purpose of this study was to assess the image quality and resource utilization of single-injection, split-bolus, dual-enhancement abdominopelvic CT angiography (hereafter referred to as dual-enhancement CTA) performed for combined vascular and solid organ assessment compared with those of single-injection, single-enhancement abdominopelvic CT angiography (hereafter referred to as single-enhancement CTA) for vascular assessment in combination with additional examinations (CT, MRI, and US) performed to assess for malignancy in lung transplant candidates. MATERIALS AND METHODS. We retrospectively reviewed 100 patients who underwent abdominopelvic CTA examinations before lung transplant. Cohort A ( n = 50) underwent dual-enhancement CTA and cohort B ( n = 50) underwent single-enhancement CTA. Contrast opacification of the vasculature was assessed along the abdominal aorta through the right femoral artery. Solid organ enhancement was assessed in the right lobe of the liver and the right renal cortex. Measurements of mean radiation dose, contrast exposure, and cost of the studies (in U.S. dollars) were compared. RESULTS. Mean (± SD) vascular enhancement on dual-enhancement CTA and single-enhancement CTA was 334.2 ± 26.5 HU (coefficient of variation, 8.3%) and 340.0 ± 21.6 HU (coefficient of variation, 6.5%) ( p = 0.23), respectively. For dual-enhancement CTA and single-enhancement CTA, mean liver enhancement was 125.8 ± 30.5 HU and 60.4 ± 6.9 HU ( p < 0.01), respectively, whereas mean renal cortical enhancement was 260.3 ± 62.2 HU and 133.4 ± 38.6 HU ( p < 0.01), respectively. The mean IV contrast volume was 150 mL for dual-enhancement CTA and 75 mL for single-enhancement CTA. Cohort A underwent six additional imaging studies (one of which was a CT colonography study with an effective dose of 19.0 mSv) at a total cost of $9840 per patient. Cohort B underwent 44 additional imaging studies (mean effective dose, 12.7 ± 6.5 mSv) at a total cost of $12,846 per patient (resulting in a 30.6% reduction in cost for dual-enhancement CTA studies; p < 0.0001). CONCLUSION. Dual-enhancement abdominopelvic CTA allows combined vascular and abdominopelvic solid organ assessment with improved image quality and a lower cost compared with traditional imaging pathways.
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- 2020
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7. Estimation of Fractional Extracellular Space at CT for Predicting Chemotherapy Response and Survival in Pancreatic Ductal Adenocarcinoma.
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Wang ZJ, Zhang TT, An C, Ko AH, Tempero M, Collisson E, and Yeh BM
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- Aged, Carcinoma, Pancreatic Ductal drug therapy, Carcinoma, Pancreatic Ductal mortality, Carcinoma, Pancreatic Ductal pathology, Female, Humans, Male, Neoplasm Staging, Pancreatic Neoplasms drug therapy, Pancreatic Neoplasms mortality, Pancreatic Neoplasms pathology, Radiographic Image Interpretation, Computer-Assisted, Response Evaluation Criteria in Solid Tumors, Retrospective Studies, Survival Rate, Pancreatic Neoplasms, Carcinoma, Pancreatic Ductal diagnostic imaging, Extracellular Space diagnostic imaging, Pancreatic Neoplasms diagnostic imaging, Tomography, X-Ray Computed methods
- Abstract
OBJECTIVE. The purpose of this study was to investigate the association between primary pancreatic ductal adenocarcinoma fractional extracellular space (fECS) estimated from pretreatment CT and tumor response to chemotherapy and patient outcome. MATERIALS AND METHODS. A database search identified the records of patients with locally advanced or metastatic pancreatic ductal adenocarcinoma treated with systemic therapies who had undergone pretreatment CT that included both unenhanced and equilibrium phase images. An ROI was placed on the primary tumor and aorta, and the tumor fECS was calculated as follows: (tumor attenuation in the equilibrium phase - tumor attenuation in the unenhanced phase) / (aortic attenuation in the equilibrium phase - aortic attenuation in the unenhanced phase) × (1 - hematocrit). Response to therapy was assessed in subsequent CT examinations according to the Response Evaluation Criteria in Solid Tumors version 1.1. Relevant clinical variables, including carbohydrate antigen 19-9 level, chemotherapy regimen, and survival were recorded. Multivariate analyses were performed to determine the predictors of treatment response and patient survival. RESULTS. The median primary tumor fECS was 0.41 (range, 0.02-0.69). When dichotomized to high (> 0.41) versus low fECS (≤ 0.41) values, a larger proportion of patients with high tumor fECS values achieved disease control after chemotherapy than did those with low tumor fECS values: full cohort, 27 of 30 versus 19 of 30 ( p = 0.030); cohort with locally advanced disease, 23 of 24 versus 10 of 15 ( p = 0.024). The mean progression-free survival among patients with high primary tumor fECS values was significantly longer than that among those with low fECS values (191 versus 115 days, p = < 0.0001). Primary tumor fECS was an independent predictor of progression-free survival ( p = 0.003) in multivariate analysis. CONCLUSION. High primary tumor fECS value estimated from staging CT was associated with chemotherapy response and progression-free survival of patients with advanced pancreatic ductal adenocarcinoma.
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- 2020
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8. Molecular Breast Imaging at Ultra-Low Radiation Dose.
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Covington MF and Brown M
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- Algorithms, Radiation Dosage, Image Processing, Computer-Assisted, Radiographic Image Interpretation, Computer-Assisted
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- 2020
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9. Dynamic Volume Perfusion CT of the Foot in Critical Limb Ischemia: Response to Percutaneous Revascularization.
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Cindil E, Erbas G, Akkan K, Cerit MN, Sendur HN, Zor MH, and Ilgıt E
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- Aged, Blood Flow Velocity, Blood Volume, Contrast Media, Female, Humans, Male, Middle Aged, Prospective Studies, Radiographic Image Interpretation, Computer-Assisted, Reproducibility of Results, Risk Factors, Endovascular Procedures, Foot blood supply, Ischemia diagnostic imaging, Ischemia surgery, Tomography, X-Ray Computed methods
- Abstract
OBJECTIVE. The purpose of this study was to assess the reproducibility and validity of quantitative perfusion parameters derived from dynamic volume perfusion CT in patients with critical limb ischemia (CLI) and to evaluate perfusion parameter changes before and after endovascular revascularization. SUBJECTS AND METHODS. Patients with CLI referred for unilateral extremity endovascular arterial recanalization were enrolled in this study. CT examinations obtained 1-3 days before the procedure and then within 1 week after the treatment were evaluated at two reading sessions. Blood flow (BF), blood volume (BV), and time to peak (TTP) were measured on color-coded maps and compared statistically. Intraobserver agreement was assessed using intraclass correlation coefficient (ICC) and Bland-Altman analysis. RESULTS. Endovascular treatment was technically successful for all 16 patients. The posttreatment BF and BV showed a statistically significant increase in both dermal and muscle areas ( p < 0.05). The posttreatment TTP shortened at a statistically significant level ( p < 0.05). In the 3-month clinical follow-up period, the limb salvage rate was 81% and the percentage change in BF and BV of patients with poor response to treatment had no statistically significant increase after treatment, consistent with the clinical assessment. The percentage change in BF and BV correlated well with the improvement of the clinical condition ( r = 0.673-0.901). ICC values showed excellent agreement in the range of 0.95-0.98. CONCLUSION. As a reproducible method, dynamic volume perfusion CT of the foot may enable quantitative evaluation of the perfusion of soft tissues and also provide a novel approach to assessing response to endovascular recanalization in CLI.
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- 2020
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10. Not All Green Is Tophi: The Importance of Optimizing Minimum Attenuation and Using a Tin Filter to Minimize Clumpy Artifacts on Foot and Ankle Dual-Energy CT.
- Author
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Park EH, Yoo WH, Song YS, Byon JH, Pak J, and Choi Y
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- Adolescent, Adult, Aged, Algorithms, Artifacts, Color, Diagnosis, Differential, Female, Humans, Male, Middle Aged, Radiographic Image Interpretation, Computer-Assisted, Retrospective Studies, Tin, Ankle Joint diagnostic imaging, Foot diagnostic imaging, Gout diagnostic imaging, Radiography, Dual-Energy Scanned Projection methods, Tomography, X-Ray Computed methods
- Abstract
OBJECTIVE. The clumpy artifact has a high misdiagnosis rate, but the artifact has not been well studied. The aims of this study were to evaluate the frequency and location of clumpy artifacts, the rate of misdiagnosis of clumpy artifacts as gout, and the effects of raising the minimum attenuation value and using a selective photon shield in dual-energy CT (DECT). MATERIALS AND METHODS. Forty patients without gout who underwent foot and ankle DECT were enrolled in this study. Images in both sets were randomly assigned a minimum attenuation of 130 HU or 150 HU. Three radiologists independently checked all images for presence, volume, and location of green color-coded pixelation and graded their findings according to a 4-point confidence scale, frequency, and volume. Misdiagnosis rate and misdiagnosis score were compared using the Wilcoxon signed rank and McNemar tests. RESULTS. In set 1, the frequency of clumpy artifacts in DECT with the minimum attenuation set to 130 HU and 150 HU were 81% and 68%, respectively. For all three readers, the misdiagnosis rate and misdiagnosis score decreased when changing the minimum attenuation from 130 HU to 150 HU. In set 2, with the minimum attenuation set to 130 HU, the frequency of the clumpy artifact was 44%; with the minimum attenuation set to 150 HU, no clumpy artifacts were seen. CONCLUSION. Clumpy artifacts occurred frequently in DECT without a tin filter. Setting the minimum attenuation to the higher value of 150 HU reduced the frequency of clumpy artifacts, and adding a tin filter to DECT greatly reduced their occurrence.
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- 2020
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11. Comparison of Artificial Intelligence-Based Fully Automatic Chest CT Emphysema Quantification to Pulmonary Function Testing.
- Author
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Fischer AM, Varga-Szemes A, van Assen M, Griffith LP, Sahbaee P, Sperl JI, Nance JW, and Schoepf UJ
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- Adult, Aged, Aged, 80 and over, Female, Humans, Male, Middle Aged, Radiographic Image Interpretation, Computer-Assisted, Retrospective Studies, Artificial Intelligence, Pulmonary Emphysema diagnostic imaging, Respiratory Function Tests, Tomography, X-Ray Computed methods
- Abstract
OBJECTIVE. The purpose of this study was to evaluate an artificial intelligence (AI)-based prototype algorithm for fully automated quantification of emphysema on chest CT compared with pulmonary function testing (spirometry). MATERIALS AND METHODS. A total of 141 patients (72 women, mean age ± SD of 66.46 ± 9.7 years [range, 23-86 years]; 69 men, mean age of 66.72 ± 11.4 years [range, 27-91 years]) who underwent both chest CT acquisition and spirometry within 6 months were retrospectively included. The spirometry-based Tiffeneau index (TI; calculated as the ratio of forced expiratory volume in the first second to forced vital capacity) was used to measure emphysema severity; a value less than 0.7 was considered to indicate airway obstruction. Segmentation of the lung based on two different reconstruction methods was carried out by using a deep convolution image-to-image network. This multilayer convolutional neural network was combined with multilevel feature chaining and depth monitoring. To discriminate the output of the network from ground truth, an adversarial network was used during training. Emphysema was quantified using spatial filtering and attenuation-based thresholds. Emphysema quantification and TI were compared using the Spearman correlation coefficient. RESULTS. The mean TI for all patients was 0.57 ± 0.13. The mean percentages of emphysema using reconstruction methods 1 and 2 were 9.96% ± 11.87% and 8.04% ± 10.32%, respectively. AI-based emphysema quantification showed very strong correlation with TI (reconstruction method 1, ρ = -0.86; reconstruction method 2, ρ = -0.85; both p < 0.0001), indicating that AI-based emphysema quantification meaningfully reflects clinical pulmonary physiology. CONCLUSION. AI-based, fully automated emphysema quantification shows good correlation with TI, potentially contributing to an image-based diagnosis and quantification of emphysema severity.
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- 2020
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12. Iodine Parameters in Triple-Bolus Dual-Energy CT Correlate With Perfusion CT Biomarkers of Angiogenesis in Renal Cell Carcinoma.
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Manoharan D, Netaji A, Das CJ, and Sharma S
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- Adult, Aged, Female, Humans, Male, Middle Aged, Prospective Studies, Radiographic Image Interpretation, Computer-Assisted, Carcinoma, Renal Cell diagnostic imaging, Contrast Media pharmacokinetics, Iohexol pharmacokinetics, Kidney Neoplasms diagnostic imaging, Neovascularization, Pathologic diagnostic imaging, Radiography, Dual-Energy Scanned Projection methods, Tomography, X-Ray Computed methods
- Abstract
OBJECTIVE. The purpose of this study is to determine the degree of the relationship between perfusion CT (PCT) parameters and iodine concentration metrics derived from triple-bolus dual-energy CT (DECT) and to compare the radiation dose delivered. SUBJECTS AND METHODS. This single-center prospective study was conducted from October 2015 to September 2017. Twenty-three consenting adults (15 men and eight women; mean [± SD] age, 56 ± 13 years [range, 25-78 years]) with renal cell carcinomas underwent consecutive PCT and triple-bolus DECT examinations. Triple-bolus DECT consisted of synchronous corticomedullary, nephrographic, and delayed phase scans acquired using a dual-source DECT scanner. Two readers independently analyzed blood flow, blood volume, and permeability, as measured by PCT, and iodine density and iodine ratio, as measured by triple-bolus DECT. Size-specific dose estimates were calculated for both groups. RESULTS. Interreader agreement was good for permeability (intraclass correlation coefficient [ICC] =.812) and blood flow (ICC = 0.849) and excellent for blood volume (ICC = 0.956), iodine density (ICC = 0.961), and iodine ratio (ICC = 0.956). Very strong positive correlations were found between blood volume and iodine density ( p < 0.001) and between blood volume and iodine ratio ( p < 0.001). Strong positive correlations were found between blood flow and iodine density ( p < 0.001) and between blood flow and iodine ratio ( p < 0.001). The correlations between permeability and iodine density ( p = 0.01) and between permeability and iodine ratio ( p = 0.02) were moderate. The mean size-specific dose estimate of triple-bolus DECT was approximately 15 times lower than that of PCT ( p < 0.001). CONCLUSION. Quantitative iodine metrics derived from triple-bolus DECT showed significant correlation with CT parameters in renal cell carcinoma, with a significantly lower radiation dose.
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- 2020
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13. Utility of Iodine Density Perfusion Maps From Dual-Energy Spectral Detector CT in Evaluating Cardiothoracic Conditions: A Primer for the Radiologist.
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Kikano EG, Rajdev M, Salem KZ, Laukamp K, Felice CD, Gilkeson RC, and Gupta A
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- Humans, Radiographic Image Interpretation, Computer-Assisted, Cardiovascular Diseases diagnostic imaging, Contrast Media pharmacokinetics, Iodine pharmacokinetics, Radiography, Dual-Energy Scanned Projection methods, Radiography, Thoracic methods, Respiratory Tract Diseases diagnostic imaging, Tomography, X-Ray Computed methods
- Abstract
OBJECTIVE. The purpose of this article is to outline the utility of iodine density maps for evaluating cardiothoracic disease and abnormalities. Multiple studies have shown that the variety of images generated from dual-energy spectral detector CT (SDCT) improve identification of cardiothoracic conditions. CONCLUSION. Understanding the technique of SDCT and being familiar with the features of different cardiothoracic conditions on iodine density map images help the radiologist make a better diagnosis.
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- 2020
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14. Portal Vein Embolization: Radiological Findings Predicting Future Liver Remnant Hypertrophy.
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Kohno S, Isoda H, Ono A, Furuta A, Taura K, Shibata T, and Togashi K
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- Adult, Aged, Aged, 80 and over, Female, Humans, Male, Middle Aged, Predictive Value of Tests, Radiographic Image Interpretation, Computer-Assisted, Retrospective Studies, Embolization, Therapeutic methods, Hepatomegaly diagnostic imaging, Liver Neoplasms diagnostic imaging, Liver Neoplasms therapy, Portal Vein, Tomography, X-Ray Computed
- Abstract
OBJECTIVE. The purpose of this article is to evaluate the radiologic findings predicting the future liver remnant hypertrophy ratio after portal vein embolization of the right branch. MATERIALS AND METHODS. The associations between the radiologic findings and the future liver remnant hypertrophy ratio for 79 patients who underwent portal vein embolization of the right branch between July 2007 and April 2017 were retrospectively analyzed. Multiple linear regression was performed to adjust for potential confounders, and the volume ratio of the right lobe anterior segment, number of proximal small branches from the right anterior and posterior portal veins, transient hepatic parenchymal enhancement, portal vein invasion, and variants of main portal vein anatomy were evaluated. The potential confounders were age, ratio of future liver remnant hypertrophy to total liver volume, indocyanine green clearance rate, maximum serum total bilirubin before portal vein embolization, and history of chemotherapy. RESULTS. Statistically significant associations were found between the future liver remnant hypertrophy ratio and the number of proximal small branches from the right anterior and posterior portal veins ( p < 0.001), transient hepatic parenchymal enhancement ( p < 0.001), portal vein invasion ( p = 0.017), and variants of main portal vein anatomy ( p = 0.048). The mean future liver remnant hypertrophy rate was 51.0% ( n = 16) in patients without the radiologic findings showing statistically significant differences, and 25.8% ( n = 63) in patients with at least one significant finding. CONCLUSION. When added to previously reported factors, the radiologic findings identified can help determine the indications for portal vein embolization and novel strategies for major hepatectomy.
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- 2020
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15. Quantitative 3D Shape Analysis of CT Images of Thymoma: A Comparison With Histological Types.
- Author
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Yamazaki M, Oyanagi K, Umezu H, Yagi T, Ishikawa H, Yoshimura N, and Aoyama H
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- Adult, Female, Humans, Male, Middle Aged, Retrospective Studies, Sensitivity and Specificity, Thymoma pathology, Thymus Neoplasms pathology, Imaging, Three-Dimensional, Radiographic Image Interpretation, Computer-Assisted, Thymoma diagnostic imaging, Thymus Neoplasms diagnostic imaging, Tomography, X-Ray Computed methods
- Abstract
OBJECTIVE. The purpose of this study is to differentiate between low- and high-risk types of thymoma using quantitative 3D shape analysis of CT images. MATERIALS AND METHODS. This retrospective study included 44 patients with a pathologic diagnosis of thymoma. Two radiologists semiautomatically contoured CT images of the tumors and evaluated 3D shape parameters-namely, quantitative indicators of surface smoothness, including sphericity, ellipsoidality, and discrete compactness. The visual CT findings that were analyzed included longest diameter, shape (round-oval, lobulated, or irregular), calcification, cystic or necrotic changes, and enhancement pattern (homogeneous or heterogeneous). The difference and discriminating performance between low-risk (types A, AB, and B1) and high-risk (types B2 and B3) thymomas were statistically assessed. Interobserver agreement was determined using the concordance correlation coefficient. RESULTS. Twenty-three low-risk and 21 high-risk thymomas were identified on the basis of pathologic findings. The median values of sphericity and ellipsoidality were significantly higher for low-risk thymomas than for high-risk thymomas (for sphericity, 0.566 vs 0.517; for ellipsoidality, 0.941 vs 0.875; p < 0.05 for both). The AUC values of sphericity and ellipsoidality were 0.704 and 0.712, respectively. The best cutoff values were 0.528 and 0.919 for sphericity and ellipsoidality, respectively. Risk assessment combining these cutoff values and the mode of tumor detection (incidental detection or detection based on the presence of symptoms) improved the AUC value to 0.856 (sensitivity, 81.0% [17 of 21 patients]; specificity, 82.6% [19 of 23 patients]). All 3D shape parameters showed almost perfect interobserver agreement (concordance correlation coefficient, > 0.90). The visual CT findings were not significantly different between low- and high-risk thymomas ( p > 0.05 for all). CONCLUSION. Quantitative 3D shape analysis has excellent reproducibility, and combining this technique with information on the detection mode helps differentiate low- from high-risk thymomas.
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- 2020
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16. Quantitative Analysis of Multiphase Contrast-Enhanced CT Images: A Pilot Study of Preoperative Prediction of Fat-Poor Angiomyolipoma and Renal Cell Carcinoma.
- Author
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Tang Z, Yu D, Ni T, Zhao T, Jin Y, and Dong E
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- Adult, Aged, Contrast Media, Female, Humans, Iohexol analogs & derivatives, Male, Middle Aged, Pilot Projects, Predictive Value of Tests, Radiographic Image Interpretation, Computer-Assisted, Angiomyolipoma diagnostic imaging, Carcinoma, Renal Cell diagnostic imaging, Kidney Neoplasms diagnostic imaging, Tomography, X-Ray Computed methods
- Abstract
OBJECTIVE. The objective of our study was to preoperatively predict fat-poor angiomyolipoma (fp-AML) and renal cell carcinoma (RCC) by conducting quantitative analysis of contrast-enhanced CT images. MATERIALS AND METHODS. One hundred fifteen patients with a pathologic diagnosis of fp-AML or RCC from a single institution were randomly allocated into a train set (tumor size: mean ± SD, 4.50 ± 2.62 cm) and test set (tumor size: 4.32 ± 2.73 cm) after data augmentation. High-dimensional histogram-based features, texture-based features, and Laws features were first extracted from CT images and were then combined as different combinations sets to construct a logistic prediction model based on the least absolute shrinkage and selection operator procedure for the prediction of fp-AML and RCC. Prediction performances were assessed by classification accuracy, area under the ROC curve (AUC), positive predictive value, negative predictive value, true-positive rate, and false-positive rate (FPR). In addition, we also investigated the effects of different gray-scales of quantitative features on prediction performances. RESULTS. The following combination sets of features achieved satisfying performances in the test set: histogram-based features (mean AUC = 0.8492, mean classification accuracy = 91.01%); histogram-based features and texture-based features (mean AUC = 0.9244, mean classification accuracy = 91.81%); histogram-based features and Laws features (mean AUC = 0.8546, mean classification accuracy = 88.76%); and histogram-based features, texture-based features, and Laws features (mean AUC = 0.8925, mean classification accuracy = 90.36%). The different quantitative gray-scales did not have an obvious effect on prediction performances. CONCLUSION. The integration of histogram-based features with texture-based features and Laws features provided a potential biomarker for the preoperative diagnosis of fp-AML and RCC. The accurate diagnosis of benign or malignant renal masses would help to make the clinical decision for radical surgery or close follow-up.
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- 2020
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17. Assessment of Response to Neoadjuvant Therapy Using CT Texture Analysis in Patients With Resectable and Borderline Resectable Pancreatic Ductal Adenocarcinoma.
- Author
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Borhani AA, Dewan R, Furlan A, Seiser N, Zureikat AH, Singhi AD, Boone B, Bahary N, Hogg ME, Lotze M, Zeh HJ III, and Tublin ME
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- Adult, Aged, Aged, 80 and over, Carcinoma, Pancreatic Ductal pathology, Contrast Media, Disease-Free Survival, Female, Humans, Iopamidol, Male, Middle Aged, Neoadjuvant Therapy, Neoplasm Grading, Pancreatic Neoplasms pathology, Prospective Studies, Carcinoma, Pancreatic Ductal diagnostic imaging, Carcinoma, Pancreatic Ductal therapy, Pancreatic Neoplasms diagnostic imaging, Pancreatic Neoplasms therapy, Radiographic Image Interpretation, Computer-Assisted, Tomography, X-Ray Computed
- Abstract
OBJECTIVE. The goal of this study was to assess the correlation between CT-derived texture features of pancreatic ductal adenocarcinoma (PDAC) and histologic and biochemical markers of response to neoadjuvant treatment as well as disease-free survival in patients with potentially resectable PDAC. SUBJECTS AND METHODS. Thirty-nine patients completed this prospective study protocol between November 2013 and December 2016. All patients received neoadjuvant chemotherapy, underwent surgical resection, and had histologic grading of tumor response. Similar CT protocol was used for all patients. Pancreatic (late arterial) phase of pre- and posttreatment CT scans were evaluated. Histogram analysis and spatial-band-pass filtration were used to extract textural features. Correlation between textural parameters, histologic response, biochemical response, and genetic mutations was assessed using Mann-Whitney test, chi-square analysis, and multivariate logistic regression. Association with disease-free survival was assessed using Kaplan-Meier method and Cox model. RESULTS. Pretreatment mean positive pixel (MPP) at fine- and medium-level filtration, pretreatment kurtosis at medium-level filtration, changes in kurtosis, and pretreatment tumor SD were statistically different between patients with no or poor histologic response and favorable histologic response ( p < 0.05). Changes in skewness and kurtosis at medium-level filtration significantly correlated with biochemical response ( p < 0.01). On the basis of multivariate analysis, patients with higher MPP at pretreatment CT were more likely to have favorable histologic response (odds ratio, 1.06; 95% CI, 1.002-1.12). The Cox model for association between textural features and disease-free survival was statistically significant ( p = 0.001). CONCLUSION. Textural features extracted from baseline pancreatic phase CT imaging of patients with potentially resectable PDAC and longitudinal changes in tumor heterogeneity can be used as biomarkers for predicting histologic response to neoadjuvant chemotherapy and disease-free survival.
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- 2020
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18. Application of Radiomics in Predicting the Malignancy of Pulmonary Nodules in Different Sizes.
- Author
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Xu Y, Lu L, E LN, Lian W, Yang H, Schwartz LH, Yang ZH, and Zhao B
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- Adult, Aged, Female, Humans, Lung Neoplasms pathology, Male, Middle Aged, Neoplasm Staging, Predictive Value of Tests, Radiographic Image Interpretation, Computer-Assisted, Retrospective Studies, Sensitivity and Specificity, Solitary Pulmonary Nodule pathology, Lung Neoplasms diagnostic imaging, Solitary Pulmonary Nodule diagnostic imaging, Tomography, X-Ray Computed methods
- Abstract
OBJECTIVE. The purpose of this study was to investigate the utility of radiomics for predicting the malignancy of pulmonary nodules (PNs) of different sizes using unenhanced, thin-section CT images. MATERIALS AND METHODS. Patients with a single PN ( n = 373) who underwent a preoperative chest CT were recruited retrospectively at Beijing Friendship Hospital from March 2015 to March 2018. Of the 373 PNs studied, 192 were benign and 181 were malignant. The lesions were classified into three groups (T1a, T1b, or T1c according to the 8th edition of the TNM staging system for lung cancer) on the basis of lesion diameters: T1a (diameter, 0-1 cm), T1b (1 cm < diameter ≤ 2 cm) and T1c (2 cm < diameter ≤ 3 cm). A total of 1160 radiomic features were extracted from PN segmentation on unenhanced CT images. We developed three radiomic models to predict PN malignancy in each group on the basis of the extracted radiomic features. Fivefold cross-validation was used to estimate AUC, accuracy, sensitivity, and specificity for indicating the performance of prediction models. RESULTS. The AUC, accuracy, sensitivity, and specificity for predicting PN malignancy in each group were 0.84, 0.77, 0.89, and 0.74 with the T1a model; 0.78, 0.73, 0.74, and 0.71 with the T1b model, and 0.79, 0.76, 0.77, and 0.73 with the T1c model, respectively. The most contributive radiomic features for predicting PN malignancy for groups T1a, T1b, and T1c were LoG_X_Uniformity, Intensity_Minimum, and Shape_SI9, respectively. CONCLUSION. Radiomic features based on unenhanced CT images can be used to predict the malignancy of pulmonary nodules. The radiomic T1a model showed superior prediction performance to the T1b and T1c models, and the best performance in terms of AUC and sensitivity was found for predicting the malignancy of T1a PN.
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- 2019
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19. Impact of Dual-Energy CT Postprocessing Protocol for the Detection of Gouty Arthritis and Quantification of Tophi in Patients Presenting With Podagra: Comparison With Ultrasound.
- Author
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Strobl S, Kremser C, Taljanovic M, Gruber J, Stofferin H, Bellmann-Weiler R, and Klauser AS
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- Adult, Aged, Aged, 80 and over, Female, Humans, Male, Middle Aged, Prospective Studies, Uric Acid analysis, Arthritis, Gouty diagnostic imaging, Metatarsophalangeal Joint diagnostic imaging, Radiographic Image Interpretation, Computer-Assisted, Tomography, X-Ray Computed, Ultrasonography
- Abstract
OBJECTIVE. The objective of our study was to compare ultrasound (US) tophus and monosodium urate (MSU) deposit detection and US tophus size in the metatarsophalangeal (MTP) 1 joint with dual-energy CT (DECT) using two DECT postprocessing protocols in patients presenting with podagra. SUBJECTS AND METHODS. Seventy-five consecutive patients with podagra (66 men and nine women; mean age, 65.6 years; age range, 33-88 years) and 75 control subjects with MTP 1 joint osteoarthritis (49 men and 26 women; mean age, 63.0 years; age range, 35-87 years) prospectively underwent US and DECT between 2016 and 2018 to assess the MTP 1 joint. Two Syngovia postprocessing DECT protocols with different minimum attenuation thresholds of 150 HU (DECT 150 protocol) versus 120 HU (DECT 120 protocol) and the same maximum attenuation threshold (500 HU) and constant kilovoltage setting of tubes A and B at 80 and 140 kVp were evaluated. Interobserver variability of the two DECT protocols was calculated and compared with that of US. RESULTS. The postprocessing DECT 150 protocol was positive for tophus detection in 55 of 75 patients (73.3%) with podagra, whereas the postprocessing DECT 120 protocol detected MSU deposits in all 75 patients (100%). Tophus size assessed using the DECT 120 protocol showed an improved correlation with tophus size detected on US ( p < 0.01). Interobserver variability of DECT was improved when using the DECT 120 protocol ( p < 0.01). CONCLUSION. The postprocessing DECT 120 protocol enables improved visualization of MSU deposits and provides more accurate information about tophus size that better correlates with tophus size on US compared with the standard postprocessing DECT 150 protocol.
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- 2019
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20. Dual-Source Dual-Energy CT in Submandibular Sialolithiasis: Reliability and Radiation Burden.
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Pulickal GG, Singh D, Lohan R, and Chawla A
- Subjects
- Adolescent, Adult, Contrast Media, Female, Humans, Iohexol, Male, Middle Aged, Radiation Dosage, Radiographic Image Interpretation, Computer-Assisted, Reproducibility of Results, Retrospective Studies, Tomography, X-Ray Computed methods, Radiography, Dual-Energy Scanned Projection methods, Salivary Gland Calculi diagnostic imaging, Submandibular Gland diagnostic imaging
- Abstract
OBJECTIVE. This study aims to compare the diagnostic accuracy of virtual unenhanced CT images derived from dual-source dual-energy contrast-enhanced CT with that of standard unenhanced CT images for evaluation of sialolithiasis. MATERIALS AND METHODS. All dual-energy CT studies of the neck performed during the preceding 5 years were reviewed for submandibular gland calculi. Only patients who had unenhanced CT and contrast-enhanced CT performed as part of the same evaluation were included in this study. This review yielded 30 patients. Virtual unenhanced CT images were derived from the dual-energy dataset and compared with the true unenhanced CT images by two separate radiologists who assessed the total number of calculi encountered, their location, the largest dimension, and the attenuation of the calculi. The radiation burden incurred for true unenhanced CT and virtual unenhanced CT and the total radiation burden were calculated. RESULTS. Our analysis revealed that measurements of stone size showed good interobserver agreement. The mean stone size was 7.9 ± 5.9 (SD) mm on virtual unenhanced CT and 8.4 ± 5.9 mm on true unenhanced CT (range, 2.0-31.8 mm); the difference was statistically insignificant. The mean stone attenuation differed considerably ( p < 0.01) between the virtual and true unenhanced CT images (494.8 ± 187.5 HU and 924.4 ± 374.9 HU, respectively), but correlated well. The mean radiation dose for a dual-phase IV contrast-enhanced CT study was 23.13 mGy (volume CT dose index). The mean dose was 10.93 mGy for the true unenhanced CT phase, thereby suggesting a 47.25% reduction in administered radiation dose when a single-phase contrast-enhanced CT study with virtual unenhanced image reconstructions is performed. CONCLUSION. Virtual unenhanced CT images derived from dual-source dual-energy CT scans of the neck provide accurate assessment of sialolithiasis akin to that provided by conventional CT protocols but at only a fraction of the radiation dosage.
- Published
- 2019
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21. Utility of CT Texture Analysis in Differentiating Low-Attenuation Renal Cell Carcinoma From Cysts: A Bi-Institutional Retrospective Study.
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Kim NY, Lubner MG, Nystrom JT, Swietlik JF, Abel EJ, Havighurst TC, Silverman SG, McGahan JP, and Pickhardt PJ
- Subjects
- Aged, Diagnosis, Differential, Female, Humans, Male, Middle Aged, Radiographic Image Interpretation, Computer-Assisted, Retrospective Studies, Sensitivity and Specificity, Carcinoma, Renal Cell diagnostic imaging, Kidney Diseases, Cystic diagnostic imaging, Kidney Neoplasms diagnostic imaging, Tomography, X-Ray Computed methods
- Abstract
OBJECTIVE. The purpose of this study was to evaluate the utility of CT texture analysis (CTTA) in differentiating low-attenuation renal cell carcinoma (RCC) from renal cysts on unenhanced CT. MATERIALS AND METHODS. Ninety-four patients with low-attenuation RCC on unenhanced CT were compared with a cohort of 192 patients with benign renal cysts. CT characteristics (size and minimum, maximum, and mean attenuation) and CTTA features were recorded using an ROI approximately two-thirds the size of the mass. Masses were subjectively assessed by two expert genitourinary readers and two novice readers using a 5-point Likert scale (1 = definite cyst, 5 = definite renal cell carcinoma). Results of first-order CTTA and subjective evaluation were compared using ROC analysis. RESULTS. The group of 94 patients with low-attenuation RCC included 62 men and 32 women (mean age, 58.0 years). On unenhanced CT, the RCC were larger than 10 mm and of a median size of 50 mm with less than or equal to 20 HU (mean attenuation, 16 ± 4 HU). Of the RCC cohort, 83 were clear cell subtype. The cohort of 192 patients included 134 men and 58 women (mean age, 64.7 years) with benign renal cysts greater than 10 mm and a median size of 27 mm and less than or equal to 20 HU (mean attenuation, 9 ± 6 HU). The mean follow-up time was 6.2 years. Mean entropy in the low-attenuation RCC group (4.1 ± 0.7) was significantly higher than in the cyst group (2.8 ± 1.3, p < 0.0001). Entropy showed an ROC AUC of 0.89, with sensitivity of 84% and specificity of 80% at threshold 3.9. The AUC was better than subjective evaluation by novice readers (AUC, 0.77) and comparable to subjective evaluation by two expert readers (AUC, 0.90). A model combining the three best texture features (unfiltered mean gray-level attenuation, coarse entropy, and kurtosis) showed an improved AUC of 0.92. CONCLUSION. High entropy revealed with CTTA may be used to differentiate low-attenuation RCC from cysts at unenhanced CT; this technique performs as well as expert readers.
- Published
- 2019
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22. Change in Perfusion Angiography During Transcatheter Arterial Chemoembolization for Hepatocellular Carcinoma Predicts Short-Term Outcomes.
- Author
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Kim HO, Yim NY, Kim JK, Kang YJ, Lee BC, and Kim JW
- Subjects
- Adult, Aged, Aged, 80 and over, Doxorubicin administration & dosage, Ethiodized Oil administration & dosage, Female, Gelatin Sponge, Absorbable administration & dosage, Humans, Male, Middle Aged, Prospective Studies, Radiographic Image Interpretation, Computer-Assisted, Response Evaluation Criteria in Solid Tumors, Angiography methods, Carcinoma, Hepatocellular therapy, Chemoembolization, Therapeutic methods, Liver Neoplasms therapy, Perfusion Imaging methods
- Abstract
OBJECTIVE. The purpose of this study is to quantitatively assess perfusion reductions occurring in hepatocellular carcinoma (HCC) during transcatheter arterial chemoembolization (TACE) using 2D perfusion angiography and to evaluate the relationships between various 2D perfusion angiography parameter changes and short-term tumor response. SUBJECTS AND METHODS. This prospective study included 172 patients (144 men and 28 women; mean [± SD] age, 65.4 ± 10.2 years) who underwent TACE for HCC between November 2015 and November 2017. Two-dimensional perfusion angiography was performed before and after TACE. Pre- and postprocedural CT images were also reviewed. Index lesions were defined as all discrete lesions 1.5 cm or larger. The tumor response was assessed using the modified Response Evaluation Criteria in Solid Tumors. Periprocedural 2D perfusion angiography parameters, including the arrival time, time to peak, wash-in rate, width, AUC, and mean transit time, were compared using the Wilcoxon signed rank test. Correlations between 2D perfusion angiography parameter changes and objective tumor response were evaluated using multivariate logistic regression analysis. RESULTS. A total of 187 lesions meeting the inclusion criteria were identified in 172 patients. All analyzed 2D perfusion angiography parameters were significantly different after versus before TACE ( p < 0.001). A significant relationship between periprocedural change in AUC and short-term tumor response was found (odds ratio, 1.535; 95% CI, 1.314-1.793; p < 0.001). CONCLUSION. Two-dimensional perfusion angiography could objectively quantify perfusion reductions and predict short-term tumor response to TACE in patients with HCC.
- Published
- 2019
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23. Tube Current Reduction in CT Angiography: How Low Can We Go in Imaging of Patients With Suspected Acute Stroke?
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Sollmann N, Mei K, Riederer I, Schön S, Kopp FK, Löffler MT, Hedderich DM, Maegerlein C, Friedrich B, Kreiser K, Boeckh-Behrens T, Kirschke JS, Rummeny EJ, Zimmer C, Noël PB, and Baum T
- Subjects
- Adult, Aged, Aged, 80 and over, Artifacts, Contrast Media, Female, Humans, Iopamidol analogs & derivatives, Male, Middle Aged, Radiographic Image Interpretation, Computer-Assisted, Retrospective Studies, Cerebral Angiography methods, Computed Tomography Angiography methods, Radiation Dosage, Stroke diagnostic imaging
- Abstract
OBJECTIVE. The purpose of this study was to systematically evaluate image quality, detectability of large-vessel occlusion or dissection, and diagnostic confidence in CT angiography (CTA) with virtually lowered tube current and iterative reconstruction in patients with suspected acute stroke. MATERIALS AND METHODS. Thirty patients (15 with large-vessel occlusion or dissection) underwent CTA of the supraaortal up to the intracranial arterial vessels. CTA scans were simulated as if they were made at 50% (D50), 25% (D25), and 10% (D10) of the original tube current. Image reconstruction was achieved with two levels of iterative reconstruction (A, similar to clinical reconstructions; B, two times stronger regularization). Two readers performed qualitative image evaluation considering overall image quality, artifacts, vessel contrast, detection of vessel abnormalities, and diagnostic confidence. RESULTS. Level B of iterative reconstruction was favorable regarding overall image quality and artifacts for D10, whereas level A was favorable for D100 and D50. CTA scans at D25 and both levels of iterative reconstruction still showed good vessel contrast, with even peripheral arterial branches of the anterior, middle, and posterior cerebral arteries being clearly detectable. Furthermore, CTA scans at D25 and level A of iterative reconstruction showed an adequate level of diagnostic confidence without any missed large-vessel occlusion or dissection according to evaluations by both readers. CONCLUSION. CTA with iterative reconstruction and tube currents decreased to 25% of that for original imaging is feasible without limitations in vessel contrast or detection of vessel abnormalities in patients with suspected acute stroke. Thus, the approach evaluated enables substantial reductions in radiation exposure for patients undergoing head and neck CTA.
- Published
- 2019
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24. Dual-Source Dual-Energy CT in Detection and Characterization of Urinary Stones in Patients With Large Body Habitus: Observations in a Large Cohort.
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Kordbacheh H, Baliyan V, Uppot RN, Eisner BH, Sahani DV, and Kambadakone AR
- Subjects
- Adult, Aged, Aged, 80 and over, Female, Humans, Male, Middle Aged, Radiographic Image Interpretation, Computer-Assisted, Retrospective Studies, Urinary Calculi chemistry, Obesity complications, Radiography, Dual-Energy Scanned Projection methods, Tomography, X-Ray Computed methods, Urolithiasis diagnostic imaging
- Abstract
Objective: The objective of our study was to investigate the impact of large body habitus on dual-energy CT (DECT) image quality and stone characterization., Materials and Methods: We retrospectively included 105 consecutive patients with large body habitus (> 90 kg) who underwent stone protocol DECT between 2015 and 2017. The evaluation of DECT datasets was performed for image quality assessment based on European Guidelines on Quality Criteria for Computed Tomography and for determination of stone composition (i.e., uric acid vs non-uric acid). Correlation between DECT characterization and crystallography results was performed when available. The cohort was divided into two groups on the basis of body weight (≤ 104 kg and > 104 kg), and comparisons were made for image quality and stone characterization., Results: One hundred ninety-seven urinary tract calculi (size: mean ± SD, 5.7 ± 5.3 mm; range, 1.4-56 mm) were detected in 73% (79/108) of examinations in 105 patients (weight: mean ± SD, 104.0 ± 12.7 kg; range, 91-163 kg). The overall mean image quality score of blended images and color maps was 3.7 and 3.9, respectively, and the effective dual-energy FOV limitation did not hamper stone characterization. The diagnostic acceptability scores of blended images and color maps were slightly lower in patients weighing > 104 kg than in patients ≤ 104 kg (mean scores [highest score, 4 points]: blended images, 3.62 vs 3.82 [p = 0.0314]; color maps, 3.75 vs 3.98 [p = 0.0034]), but the scores were within acceptable range. Stone characterization as uric acid versus non-uric acid was achieved in 80% (158/197) of calculi (size: mean ± SD, 6.4 ± 5.7 mm; range, 1.6-56 mm), and DECT stone characterization was (95.6%) accurate with reference to crystallography. Twenty percent (39/197) of calculi could not be characterized on DECT, and these calculi were significantly smaller in size (size: mean ± SD, 2.8 ± 1.4 mm; range, 1.4-8.2 mm; p < 0.001) than those that could be characterized. The mean size of uncharacterized calculi was slightly larger in patients weighing > 104 kg (3.3 ± 1.6 mm) than in those weighing ≤ 104 kg (2.2 ± 0.6 mm)., Conclusion: In patients with large body habitus, dual-source DECT provides acceptable image quality and allows characterization of almost all clinically significant calculi.
- Published
- 2019
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25. Ultra-Low-Dose Neck CT With Low-Dose Contrast Material for Preoperative Staging of Thyroid Cancer: Image Quality and Diagnostic Performance.
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Yeom JA, Roh J, Jeong YJ, Lee JC, Kim HY, Suh YJ, and Baik SK
- Subjects
- Adult, Aged, Contrast Media, Female, Humans, Iohexol analogs & derivatives, Male, Middle Aged, Neoplasm Staging, Radiation Dosage, Radiographic Image Interpretation, Computer-Assisted, Retrospective Studies, Signal-To-Noise Ratio, Thyroid Neoplasms pathology, Thyroid Neoplasms surgery, Thyroidectomy, Thyroid Neoplasms diagnostic imaging, Tomography, X-Ray Computed methods
- Abstract
Objective: Although CT has been used as a complementary diagnostic method for the preoperative diagnosis of thyroid cancer, it has the shortcomings of substantial radiation exposure and the use of contrast material (CM). The purpose of this article is to evaluate the image quality and diagnostic performance of 70-kVp thyroid CT with low volumes of CM versus conventional 120-kVp thyroid CT protocol., Materials and Methods: Eighty patients referred for preoperative thyroid CT were randomly divided into two groups (group A: 40 patients, 70 kVp, 60 mL of CM; group B: 40 patients, 120 kVp, 100 mL of CM). Quantitative and qualitative image quality and radiation doses for the two groups were compared using the Mann-Whitney U and chi-square tests. Degrees of agreement between preoperative CT staging and pathologic results were evaluated and compared using the Wald statistic., Results: Calculated signal-to-noise ratios of different anatomic structures, calculated contrast-to-noise ratios, overall image quality, subjective noise, and streak artifacts were not significantly different between the two groups (all p > 0.05), and neither were the accuracies of preoperative CT staging (all p > 0.05). The estimated effective doses were significantly lower in group A (mean [± SD], 0.52 ± 0.14 mSv in group A and 2.28 ± 0.29 mSv in group B; p < 0.001)., Conclusion: Ultra-low-dose 70-kVp CT with a low volume of CM provides sufficient image quality for preoperative staging of thyroid cancer and substantially reduces the radiation dose compared with standard 120-kVp CT.
- Published
- 2019
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26. Reply to "Dual-Energy CT Iodine Mapping and 40-keV Monoenergetic Applications in the Diagnosis of Acute Bowel Ischemia: A Necessary Clarification".
- Author
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Lourenco PDM
- Subjects
- Contrast Media, Humans, Ischemia, Radiographic Image Interpretation, Computer-Assisted, Tomography, X-Ray Computed, Iodine
- Published
- 2019
- Full Text
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27. Radiomics in Pulmonary Lesion Imaging.
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Hassani C, Varghese BA, Nieva J, and Duddalwar V
- Subjects
- Humans, Lung Neoplasms genetics, Lung Neoplasms pathology, Lung Neoplasms diagnostic imaging, Radiographic Image Interpretation, Computer-Assisted
- Abstract
Objective: Diagnostic imaging has traditionally relied on a limited set of qualitative imaging characteristics for the diagnosis and management of lung cancer. Radiomics-the extraction and analysis of quantitative features from imaging-can identify additional imaging characteristics that cannot be seen by the eye. These features can potentially be used to diagnose cancer, identify mutations, and predict prognosis in an accurate and noninvasive fashion. This article provides insights about trends in radiomics of lung cancer and challenges to widespread adoption., Conclusion: Radiomic studies are currently limited to a small number of cancer types. Its application across various centers are nonstandardized, leading to difficulties in comparing and generalizing results. The tools available to apply radiomics are specialized and limited in scope, blunting widespread use and clinical integration in the general population. Increasing the number of multicenter studies and consortiums and inclusion of radiomics in resident training will bring more attention and clarity to the growing field of radiomics.
- Published
- 2019
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28. Dual-Energy CT Iodine Mapping and 40-keV Monoenergetic Applications in the Diagnosis of Acute Bowel Ischemia: A Necessary Clarification.
- Author
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Mazzei MA, Gentili F, and Volterrani L
- Subjects
- Contrast Media, Humans, Ischemia, Radiographic Image Interpretation, Computer-Assisted, Tomography, X-Ray Computed, Iodine
- Published
- 2019
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29. Dual-Energy CT Urography With 50% Reduced Iodine Dose Versus Single-Energy CT Urography With Standard Iodine Dose.
- Author
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Shuman WP, Mileto A, Busey JM, Desai N, and Koprowicz KM
- Subjects
- Aged, Aged, 80 and over, Female, Humans, Male, Middle Aged, Prospective Studies, Radiographic Image Interpretation, Computer-Assisted, Contrast Media administration & dosage, Iohexol administration & dosage, Radiography, Dual-Energy Scanned Projection methods, Tomography, X-Ray Computed methods, Triiodobenzoic Acids administration & dosage, Urography methods
- Abstract
Objective: The purpose of this study was to compare dual-energy CT (DECT) urography with a 50% reduced iodine dose to single-energy CT (SECT) urography with a standard iodine dose with respect to attenuation of renal vascular and urinary tract structures and with respect to image quality., Subjects and Methods: The study included 62 patients undergoing evaluation of urinary tract lithiasis, tumor, or hematuria. Thirty-one patients underwent DECT urography with a 50% reduced iodine dose and reconstruction at 50 and 77 keV. These subjects were sex, age, and size matched to a group of 31 patients who underwent 120-kVp SECT urography with a standard iodine dose. The mean iodine dose was 22 g for DECT and 44 g for SECT. Attenuation was measured at seven locations in the renal arteries, renal veins, and urinary tract. Two reviewers subjectively scored the image quality parameters image noise, sharpness of urinary tract contours, enhancement of urinary structures, and streak artifacts., Results: Mean DECT attenuation at 50 keV was the same as or greater than SECT attenuation at each of the seven locations. Measured image noise was highest at 50-keV DECT but was the same for 77-keV DECT and 120-kVp SECT. Mean subjective scores for DECT image quality parameters were the same as or higher than those of SECT, except for streak artifact and sharpness of urinary tract contours., Conclusion: DECT urography with a 50% reduced iodine dose may result in measured renal vascular and urinary tract attenuation the same as or higher than and image quality measurements and scores similar to those obtained with 120-kVp SECT urography with a standard iodine dose.
- Published
- 2019
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30. Diagnostic Performance of Adaptive 4D Volume Perfusion CT for Detecting Metastatic Cervical Lymph Nodes in Head and Neck Squamous Cell Carcinoma.
- Author
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Matoba M, Tsuji H, Shimode Y, Nagata H, and Tonami H
- Subjects
- Aged, Contrast Media, Female, Humans, Iohexol analogs & derivatives, Male, Middle Aged, Radiation Dosage, Radiographic Image Interpretation, Computer-Assisted, Regional Blood Flow, Sensitivity and Specificity, Four-Dimensional Computed Tomography, Lymph Nodes blood supply, Lymph Nodes pathology, Lymphatic Metastasis diagnostic imaging, Lymphatic Metastasis pathology, Neck diagnostic imaging, Squamous Cell Carcinoma of Head and Neck pathology
- Abstract
Objective: The purpose of this study was to investigate the diagnostic performance of adaptive 4D volume perfusion CT covering the entire neck for detecting metastatic nodes in patients with head and neck squamous cell carcinoma., Subjects and Methods: Thirty patients with histologically confirmed disease were enrolled. The relation between perfusion parameters and nodal size was analyzed, and perfusion parameters were compared between metastatic and benign nodes. The diagnostic capability for detecting metastatic nodes was evaluated., Results: Significant inverse correlations with nodal size were found for blood flow (r = -0.40, p = 0.002), blood volume (r = -0.32, p = 0.02), and permeability surface product (r = -0.27, p = 0.04) of the metastatic nodes. All three parameters had significantly higher values in association with nodal maximum diameter < 10 mm compared with diameter ≥ 10 mm (blood flow, p = 0.004; blood volume, p = 0.01; permeability surface product, p = 0.02). Among the nodes with maximum diameter < 10 mm, blood flow of the metastatic nodes was significantly higher than that of the benign nodes (p = 0.02), whereas among the nodes ≥ 10 mm in diameter, the mean transit time of the metastatic nodes was significantly lower than that of the benign nodes (p = 0.04). In multivariate analysis, blood flow in nodes with maximum diameter < 10 mm had a significant association with the detection of metastatic nodes. The sensitivity and specificity of blood flow for differentiating metastatic from benign nodes were 73.3% and 70.8%., Conclusion: Findings from 4D volume perfusion CT covering the entire neck may be informative for characterization of cervical nodes. It is worthwhile to include the examination in nodal staging of head and neck squamous cell carcinoma.
- Published
- 2018
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31. CT Radiogenomic Characterization of the Alternative Lengthening of Telomeres Phenotype in Pancreatic Neuroendocrine Tumors.
- Author
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McGovern JM, Singhi AD, Borhani AA, Furlan A, McGrath KM, Zeh HJ 3rd, Bahary N, and Dasyam AK
- Subjects
- Adult, Aged, Aged, 80 and over, Contrast Media, Female, Humans, In Situ Hybridization, Fluorescence, Male, Middle Aged, Neuroendocrine Tumors pathology, Neuroendocrine Tumors surgery, Pancreatic Neoplasms pathology, Pancreatic Neoplasms surgery, Phenotype, Radiographic Image Interpretation, Computer-Assisted, Retrospective Studies, Neuroendocrine Tumors diagnostic imaging, Neuroendocrine Tumors genetics, Pancreatic Neoplasms diagnostic imaging, Pancreatic Neoplasms genetics, Telomere Homeostasis, Tomography, X-Ray Computed methods
- Abstract
Objective: The objective of this study was to identify imaging characteristics in patients with known pancreatic neuroendocrine tumors (PanNETs) that predict the alternative lengthening of telomeres (ALT) phenotype by blinded retrospective review of preoperative multiphasic CT scans., Materials and Methods: For this retrospective study of 121 preoperative CT examinations of patients with resected PanNETs, two radiologists independently reviewed the CT examinations for tumor characteristics including size, shape, cystic or necrotic elements, calcifications, invasion of adjacent organs and vessels, biliary duct dilatation, pancreatic duct dilatation, and hepatic metastases. Univariate analysis of association of CT characteristics with ALT phenotype was performed with Fisher exact tests or t tests, and multivariate analysis was assessed by multiple logistic regression., Results: Univariate analysis showed that the following CT features were significantly associated with the ALT phenotype: lobulated or irregular tumor shape (p = 0.001), tumor necrosis (p = 0.002), vascular invasion (p < 0.001), pancreatic duct dilatation (p < 0.001), and hepatic metastasis (p < 0.001). Multivariate analysis found that the combination of pancreatic duct dilatation, hepatic metastasis, and size of tumor ≥ 3 cm was a strong predictor of ALT phenotype (odds ratio = 20.3; 95% CI = 2.3-176.3; AUC = 0.58; p = 0.006)., Conclusion: This study showed that several preoperative CT features of PanNETs are associated with the ALT phenotype, which is known to predict poor prognosis. Additionally, CT findings of intratumoral calcifications and metastases predicted poor survival independent of the ALT status.
- Published
- 2018
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32. Dual-Energy CT in Differentiating Nonperforated Gangrenous Appendicitis From Uncomplicated Appendicitis.
- Author
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Elbanna KY, Mohammed MF, Chahal T, Khosa F, Ali IT, Berger FH, and Nicolaou S
- Subjects
- Adult, Appendicitis pathology, Appendicitis surgery, Contrast Media, Diagnosis, Differential, Female, Gangrene pathology, Gangrene surgery, Humans, Iohexol, Male, Predictive Value of Tests, Radiographic Image Interpretation, Computer-Assisted, Retrospective Studies, Sensitivity and Specificity, Appendicitis diagnostic imaging, Gangrene diagnostic imaging, Radiography, Abdominal methods, Radiography, Dual-Energy Scanned Projection methods, Tomography, X-Ray Computed methods
- Abstract
Objective: The hypothesis of this study was that the use of dual-energy spectral techniques in CT can improve accuracy in the diagnosis of acute gangrenous appendicitis., Materials and Methods: This retrospective study included 209 patients with a pathologic diagnosis of appendicitis. Two board-certified abdominal radiologists reviewed 120-kV simulated images, 40-keV virtual monoenergetic images, and color-coded iodine overlay images. Sensitivity, specificity, positive and negative predictive values (PPV and NPV), accuracy, and interobserver agreement were calculated for each set of images., Results: Forty-four patients (21.0%) had histopathologic results positive for gangrenous appendicitis. The sensitivity of 40-kV virtual monoenergetic imaging was 100% (44/44); specificity, 81.2% (134/165); PPV, 58.7% (44/75); NPV, 100% (134/134); accuracy, 85.2%; and interobserver agreement, 0.99. The corresponding values for the iodine overlay imaging datasets were 100% (44/44), 80.0% (132/165), 57.1% (44/77), 100% (132/132), 84.2%, and 0.99 and for 120-kV simulated imaging were 22.7% (10/44), 96.4% (159/165), 62.5% (10/16), 82.4% (159/193), 77.5%, and 0.93. All cases of gangrenous appendicitis had true-positive results of virtual monoenergetic and iodine overlay imaging. There were no false-negative results of virtual monoenergetic or iodine overlay imaging., Conclusion: In cases of suspected appendicitis, dual-energy CT that includes virtual monoenergetic and iodine overlay imaging is accurate for confirming and excluding the presence of gangrenous appendicitis with high sensitivity and specificity.
- Published
- 2018
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33. Blood-Brain Barrier Permeability in Aneurysmal Subarachnoid Hemorrhage: Correlation With Clinical Outcomes.
- Author
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Ivanidze J, Ferraro RA, Giambrone AE, Segal AZ, Gupta A, and Sanelli PC
- Subjects
- Contrast Media, Cross-Sectional Studies, Female, Humans, Male, Middle Aged, Permeability, Radiographic Image Interpretation, Computer-Assisted, Retrospective Studies, Software, Subarachnoid Hemorrhage etiology, Aneurysm, Ruptured complications, Blood-Brain Barrier diagnostic imaging, Blood-Brain Barrier metabolism, Intracranial Aneurysm complications, Subarachnoid Hemorrhage diagnostic imaging, Subarachnoid Hemorrhage metabolism, Tomography, X-Ray Computed methods
- Abstract
Objective: The current understanding of the utility of blood-brain barrier permeability (BBBP) evaluation with extended-pass perfusion CT in the clinical setting is limited. We assessed whether BBBP parameters evaluated with perfusion CT correlate with unfavorable clinical outcomes in patients with aneurysmal subarachnoid hemorrhage (SAH)., Materials and Methods: A retrospective cross-sectional analysis was performed of 22 patients who underwent perfusion CT on days 0-3 after SAH. Extended perfusion CT data were postprocessed into BBBP quantitative maps of k
ep (washout rate constant of contrast agent from the extravascular extracellular space [EES] to the intravascular space), PS (permeability surface area product), Ktrans (volume transfer constant from blood plasma to EES), and Ve (EES volume per unit tissue volume) using Olea Sphere software (version 2.0). Clinical outcomes data regarding the presence of permanent neurologic deficits and modified Rankin scores were collected at discharge. ROC curve analyses and unpaired t tests were performed., Results: The 22 patients were stratified on the basis of their clinical outcomes of permanent neurologic deficit and modified Rankin scores. In patients with unfavorable clinical outcomes (i.e., patients with permanent neurologic deficit and those with modified Rankin scores of 3-6), PS and Ve were significantly increased and kep and Ktrans were significantly decreased. A multiparameter ROC curve analysis combining the four parameters yielded an AUC of 0.80 for permanent neurologic deficit and an AUC of 0.89 for modified Rankin scores of 3-6., Conclusion: SAH patients with unfavorable outcomes had significantly elevated PS and Ve and significantly decreased kep , indicating increased BBBP, compared with SAH patients with unfavorable outcomes. Evaluation of BBBP parameters may provide prognostication of unfavorable outcomes in patients with SAH and help guide management.- Published
- 2018
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34. Effect of CT Acquisition Parameters on Iodine Density Measurement at Dual-Layer Spectral CT.
- Author
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Kim H, Park CM, Kang CK, Yoon J, Chae KJ, and Goo JM
- Subjects
- Humans, Phantoms, Imaging, Radiographic Image Interpretation, Computer-Assisted, Radiography, Dual-Energy Scanned Projection instrumentation, Radiography, Thoracic instrumentation, Tomography, X-Ray Computed instrumentation, Contrast Media analysis, Iodine analysis, Radiography, Dual-Energy Scanned Projection methods, Radiography, Thoracic methods, Tomography, X-Ray Computed methods
- Abstract
Objective: We aimed to evaluate the effect of tube voltage, tube current-time product, and iterative reconstruction on iodine quantification using a dual-layer spectral CT scanner., Materials and Methods: Two mediastinal iodine phantoms, each containing six tubes of different iodine concentrations (0, 1, 2.5, 5, 10, and 20 mg I/mL; the two phantoms had tubes with contrast media diluted in water and in 10% amino acid solution, respectively), were inserted into an anthropomorphic chest phantom and scanned with varying acquisition parameters (120 and 140 kVp; 20, 40, 60, 80, 100, 150, and 200 mAs; and spectral reconstruction levels 0 and 6). Thereafter, iodine density was measured (in milligrams of iodine per milliliter) using a dedicated software program, and the effect of acquisition parameters on iodine density and on its relative measurement error (RME) was analyzed using a linear mixed-effects model., Results: Tube voltages (all, p < 0.001) and tube current-time products (p < 0.05, depending on the interaction terms for iodine density; p = 0.023 for RME) had statistically significant effects on iodine density and RME. However, the magnitude of their effects was minimal. That is, estimated differences between tube voltage settings ranged from 0 to 0.8 mg I/mL for iodine density and from 1.0% to 4.2% for RME. For tube current-time product, alteration of 100 mAs caused changes in iodine density and RME of approximately 0.1 mg I/mL and 0.6%, respectively. Spectral level was not an affecting factor for iodine quantification (p = 0.647 for iodine density and 0.813 for RME)., Conclusion: Iodine quantification using dual-layer spectral CT was feasible irrespective of CT acquisition parameters because their effects on iodine density and RME were minimal.
- Published
- 2018
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35. Artifacts in Digital Breast Tomosynthesis.
- Author
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Geiser WR, Einstein SA, and Yang WT
- Subjects
- Adult, Aged, Algorithms, Female, Humans, Middle Aged, Radiographic Image Interpretation, Computer-Assisted, Artifacts, Breast Diseases diagnostic imaging, Mammography
- Abstract
Objective: Artifacts in digital breast tomosynthesis and synthesized 2D imaging reduce image quality. This article describes the appearance of these unique artifacts, reviews their causes, and discusses methods to ameliorate these artifacts., Conclusion: Artifacts in digital breast tomosynthesis and synthesized 2D imaging can obscure important findings on mammograms. The radiologist, mammography technologist, and medical physicist must be able to recognize these artifacts and use the vendor's new processing algorithms to mitigate the effects of such artifacts.
- Published
- 2018
- Full Text
- View/download PDF
36. Characterization of Small Incidental Indeterminate Hypoattenuating Hepatic Lesions: Added Value of Single-Phase Contrast-Enhanced Dual-Energy CT Material Attenuation Analysis.
- Author
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Patel BN, Rosenberg M, Vernuccio F, Ramirez-Giraldo JC, Nelson R, Farjat A, and Marin D
- Subjects
- Adult, Aged, Aged, 80 and over, Female, Humans, Incidental Findings, Male, Middle Aged, Radiographic Image Interpretation, Computer-Assisted, Retrospective Studies, Sensitivity and Specificity, Contrast Media, Iopamidol, Liver Neoplasms diagnostic imaging, Tomography, X-Ray Computed
- Abstract
Objective: The objective of this study is to determine whether single-phase contrast-enhanced dual-energy CT (DECT) material attenuation analysis improves the characterization of small (< 2.0 cm) incidental indeterminate hypoattenuating hepatic lesions, compared with conventional single-energy CT evaluation., Materials and Methods: This retrospective study involved 55 patients (24 men and 31 women; mean [± SD] age, 63.9 ± 15.3 years) with 77 incidental hypoattenuating hepatic lesions (59 benign and 18 malignant lesions) measuring 0.5-2.0 cm who underwent single-phase contrast-enhanced DECT of the abdomen for pain. For each lesion, attenuation measurements were obtained using blended 120-kVp-equivalent images and contrast map images. DECT material attenuation images were used for iodine quantification. Optimal lesion attenuation and iodine concentration threshold values that best distinguished benign lesions from malignant lesions were generated using smooth bootstrapping. The diagnostic accuracy of the optimized thresholds was compared using the Wilcox rank sum test., Results: The optimal mean (± standard error) attenuation threshold values that best differentiated benign and malignant lesions were 50.2 ± 5.2 HU and 11.5 ± 2.0 HU when blended 120-kVp and contrast map images, respectively, were used. The iodine concentration (expressed as milligrams of iodine per milliliter) differed significantly (p < 0.0001) between benign lesions (0.6 ± 0.4 mg I/mL) and malignant lesions (1.7 ± 0.4 mg I/mL). The optimal iodine concentration that best distinguished between benign and malignant lesions was 1.2 ± 0.1 mg I/mL. The sensitivity, specificity, and AUC value were highest for iodine concentration (0.94, 0.93, and 0.97, respectively), compared with blended images (0.89, 0.70, and 0.81, respectively) and contrast map images (0.94, 0.64, 0.77, respectively)., Conclusion: Iodine quantification performed using single-phase contrast-enhanced DECT material attenuation images improves the characterization of small (< 2 cm) incidental indeterminate hypoattenuating hepatic lesions, compared with conventional attenuation measurements.
- Published
- 2018
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37. Prevalence of Solid Tumors in Incidentally Detected Homogeneous Renal Masses Measuring > 20 HU on Portal Venous Phase CT.
- Author
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Corwin MT, Hansra SS, Loehfelm TW, Lamba R, and Fananapazir G
- Subjects
- Aged, 80 and over, Contrast Media, Female, Humans, Incidental Findings, Kidney Neoplasms epidemiology, Kidney Neoplasms pathology, Magnetic Resonance Imaging, Male, Middle Aged, Prevalence, Radiographic Image Interpretation, Computer-Assisted, Retrospective Studies, Kidney Neoplasms diagnostic imaging, Tomography, X-Ray Computed methods
- Abstract
Objective: The purpose of this study was to determine the prevalence of solid tumors in incidental homogeneous renal masses with attenuation greater than 20 HU on portal venous phase CT images., Materials and Methods: In this retrospective study, the records of patients with incidental indeterminate (> 20 HU) homogeneous renal masses on portal venous phase CT scans from September 11, 2007, through March 18, 2017, were identified. Adult patients were included if they had undergone follow-up ultrasound, contrast-enhanced MRI, multiphase contrast-enhanced CT, or pathologic analysis alone to confirm the solid or cystic nature of the lesion. A single ROI was placed in the center of the mass, and lesions were characterized as ≥ 50% exophytic, < 50% exophytic, or entirely surrounded by renal parenchyma., Results: There were 322 masses in 267 patients. The mean lesion size was 16.6 (SD, 9.8) mm (range, 9-45 mm). Lesions were ≥ 50% exophytic in 92 cases, < 50% exophytic in 111 cases, and completely surrounded by renal parenchyma in 119 cases. All nonsolid lesions were characterized as benign cysts. The numbers of solid lesions per total number of lesions in each attenuation group were: 20-30 HU (0/140), 30-40 HU (0/67), 40-50 HU (1/38), 50-60 HU (3/24), 60-70 HU (5/17), 70-80 HU (5/17), and > 80 HU (8/19). All 207 lesions in the 20- to 40-HU range were benign cysts with no solid lesions (0%; 95% CI, 0.0-1.4%)., Conclusion: Small homogeneous renal masses measuring 20-40 HU on portal venous phase CT images are highly likely to be benign cysts.
- Published
- 2018
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38. Novel Breast Imaging and Machine Learning: Predicting Breast Lesion Malignancy at Cone-Beam CT Using Machine Learning Techniques.
- Author
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Uhlig J, Uhlig A, Kunze M, Beissbarth T, Fischer U, Lotz J, and Wienbeck S
- Subjects
- Breast Neoplasms pathology, Contrast Media, Female, Humans, Iohexol analogs & derivatives, Middle Aged, Predictive Value of Tests, Prospective Studies, Radiographic Image Interpretation, Computer-Assisted, Sensitivity and Specificity, Breast Neoplasms diagnostic imaging, Cone-Beam Computed Tomography methods, Machine Learning
- Abstract
Objective: The purpose of this study is to evaluate the diagnostic performance of machine learning techniques for malignancy prediction at breast cone-beam CT (CBCT) and to compare them to human readers., Subjects and Methods: Five machine learning techniques, including random forests, back propagation neural networks (BPN), extreme learning machines, support vector machines, and K-nearest neighbors, were used to train diagnostic models on a clinical breast CBCT dataset with internal validation by repeated 10-fold cross-validation. Two independent blinded human readers with profound experience in breast imaging and breast CBCT analyzed the same CBCT dataset. Diagnostic performance was compared using AUC, sensitivity, and specificity., Results: The clinical dataset comprised 35 patients (American College of Radiology density type C and D breasts) with 81 suspicious breast lesions examined with contrast-enhanced breast CBCT. Forty-five lesions were histopathologically proven to be malignant. Among the machine learning techniques, BPNs provided the best diagnostic performance, with AUC of 0.91, sensitivity of 0.85, and specificity of 0.82. The diagnostic performance of the human readers was AUC of 0.84, sensitivity of 0.89, and specificity of 0.72 for reader 1 and AUC of 0.72, sensitivity of 0.71, and specificity of 0.67 for reader 2. AUC was significantly higher for BPN when compared with both reader 1 (p = 0.01) and reader 2 (p < 0.001)., Conclusion: Machine learning techniques provide a high and robust diagnostic performance in the prediction of malignancy in breast lesions identified at CBCT. BPNs showed the best diagnostic performance, surpassing human readers in terms of AUC and specificity.
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- 2018
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39. Single-Acquisition Triple-Bolus Dual-Energy CT Protocol for Comprehensive Evaluation of Renal Masses: A Single-Center Randomized Noninferiority Trial.
- Author
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Manoharan D, Sharma S, Das CJ, Kumar R, Singh G, and Kumar P
- Subjects
- Adult, Aged, Contrast Media administration & dosage, Diagnosis, Differential, Equivalence Trials as Topic, Female, Humans, Iohexol administration & dosage, Kidney Neoplasms therapy, Male, Middle Aged, Prospective Studies, Radiation Dosage, Radiographic Image Interpretation, Computer-Assisted, Radiography, Dual-Energy Scanned Projection, Ultrasonography, Kidney Neoplasms diagnostic imaging, Tomography, X-Ray Computed methods
- Abstract
Objective: The primary objective of this study was to compare triple-bolus dual-energy CT (DECT) against standard triple-phase MDCT in terms of appropriateness of patient treatment., Subjects and Methods: One hundred twenty-four patients with suspected renal masses seen at ultrasound were randomized into triple-bolus DECT and triple-phase MDCT groups. Patients in the triple-bolus DECT group underwent synchronous corticomedullary nephrographic delayed-phase triple-bolus DECT. In the triple-phase MDCT group, single-energy triple-phase scans were acquired after an unenhanced scan. The primary outcome was appropriateness of treatment received at 1 year. The predefined noninferiority limit was 10%. Histopathologic analysis or follow-up confirmed the benign or malignant nature of the masses. Diagnostic accuracy to differentiate benign from malignant masses was calculated. Size-specific dose estimates were compared., Results: After excluding six patients, 118 patients were analyzed (62 triple-bolus DECT; 56 triple-phase MDCT). Treatment appropriateness was not significantly different (p = 0.9397) between the two groups (61/62 [98.39%; 95% CI, 95.26-101.52%] for triple-bolus DECT vs 55/56 [98.21%; 95% CI, 94.74-101.68%] for triple-phase MDCT). The absolute difference was 0.18% (95% CI, -4.48% to 4.84%). Both techniques had similar diagnostic accuracy (sensitivity, 98.25% vs 96.67%; specificity, 98.17% vs 97.97%). The mean (± SD) size-specific dose estimate was significantly lower for triple-bolus DECT than for triple-phase MDCT (19.02 ± 4.07 vs 57.04 ± 15.17 mGy; p < 0.0001)., Conclusion: Single-acquisition triple-bolus DECT is noninferior to triple-phase MDCT, with similar diagnostic accuracy but delivering significantly less radiation.
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- 2018
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40. Synergistic Role of Newer Techniques for Forensic and Postmortem CT Examinations.
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Blum A, Kolopp M, Teixeira PG, Stroud T, Noirtin P, Coudane H, and Martrille L
- Subjects
- Cause of Death, Humans, Radiographic Image Interpretation, Computer-Assisted, Autopsy methods, Forensic Medicine methods, Tomography, X-Ray Computed methods
- Abstract
Objective: The aim of this article is to provide an overview of newer techniques and postprocessing tools that improve the potential impact of CT in forensic situations., Conclusion: CT has become a standard tool in medicolegal practice. Postmortem CT is an essential aid to the pathologist during autopsies. Advances in technology and software are constantly leading to advances in its performance.
- Published
- 2018
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41. Best Protocol for Combined Contrast-Enhanced Thoracic and Abdominal CT for Lung Cancer: A Single-Institution Randomized Crossover Clinical Trial.
- Author
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García-Garrigós E, Arenas-Jiménez JJ, and Sánchez-Payá J
- Subjects
- Adult, Aged, Aged, 80 and over, Artifacts, Cross-Over Studies, Diagnosis, Differential, Female, Humans, Iopamidol analogs & derivatives, Male, Middle Aged, Prospective Studies, Radiation Dosage, Radiographic Image Interpretation, Computer-Assisted, Radiography, Abdominal, Radiography, Thoracic, Contrast Media administration & dosage, Lung Neoplasms diagnostic imaging, Tomography, X-Ray Computed methods
- Abstract
Objective: The purpose of this study was to evaluate the superiority of either of two protocols for combined contrast-enhanced thoracic and abdominal CT of patients with lung cancer by comparing contrast enhancement, contrast-related artifacts, image quality, and radiation dose., Subjects and Methods: In this randomized controlled crossover clinical trial, 77 patients who underwent 203 CT examinations were enrolled. All patients underwent at least two examinations performed with both protocols. Protocol A consisted of two acquisitions: one 35-second delayed CT acquisition for the chest followed by a 70-second delayed abdominal acquisition. Protocol B was a single 60-second delayed acquisition covering the chest and the abdomen. Attenuation and noise of the aorta, pulmonary artery, and liver were measured. Contrast-related artifacts, mediastinal lymph node visualization, liver enhancement, and noise were visually scored. Dose-length product was recorded. Statistical analysis was performed by t and chi-square tests and kappa statistics., Results: Contrast-related artifacts were more severe at all evaluated levels, and visualization of lymph node regions was statistically significantly worse with protocol A. There were no differences in enhancement or noise score of the liver. Tumor delineation and pleural findings were better evaluated with delayed phase images. Dose-length product was significantly higher with protocol A (645.0 vs 521.5 mGy · cm; p < 0.0001)., Conclusion: A single 60-second delayed acquisition for thoracic and abdominal contrast-enhanced CT is associated with less contrast artifact and affords better visualization of lymph nodes at a lower radiation dose while acceptable vascular and hepatic contrast enhancement is maintained.
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- 2018
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42. Acute Jejunoileal Diverticulitis: Multicenter Descriptive Study of 33 Patients.
- Author
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Lebert P, Millet I, Ernst O, Boulay-Coletta I, Corno L, Taourel P, and Zins M
- Subjects
- Acute Disease, Aged, Aged, 80 and over, Contrast Media, Diagnosis, Differential, Diverticulitis classification, Diverticulitis therapy, Female, France, Humans, Ileal Diseases classification, Ileal Diseases therapy, Jejunal Diseases classification, Jejunal Diseases therapy, Male, Radiographic Image Interpretation, Computer-Assisted, Retrospective Studies, Diverticulitis diagnostic imaging, Ileal Diseases diagnostic imaging, Jejunal Diseases diagnostic imaging, Tomography, X-Ray Computed methods
- Abstract
Objective: Acute jejunoileal diverticulitis is a very rare and potentially serious disease affecting mostly elderly patients. The diagnosis is based on imaging but remains underrecognized. The purpose of this study is to describe the clinical and CT features and the outcomes of patients with acute jejunoileal diverticulitis., Materials and Methods: Cases of acute jejunoileal diverticulitis managed at three French hospitals November 2005 through January 2015 were identified retrospectively. The final diagnosis relied either on a clinical and radiologic data review by a panel of experts or on surgical findings. Demographic, clinical, laboratory, and 18-month outcome data were collected. CT scans were reviewed by two radiologists who reached a consensus about the presence of an inflammatory diverticulum, evidence of complications, and presence of other bowel diverticula., Results: We identified 33 cases of acute jejunoileal diverticulitis in 33 patients with a median age of 78 years, including 30 (91%) patients in whom an inflammatory diverticulum was identified at the jejunum (n = 26, 87%) or ileum (n = 4, 13%). Extraintestinal gas was seen in 10 (30%) patients and extraintestinal fluid in 11 (33%) patients. Other small-bowel diverticula were visible in all 33 patients. The diverticulitis was mild and resolved with nonoperative treatment in 22 (67%) patients and was severe in the remaining 11 (33%) patients, eight of whom required emergent surgery., Conclusion: Acute jejunoileal diverticulitis is a rare and usually nonserious condition that chiefly involves the jejunum. A detailed CT assessment may allow nonoperative treatment.
- Published
- 2018
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43. Energy-Specific Optimization of Attenuation Thresholds for Low-Energy Virtual Monoenergetic Images in Renal Lesion Evaluation.
- Author
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Patel BN, Farjat A, Schabel C, Duvnjak P, Mileto A, Ramirez-Giraldo JC, and Marin D
- Subjects
- Aged, Contrast Media, Female, Humans, Iodine, Kidney diagnostic imaging, Male, Phantoms, Imaging, Radiographic Image Interpretation, Computer-Assisted, Sensitivity and Specificity, Signal-To-Noise Ratio, Kidney Neoplasms blood supply, Kidney Neoplasms diagnostic imaging, Multidetector Computed Tomography methods
- Abstract
Objective: The purpose of this study was to determine in vitro and in vivo the optimal threshold for renal lesion vascularity at low-energy (40-60 keV) virtual monoenergetic imaging., Materials and Methods: A rod simulating unenhanced renal parenchymal attenuation (35 HU) was fitted with a syringe containing water. Three iodinated solutions (0.38, 0.57, and 0.76 mg I/mL) were inserted into another rod that simulated enhanced renal parenchyma (180 HU). Rods were inserted into cylindric phantoms of three different body sizes and scanned with single- and dual-energy MDCT. In addition, 102 patients (32 men, 70 women; mean age, 66.8 ± 12.9 [SD] years) with 112 renal lesions (67 nonvascular, 45 vascular) measuring 1.1-8.9 cm underwent single-energy unenhanced and contrast-enhanced dual-energy CT. Optimal threshold attenuation values that differentiated vascular from nonvascular lesions at 40-60 keV were determined., Results: Mean optimal threshold values were 30.2 ± 3.6 (standard error), 20.9 ± 1.3, and 16.1 ± 1.0 HU in the phantom, and 35.9 ± 3.6, 25.4 ± 1.8, and 17.8 ± 1.8 HU in the patients at 40, 50, and 60 keV. Sensitivity and specificity for the thresholds did not change significantly between low-energy and 70-keV virtual monoenergetic imaging (sensitivity, 87-98%; specificity, 90-91%). The AUC from 40 to 70 keV was 0.96 (95% CI, 0.93-0.99) to 0.98 (95% CI, 0.95-1.00)., Conclusion: Low-energy virtual monoenergetic imaging at energy-specific optimized attenuation thresholds can be used for reliable characterization of renal lesions.
- Published
- 2018
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44. Preoperative MDCT Assessment of Resectability in Borderline Resectable Pancreatic Cancer: Effect of Neoadjuvant Chemoradiation Therapy.
- Author
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Joo I, Lee JM, Lee ES, Ahn SJ, Lee DH, Kim SW, Ryu JK, Oh DY, Kim K, Lee KB, and Jang JY
- Subjects
- Aged, Contrast Media, Female, Humans, Male, Middle Aged, Neoadjuvant Therapy, Prospective Studies, Radiographic Image Interpretation, Computer-Assisted, Treatment Outcome, Chemoradiotherapy, Multidetector Computed Tomography methods, Pancreatic Neoplasms diagnostic imaging, Pancreatic Neoplasms therapy
- Abstract
Objective: The purpose of this study is to evaluate the diagnostic performance of MDCT in assessing tumor resectability in patients with borderline resectable pancreatic cancers after receiving neoadjuvant chemoradiation therapy (CRT) in comparison with those undergoing upfront surgery., Subjects and Methods: Thirty-seven patients with borderline resectable pancreatic cancers were randomly allocated to the neoadjuvant CRT group (arm 1; n = 18) or up-front surgery group (arm 2; n = 19). Three radiologists rated the likelihood of local resectability on a 5-point scale at preoperative MDCT in two separate sessions (session 1: post-CRT of arm 1, baseline of arm 2; session 2: using new imaging criteria reflecting the changes during CRT of arm 1). The AUC of each reviewer, as well as sensitivity, specificity, and accuracy based on consensus interpretation, were compared between arms and sessions., Results: For local resectability (n = 30), AUC values at session 1 were 0.664, 0.669, and 0.588 for reviewers 1, 2, and 3, respectively, and were not significantly different between arms 1 (n = 15; 0.759, 0.713, and 0.593) and 2 (n = 15; 0.852, 0.685, and 0.722) (p > 0.05). In arm 1, MDCT sensitivity, specificity, accuracy were 22%, 100%, and 53%, respectively, at session 1 versus 78%, 67%, and 73%, respectively, at session 2 (p > 0.05)., Conclusion: In patients with borderline resectable pancreatic cancers, neoadjuvant CRT did not significantly decrease the performance of MDCT for the prediction of local resectability. However, by considering post-CRT changes, such as nonprogression in tumor-vascular contact, MDCT may provide better sensitivity for locally resectable disease.
- Published
- 2018
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45. Value of 18 F-FDG PET/CT Combined With Tumor Markers in the Evaluation of Ascites.
- Author
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Han N, Sun X, Qin C, Hassan Bakari K, Wu Z, Zhang Y, and Lan X
- Subjects
- Adult, Aged, Aged, 80 and over, Ascites pathology, CA-125 Antigen analysis, Carcinoembryonic Antigen analysis, Enzyme-Linked Immunosorbent Assay, Female, Fluorodeoxyglucose F18, Humans, Male, Middle Aged, Predictive Value of Tests, Prognosis, Radiographic Image Interpretation, Computer-Assisted, Radiopharmaceuticals, Retrospective Studies, Sensitivity and Specificity, Sex Factors, Survival Analysis, Ascites diagnostic imaging, Biomarkers, Tumor analysis, Positron Emission Tomography Computed Tomography
- Abstract
Objective: The purpose of this study is to investigate the value of
18 F-FDG PET/CT combined with assessment of tumor markers in serum or ascites for the diagnosing and determining the prognosis of benign and malignant ascites., Materials and Methods: Patients with ascites of unknown cause who underwent evaluation with FDG PET/CT were included in this retrospective study. The maximum standardized uptake value (SUVmax ) and levels of the tumor markers carbohydrate antigen-125 (CA-125) and carcinoembryonic antigen (CEA) in serum and ascites were recorded. The diagnostic values of FDG PET/CT, CEA and CA-125 levels in serum or ascites, and the combination of imaging plus tumor marker assessment were evaluated. Factors that were predictive of survival were also analyzed., Results: A total of 177 patients were included. Malignant ascites was eventually diagnosed in 104 patients, and benign ascites was diagnosed in the remaining 73 patients. With the use of FDG PET/CT, 44 patients (42.3%) were found to have primary tumors. The sensitivity, specificity, and accuracy of FDG PET/CT were 92.3%, 83.6%, and 88.7%, respectively. CA-125 levels in serum and ascites showed much better sensitivity than did CEA levels, but they showed significantly lower specificity. If the combination of tumor markers and FDG PET/CT was analyzed, the sensitivity, specificity, and accuracy of tumor markers in serum were 96.6%, 78.1%, and 88.7%, and those of tumor markers in ascites were 97.7%, 80.0%, and 90.4%, respectively. Sex may be an important factor affecting survival time (hazard ratio, 0.471; p = 0.004), but age, CEA level, and FDG PET/CT findings could not predict survival., Conclusion: FDG PET/CT combined with assessment of tumor markers, especially CEA, increased the efficacy of diagnosis of ascites of unknown causes. Male sex conferred a poorer prognosis, whereas age, CEA level, and FDG uptake had no predictive significance in patients with malignant ascites.- Published
- 2018
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46. Solid Small Renal Mass Without Gross Fat: CT Criteria for Achieving Excellent Positive Predictive Value for Renal Cell Carcinoma.
- Author
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Park SY, Shin SJ, Cho NH, Jung DC, Rha KH, Han WK, and Oh YT
- Subjects
- Adult, Aged, Aged, 80 and over, Calcinosis diagnostic imaging, Calcinosis pathology, Carcinoma, Renal Cell pathology, Contrast Media, Diagnosis, Differential, Female, Humans, Kidney Neoplasms pathology, Male, Middle Aged, Predictive Value of Tests, Radiographic Image Interpretation, Computer-Assisted, Sensitivity and Specificity, Carcinoma, Renal Cell diagnostic imaging, Kidney Neoplasms diagnostic imaging, Tomography, X-Ray Computed methods
- Abstract
Objective: The purpose of this study was to evaluate CT criteria for achieving high positive predictive value (PPV) for renal cell carcinoma (RCC) in patients with solid small renal masses (SRMs) less than 4 cm without macroscopic fat., Materials and Methods: One hundred fifty consecutive patients with a solid SRM without macroscopic fat (mean size ± SD, 2.5 ± 0.8 cm) who underwent CT including unenhanced, corticomedullary (CMP), and nephrographic phases (NP) were evaluated. Pathologically proven solid SRMs without macroscopic fat were classified into RCC (n = 131) and not RCC (n = 19). A "persistent low" sign was defined as a focal area or areas of low attenuation seen at the same location within the lesion on both CMP and NP imaging. Calcification, shape, and lesion attenuation on unenhanced CT were analyzed by two independent readers., Results: PPV of CT criteria (calcification [criterion 1] or spherical shape, lower or equal attenuation, and persistent low sign [criterion 2]) for RCC was 98.3% (58/59) for reader 1 and 100% (53/53) for reader 2. Weighted kappa of interreader agreement was 1.000 for calcification, 0.966 of lower or equal attenuation, 0.834 for spherical shape, 0.823 for persistent low sign, and 0.829 for CT criteria., Conclusion: Interpretation of CT allowed reproducible and excellent PPV for RCC. Current CT criteria may effectively shorten the management process for solid SRMs without macroscopic fat by reducing unnecessary biopsy for a substantial number of RCCs showing typical CT findings.
- Published
- 2018
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47. Improved Opacification of a Suboptimally Enhanced Pulmonary Artery in Chest CT: Experience Using a Dual-Layer Detector Spectral CT.
- Author
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Bae K, Jeon KN, Cho SB, Park SE, Moon JI, Baek HJ, and Choi BH
- Subjects
- Adult, Aged, Aged, 80 and over, Computed Tomography Angiography, Contrast Media, Diagnosis, Differential, Female, Humans, Male, Middle Aged, Radiographic Image Interpretation, Computer-Assisted, Retrospective Studies, Sensitivity and Specificity, Signal-To-Noise Ratio, Pulmonary Artery diagnostic imaging, Pulmonary Embolism diagnostic imaging, Radiography, Thoracic methods, Tomography, X-Ray Computed methods
- Abstract
Objective: The objective of our study was to evaluate the quality of virtual monoenergetic imaging (VMI) from dual-layer detector spectral CT and the effect of virtual monoenergetic images obtained at low energies on the detection of pulmonary embolism (PE) in patients with a suboptimally enhanced pulmonary artery on chest CT., Materials and Methods: Of 1552 consecutive chest CT examinations performed with dual-layer detector spectral CT using a routine protocol with a tube voltage of 120 kVp, 79 examinations with suboptimal enhancement of the pulmonary artery (i.e., mean attenuation of pulmonary artery ≤ 180 HU) were included. The mean attenuation of the pulmonary artery, noise, contrast-to-noise ratio (CNR), and signal-to-noise ratio (SNR) of virtual monoenergetic images obtained at 40-200 keV were compared with those of the conventional 120-kVp images. The virtual monoenergetic images with the best CNR were compared with the 120-kVp images with regard to subjective image quality and diagnostic accuracy for detecting PE., Results: Sufficient attenuation of the pulmonary artery (> 180 HU) was obtained using VMI for 78 of the 79 examinations. The noise levels of the virtual monoenergetic images were gradually increased with decreasing energy level (i.e., kiloelectron volt setting). The CNR and SNR of virtual monoenergetic images at 40-65 keV were significantly higher (both, p < 0.001) than the CNR and SNR of the 120-kVp images. The CNR was the highest at 40 keV for all cases. Diagnostic accuracy for detecting PE was significantly higher for 40-keV images (reader 1: AUC = 0.992, p = 0.033; reader 2: AUC = 0.986, p = 0.043) than for 120-kVp images (reader 1, AUC = 0.911; reader 2, AUC = 0.933). The subjective quality was not different between these two images., Conclusion: In chest CT examinations in which the pulmonary artery is suboptimally enhanced, obtaining virtual monoenergetic images at a low energy setting using dual-layer detector spectral CT allows sufficient attenuation of the pulmonary artery to be achieved while preserving image quality and increasing diagnostic performance for detecting PE.
- Published
- 2018
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48. Clinical Utility of Dual-Energy CT Analysis of Bone Marrow Edema in Acute Wrist Fractures.
- Author
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Ali IT, Wong WD, Liang T, Khosa F, Mian M, Jalal S, and Nicolaou S
- Subjects
- Adult, Aged, Algorithms, Female, Humans, Male, Middle Aged, Radiographic Image Interpretation, Computer-Assisted, Retrospective Studies, Sensitivity and Specificity, Bone Marrow Diseases diagnostic imaging, Edema diagnostic imaging, Fractures, Bone diagnostic imaging, Tomography, X-Ray Computed methods, Wrist Injuries diagnostic imaging
- Abstract
Objective: The purpose of this study is to determine the utility of dual-energy CT (DECT) for assessing carpal fractures and to obtain an attenuation value cutoff (in Hounsfield units) to identify bone marrow edema due to an acute carpal fracture., Materials and Methods: In this retrospective study, 24 patients who presented with wrist fractures from September 3, 2014, through March 9, 2015, underwent imaging with DECT (80 and 140 kVp). Using the three-material decomposition algorithm specific for virtual noncalcium to construct images, two radiologists identified carpal fractures and associated bone marrow edema. Readers noted the attenuation at areas with and without bone marrow edema. The cutoff value was obtained by ROC analysis and was internally validated on 13 separate patients with suspected wrist fractures. A p < 0.05 was considered statistically significant., Results: CT attenuation was significantly higher in areas of bone marrow edema than in areas without it (p < 0.0001, t test). A cutoff of 5.90 HU allows detection of bone marrow edema associated with acute wrist fractures with 100% sensitivity and 99.5% specificity, compared with visual DECT interpretation. In the 13 validation cases, the cutoff of 5.90 HU identified bone marrow edema with 100% accuracy, compared with visual interpretation. Kappa values were 0.83 between the two readings by reader 1, and 0.73 and 0.96 comparing the two readings of reader 1 with the reading by reader 2., Conclusion: DECT is a useful tool for identifying bone marrow edema in the setting of acute wrist fractures, providing an alternative to MRI. A cutoff value of 5.90 HU can be used for accurate diagnosis and exclusion of carpal fractures.
- Published
- 2018
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49. In Vivo Differentiation of Uric Acid Versus Non-Uric Acid Urinary Calculi With Third-Generation Dual-Source Dual-Energy CT at Reduced Radiation Dose.
- Author
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Franken A, Gevenois PA, Muylem AV, Howarth N, and Keyzer C
- Subjects
- Adolescent, Adult, Aged, Aged, 80 and over, Diagnosis, Differential, Female, Humans, Male, Middle Aged, Prospective Studies, Radiation Dosage, Radiographic Image Interpretation, Computer-Assisted, Sensitivity and Specificity, Software, Uric Acid, Urinary Calculi chemistry, Radiography, Dual-Energy Scanned Projection, Tomography, X-Ray Computed methods, Urinary Calculi diagnostic imaging
- Abstract
Objective: The objective of our study was to evaluate in vivo urinary calculus characterization with third-generation dual-source dual-energy CT (DECT) at reduced versus standard radiation dose., Subjects and Methods: One hundred fifty-three patients requiring unenhanced CT for suspected or known urolithiasis were prospectively included in our study. They underwent two acquisitions at reduced-dose CT (90 kV and 50 mAs
ref ; Sn150 kV and 31 mAsref , where Sn denotes the interposition of a tin filter in the high-energy beam) and standard-dose CT (90 kV and 50 mAsref ; Sn150 kV and 94 mAsref ). One radiologist interpreted the reduced-dose examinations before the standard-dose examinations during the same session. Among 103 patients (23 women, 80 men; mean age ± SD, 50 ± 15 years; age range, 18-82 years) with urolithiasis, dedicated DECT software measured the maximal diameter and CT numbers, calculated the DECT number ratio, and labeled with a color code each calculus visualized by the radiologist as uric acid (UA) or non-UA. Volume CT dose index (CTDIvol ) and dose-length product (DLP) were recorded., Results: The radiologist visualized 279 calculi on standard-dose CT and 262 on reduced-dose CT; 17 calculi were missed on reduced-dose CT, all of which were ≤ 3 mm. Among the 262 calculi visualized at both doses, the CT number ratio was obtained with the software for 227 calculi and was not different between the doses (p = 0.093). Among these 262 calculi, 197 were labeled at both doses; 194 of the 197 labeled calculi were labeled with the same color code. Among the 65 remaining calculi, 48 and 61 (all ≤ 5 mm) were not labeled at standard-dose and reduced-dose CT (p = 0.005), respectively. At reduced-dose CT, the mean CTDIvol was 2.67 mGy and the mean DLP was 102.2 mGy × cm., Conclusion: With third-generation dual-source DECT, a larger proportion of calculi ≤ 5 mm are not characterized as UA or non-UA at a reduced dose.- Published
- 2018
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50. Prediction of Pancreatic Neuroendocrine Tumor Grade Based on CT Features and Texture Analysis.
- Author
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Canellas R, Burk KS, Parakh A, and Sahani DV
- Subjects
- Contrast Media, Disease Progression, Female, Humans, Magnetic Resonance Imaging, Male, Middle Aged, Neoplasm Grading, Neuroendocrine Tumors surgery, Pancreatic Neoplasms surgery, Postoperative Complications diagnostic imaging, Predictive Value of Tests, Radiographic Image Interpretation, Computer-Assisted, Retrospective Studies, Tomography, X-Ray Computed, Neuroendocrine Tumors diagnostic imaging, Neuroendocrine Tumors pathology, Pancreatic Neoplasms diagnostic imaging, Pancreatic Neoplasms pathology
- Abstract
Objective: The purposes of this study were to assess whether CT texture analysis and CT features are predictive of pancreatic neuroendocrine tumor (PNET) grade based on the World Health Organization (WHO) classification and to identify features related to disease progression after surgery., Materials and Methods: Preoperative contrast-enhanced CT images of 101 patients with PNETs were assessed. The images were evaluated for tumor location, tumor size, tumor pattern, predominantly solid or cystic composition, presence of calcification, presence of heterogeneous enhancement on contrast-enhanced images, presence of pancreatic duct dilatation, presence of pancreatic atrophy, presence of vascular involvement by the tumor, and presence of lymphadenopathy. Texture features were also extracted from CT images. Surgically verified tumors were graded according to the WHO classification, and patients underwent CT or MRI follow-up after surgical resection. Data were analyzed with chi-square tests, kappa statistics, logistic regression analysis, and Kaplan-Meier curves., Results: The CT features predictive of a more aggressive tumor (grades 2 and 3) were size larger than 2.0 cm (odds ratio [OR], 3.3; p = 0.014), presence of vascular involvement (OR, 25.2; p = 0.003), presence of pancreatic ductal dilatation (OR, 6.0; p = 0.002), and presence of lymphadenopathy (OR, 6.8; p = 0.002). The texture parameter entropy (OR, 3.7; p = 0.008) was also predictive of more aggressive tumors. Differences in progression-free survival distribution were found for grade 1 versus grades 2 and 3 tumors (χ
2 [df, 1] = 21.6; p < 0.001); for PNETs with vascular involvement (χ2 [df, 1] = 20.8; p < 0.001); and for tumors with entropy (spatial scale filter 2) values greater than 4.65 (χ2 (df, 1) = 4.4; p = 0.037)., Conclusion: CT texture analysis and CT features are predictive of PNET aggressiveness and can be used to identify patients at risk of early disease progression after surgical resection.- Published
- 2018
- Full Text
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