26 results on '"R. Bashir"'
Search Results
2. Modifying <scp>LI‐RADS</scp> on Gadoxetate Disodium‐Enhanced <scp>MRI</scp> : A Secondary Analysis of a Prospective Observational Study
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Hanyu Jiang, Bin Song, Yun Qin, Meghana Konanur, Yuanan Wu, Matthew D.F. McInnes, Kyle J. Lafata, and Mustafa R. Bashir
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Gadolinium DTPA ,Male ,Carcinoma, Hepatocellular ,Liver Neoplasms ,Contrast Media ,Humans ,Radiology, Nuclear Medicine and imaging ,Middle Aged ,Magnetic Resonance Imaging ,Sensitivity and Specificity ,Retrospective Studies - Abstract
The Liver Imaging Reporting and Data System (LI-RADS) is widely used for diagnosing hepatocellular carcinoma (HCC), however, with unsatisfactory sensitivity, complex ancillary features, and inadequate integration with gadoxetate disodium (EOB)-enhanced MRI.To modify LI-RADS (mLI-RADS) on EOB-MRI.Secondary analysis of a prospective observational study.Between July 2015 and September 2018, 224 consecutive high-risk patients (median age, 51 years; range, 26-83; 180 men; training/testing sets: 169/55 patients) with 742 (median size, 13 mm; interquartile range, 7-27; 498 HCCs) LR-3/4/5 observations.3.0 T TThree radiologists (with 5, 5, and 10 years of experience in liver MR imaging, respectively) blinded to the reference standard (histopathology or imaging follow-up) reviewed all MR images independently. In the training set, the optimal LI-RADS version 2018 (v2018) features selected by Random Forest analysis were used to develop mLI-RADS via decision tree analysis.In an independent testing set, diagnostic performances of mLI-RADS, LI-RADS v2018, and the Korean Liver Cancer Association (KLCA) guidelines were computed using a generalized estimating equation model and compared with McNemar's test. A two-tailed P 0.05 was statistically significant.Five features (nonperipheral "washout," restricted diffusion, nonrim arterial phase hyperenhancement [APHE], mild-moderate T2 hyperintensity, and transitional phase hypointensity) constituted mLI-RADS, and mLR-5 was nonperipheral washout coupled with either nonrim APHE or restricted diffusion. In the testing set, mLI-RADS was significantly more sensitive (72%) and accurate (80%) than LI-RADS v2018 (sensitivity, 61%; accuracy 74%; both P 0.001) and the KLCA guidelines (sensitivity, 64%; accuracy 74%; both P 0.001), without sacrificing positive predictive value (mLI-RADS, 94%; LI-RADS v2018, 94%; KLCA guidelines, 92%).In high-risk patients, the EOB-MRI-based mLI-RADS was simpler and more sensitive for HCC than LI-RADS v2018 while maintaining high positive predictive value.2 TECHNICAL EFFICACY: Stage 2.
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- 2022
3. A Faster Prostate <scp>MRI</scp> : Comparing a Novel Denoised, <scp> Single‐Average T 2 </scp> Sequence to the Conventional <scp> Multiaverage T 2 </scp> Sequence Regarding Lesion Detection and <scp>PI‐RADS</scp> Score Assessment
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Colm B. Kelleher, Jacob Macdonald, Tracy A. Jaffe, Brian C. Allen, Kevin R. Kalisz, Travis H. Kauffman, Jordan D. Smith, Kimberly R. Maurer, Sarah P. Thomas, Aaron D. Coleman, Islam H. Zaki, Stephan Kannengiesser, Kyle Lafata, Rajan T. Gupta, and Mustafa R. Bashir
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Radiology, Nuclear Medicine and imaging - Published
- 2023
4. Data‐Driven Modification of the <scp>LI‐RADS</scp> Major Feature System on Gadoxetate Disodium‐Enhanced <scp>MRI</scp> : Toward Better Sensitivity and Simplicity
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Islam H Zaki, Hanyu Jiang, Yuanan Wu, Matthew D. F. McInnes, Yi Wei, Mustafa R. Bashir, Bin Song, Yun Qin, Meghana Konanur, and Kyle Lafata
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Gadolinium DTPA ,education.field_of_study ,Carcinoma, Hepatocellular ,medicine.diagnostic_test ,business.industry ,Liver Neoplasms ,Population ,Contrast Media ,Magnetic resonance imaging ,Magnetic Resonance Imaging ,Sensitivity and Specificity ,Gadoxetate Disodium ,McNemar's test ,Interquartile range ,Feature (computer vision) ,Humans ,Medicine ,Radiology, Nuclear Medicine and imaging ,Stage (cooking) ,business ,Nuclear medicine ,education ,Generalized estimating equation ,Retrospective Studies - Abstract
BACKGROUND The Liver Imaging Reporting and Data System (LI-RADS) is widely accepted as a reliable diagnostic scheme for hepatocellular carcinoma (HCC) in at-risk patients. However, its application is hampered by substantial complexity and suboptimal diagnostic sensitivity. PURPOSE To propose data-driven modifications to the LI-RADS version 2018 (v2018) major feature system (rLI-RADS) on gadoxetate disodium (EOB)-enhanced magnetic resonance imaging (MRI) to improve sensitivity and simplicity while maintaining high positive predictive value (PPV) for detecting HCC. STUDY TYPE Retrospective. POPULATION Two hundred and twenty-four consecutive at-risk patients (training dataset: 169, independent testing dataset: 55) with 742 LR-3 to LR-5 liver observations (HCC: N = 498 [67%]) were analyzed from a prospective observational registry collected between July 2015 and September 2018. FIELD STRENGTH/SEQUENCE 3.0 T/T2-weighted fast spin-echo, diffusion-weighted spin-echo based echo-planar and three-dimensional (3D) T1-weighted gradient echo sequences. ASSESSMENT All images were evaluated by three independent abdominal radiologists who were blinded to all clinical, pathological, and follow-up information. Composite reference standards of either histopathology or imaging follow-up were used. STATISTICAL TESTS In the training dataset, LI-RADS v2018 major features were used to develop rLI-RADS based on their associated PPV for HCC. In an independent testing set, diagnostic performances of LI-RADS v2018 and rLI-RADS were computed using a generalized estimating equation model and compared with McNemar's test. A P value
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- 2021
5. User and system pitfalls in liver imaging with LI‐RADS
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Mustafa R. Bashir, Victoria Chernyak, Ania Z. Kielar, Elizabeth M. Hecht, Mohab M. Elmohr, Alessandro Furlan, Kathryn J. Fowler, Khaled M. Elsayes, and Claude B. Sirlin
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medicine.medical_specialty ,Carcinoma, Hepatocellular ,Computer science ,030218 nuclear medicine & medical imaging ,Terminology ,03 medical and health sciences ,0302 clinical medicine ,medicine ,Humans ,Radiology, Nuclear Medicine and imaging ,Medical physics ,Diagnostic Errors ,Liver imaging ,Liver Neoplasms ,Reproducibility of Results ,Evidence-based medicine ,Magnetic Resonance Imaging ,User Error ,Clinical Practice ,Transplantation ,Organ procurement ,Radiology Information Systems ,Liver ,government.politician ,government ,Tomography, X-Ray Computed ,Incorrect Measurement - Abstract
The Liver Imaging Reporting and Data System (LI-RADS) is a comprehensive system for standardizing the terminology, technique, interpretation, reporting, and data collection of liver imaging, created specifically for patients at risk for hepatocellular carcinoma. Over the past years, LI-RADS has been progressively implemented into clinical practice, but pitfalls remain related to user error and inherent limitations of the system. User pitfalls include the inappropriate application of LI-RADS to a low-risk patient population, incorrect measurement techniques, inaccurate assumptions about LI-RADS requirements, and improper usage of LI-RADS terminology and categories. System pitfalls include areas of discordance with the Organ Procurement and Transplantation Network (OPTN) as well as pitfalls related to rare ancillary features. This article reviews common user pitfalls in applying LI-RADS v2018 and how to avoid preventable errors and also highlights deficiencies of the current version of LI-RADS and how it might be improved in the future. Level of Evidence:3 Technical Efficacy: Stage 2 J. Magn. Reson. Imaging 2019. J. Magn. Reson. Imaging 2019;50:1673-1686.
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- 2019
6. Deep learning in radiology: An overview of the concepts and a survey of the state of the art with focus on MRI
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Mateusz Buda, Mustafa R. Bashir, Maciej A. Mazurowski, and Ashirbani Saha
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medicine.medical_specialty ,Computer science ,Context (language use) ,Convolutional neural network ,Article ,Field (computer science) ,030218 nuclear medicine & medical imaging ,Machine Learning ,03 medical and health sciences ,Deep Learning ,0302 clinical medicine ,Artificial Intelligence ,Image Processing, Computer-Assisted ,Medical imaging ,medicine ,Humans ,Radiology, Nuclear Medicine and imaging ,Diagnostic Tests, Routine ,business.industry ,Deep learning ,Evidence-based medicine ,Magnetic Resonance Imaging ,Variety (cybernetics) ,Radiography ,Neural Networks, Computer ,Radiology ,Artificial intelligence ,State (computer science) ,business ,Algorithms - Abstract
Deep learning is a branch of artificial intelligence where networks of simple interconnected units are used to extract patterns from data in order to solve complex problems. Deep-learning algorithms have shown groundbreaking performance in a variety of sophisticated tasks, especially those related to images. They have often matched or exceeded human performance. Since the medical field of radiology mainly relies on extracting useful information from images, it is a very natural application area for deep learning, and research in this area has rapidly grown in recent years. In this article, we discuss the general context of radiology and opportunities for application of deep-learning algorithms. We also introduce basic concepts of deep learning, including convolutional neural networks. Then, we present a survey of the research in deep learning applied to radiology. We organize the studies by the types of specific tasks that they attempt to solve and review a broad range of deep-learning algorithms being utilized. Finally, we briefly discuss opportunities and challenges for incorporating deep learning in the radiology practice of the future. Level of Evidence: 3 Technical Efficacy: Stage 1 J. Magn. Reson. Imaging 2019;49:939-954.
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- 2018
7. Hepatic R2* is more strongly associated with proton density fat fraction than histologic liver iron scores in patients with nonalcoholic fatty liver disease
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Michael S. Middleton, Kathryn J. Fowler, Kris V. Kowdley, James Tonascia, Mark L. Van Natta, Arun J. Sanyal, Cynthia Behling, Adrija Mamidipalli, Wei Shen, Joel E. Lavine, Michael A. Ohliger, Tanya Wolfson, Claude B. Sirlin, Andrew T. Trout, Daniela S. Allende, Rohit Loomba, Jonathan Hooker, Shetal N. Shah, Anthony Gamst, Adina Alazraki, Mustafa R. Bashir, and Jeffrey B. Schwimmer
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Nonalcoholic steatohepatitis ,medicine.medical_specialty ,Univariate analysis ,business.industry ,Proton density fat fraction ,medicine.disease ,Gastroenterology ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,0302 clinical medicine ,Nash crn ,Internal medicine ,Nonalcoholic fatty liver disease ,Medicine ,Liver iron ,Radiology, Nuclear Medicine and imaging ,In patient ,Steatosis ,business - Abstract
Author(s): Bashir, Mustafa R; Wolfson, Tanya; Gamst, Anthony C; Fowler, Kathryn J; Ohliger, Michael; Shah, Shetal N; Alazraki, Adina; Trout, Andrew T; Behling, Cynthia; Allende, Daniela S; Loomba, Rohit; Sanyal, Arun; Schwimmer, Jeffrey; Lavine, Joel E; Shen, Wei; Tonascia, James; Van Natta, Mark L; Mamidipalli, Adrija; Hooker, Jonathan; Kowdley, Kris V; Middleton, Michael S; Sirlin, Claude B; NASH Clinical Research Network (NASH CRN) | Abstract: BackgroundThe liver R2* value is widely used as a measure of liver iron but may be confounded by the presence of hepatic steatosis and other covariates.PurposeTo identify the most influential covariates for liver R2* values in patients with nonalcoholic fatty liver disease (NAFLD).Study typeRetrospective analysis of prospectively acquired data.PopulationBaseline data from 204 subjects enrolled in NAFLD/NASH (nonalcoholic steatohepatitis) treatment trials.Field strength1.5T and 3T; chemical-shift encoded multiecho gradient echo.AssessmentCorrelation between liver proton density fat fraction and R2*; assessment for demographic, metabolic, laboratory, MRI-derived, and histological covariates of liver R2*.Statistical testsPearson's and Spearman's correlations; univariate analysis; gradient boosting machines (GBM) multivariable machine-learning method.ResultsHepatic proton density fat fraction (PDFF) was the most strongly correlated covariate for R2* at both 1.5T (r = 0.652, P l 0.0001) and at 3T (r = 0.586, P l 0.0001). In the GBM analysis, hepatic PDFF was the most influential covariate for hepatic R2*, with relative influences (RIs) of 61.3% at 1.5T and 47.5% at 3T; less influential covariates had RIs of up to 11.5% at 1.5T and 16.7% at 3T. Nonhepatocellular iron was weakly associated with R2* at 3T only (RI 6.7%), and hepatocellular iron was not associated with R2* at either field strength.Data conclusionHepatic PDFF is the most influential covariate for R2* at both 1.5T and 3T; nonhepatocellular iron deposition is weakly associated with liver R2* at 3T only.Level of evidence4 Technical Efficacy: Stage 2 J. Magn. Reson. Imaging 2019;49:1456-1466.
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- 2018
8. LI-RADS 2017: An update
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Claude B. Sirlin, Milena Cerny, Aya Kamaya, Khaled M. Elsayes, Donald G. Mitchell, Richard K. G. Do, Kathryn J. Fowler, Ania Z. Kielar, Cynthia Santillan, Yuko Kono, Victoria Chernyak, Mustafa R. Bashir, and An Tang
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Treatment response ,medicine.medical_specialty ,medicine.diagnostic_test ,Computer science ,Magnetic resonance imaging ,Diagnostic algorithms ,030218 nuclear medicine & medical imaging ,Terminology ,03 medical and health sciences ,0302 clinical medicine ,medicine ,Medical imaging ,030211 gastroenterology & hepatology ,Radiology, Nuclear Medicine and imaging ,In patient ,Medical physics ,Stage (cooking) ,Liver imaging - Abstract
Author(s): Kielar, Ania Z; Chernyak, Victoria; Bashir, Mustafa R; Do, Richard K; Fowler, Kathryn J; Mitchell, Donald G; Cerny, Milena; Elsayes, Khaled M; Santillan, Cynthia; Kamaya, Aya; Kono, Yuko; Sirlin, Claude B; Tang, An | Abstract: The computed tomography / magnetic resonance imaging (CT/MRI) Liver Imaging Reporting a Data System (LI-RADS) is a standardized system for diagnostic imaging terminology, technique, interpretation, and reporting in patients with or at risk for developing hepatocellular carcinoma (HCC). Using diagnostic algorithms and tables, the system assigns to liver observations category codes reflecting the relative probability of HCC or other malignancies. This review article provides an overview of the 2017 version of CT/MRI LI-RADS with a focus on MRI. The main LI-RADS categories and their application will be described. Changes and updates introduced in this version of LI-RADS will be highlighted, including modifications to the diagnostic algorithm and to the optional application of ancillary features. Comparisons to other major diagnostic systems for HCC will be made, emphasizing key similarities, differences, strengths, and limitations. In addition, this review presents the new Treatment Response algorithm, while introducing the concepts of MRI nonviability and viability. Finally, planned future directions for LI-RADS will be outlined.Level of evidence5 Technical Efficacy: Stage 5 J. Magn. Reson. Imaging 2018;47:1459-1474.
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- 2018
9. Respiratory motion artifacts during arterial phase imaging with gadoxetic acid: Can the injection protocol minimize this drawback?
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Jacqueline C. Hodge, Hubert Bickel, Patrick Thurner, Pascal A. T. Baltzer, Ahmed Ba-Ssalamah, Mustafa R. Bashir, Florian Gittler, and Stephan H. Polanec
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medicine.medical_specialty ,Gadoxetic acid ,medicine.diagnostic_test ,business.industry ,medicine.medical_treatment ,Area under the curve ,Magnetic resonance imaging ,Retrospective cohort study ,030218 nuclear medicine & medical imaging ,Lesion ,03 medical and health sciences ,0302 clinical medicine ,030220 oncology & carcinogenesis ,medicine ,Radiology, Nuclear Medicine and imaging ,Radiology ,medicine.symptom ,Stage (cooking) ,business ,Saline ,Arterial phase ,medicine.drug - Abstract
Purpose To determine which of three gadoxetic acid injection techniques best reduced the contrast-related arterial-phase motion artifacts. Materials and Methods This Institutional Review Board (IRB)-approved, retrospective study included a cohort of 78 consecutive patients who each had serial gadoxetic acid-enhanced 3.0T magnetic resonance imaging (MRI) of the liver (0.025 mmol/kg body weight) performed with at least two of three injection techniques: M1 test bolus, undiluted, power-injected 1 mL/s; M2 test bolus, diluted 50% with saline, power-injected 1 mL/s; M3 fixed delay, undiluted, manually injected. Blinded to the injection method, three readers independently rated the randomized images for arterial-phase motion artifacts, arterial-phase timing, and arterial-phase lesion visibility using a four-point Likert scale. Results Regarding respiratory artifacts, gadoxetic acid arterial-phase images were judged better with M3 (2.7 ± 0.7) and were significantly less than those with M1 (2.1 ± 1.1) (P = 0.0001). Arterial-phase M2 (2.50 ± 0.89) images were rated significantly better than arterial-phase M1 images (P = 0.012), but the difference between arterial-phase images with M3 and M2 scores was not statistically significant (P = 0.49). Arterial-phase timing was significantly better for M1 compared to M3, and for M2 compared to M3 (P < 0.0001 for both). The area under the curve was 0.59–0.68. However, there was no significant difference between M1 and M2 (P = 0.35). With regard to arterial-phase lesion visibility, there was no significant difference in the ratings between any of the three injection techniques (P = 0.29–0.72). Interreader agreement was moderate to substantial (κ = 0.41–0.62). Conclusion A diluted, power-injected protocol (M2) seems to provide good timing and minimize artifacts compared with two other injection methods. No significant difference was found in lesion visibility between these three methods. Level of Evidence: 3 Technical Efficacy: Stage 1 J. Magn. Reson. Imaging 2017;46:1107–1114.
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- 2017
10. Gadolinium-based contrast agents: A comprehensive risk assessment
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Daniel R. Ludwig, Kathryn J. Fowler, Tyler J. Fraum, and Mustafa R. Bashir
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medicine.medical_specialty ,medicine.diagnostic_test ,Minimal risk ,business.industry ,Gadolinium ,chemistry.chemical_element ,Magnetic resonance imaging ,Evidence-based medicine ,medicine.disease ,030218 nuclear medicine & medical imaging ,Review article ,Gadolinium-based Contrast Agent ,03 medical and health sciences ,0302 clinical medicine ,chemistry ,030220 oncology & carcinogenesis ,Nephrogenic systemic fibrosis ,Medicine ,Radiology, Nuclear Medicine and imaging ,Medical physics ,business ,Risk assessment - Abstract
Gadolinium-based contrast agents (GBCAs) have been used in magnetic resonance imaging (MRI) since the 1980s and are now administered in up to 35% of all MRI examinations. While GBCAs were initially felt to carry minimal risk, the subsequent identification of GBCAs as the key etiologic factor in the development of nephrogenic systemic fibrosis (NSF) has raised concerns about the broader health impacts of gadolinium exposure. Clinicians, radiologists, and patients should be aware of the most up-to-date data pertaining to the risks of GBCA administration. Specific issues covered in this review article include immediate adverse reactions; pregnancy and lactation; and gadolinium deposition and toxicity, with a special focus on NSF. Practice recommendations based on the presented data, as well as current professional society guidelines, are provided for each section. Level of Evidence: 1 Technical Efficacy: Stage 5 J. MAGN. RESON. IMAGING 2017;46:338–353
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- 2017
11. Liver imaging reporting and data system category 4 observations in MRI: Risk factors predicting upgrade to category 5
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Mustafa R. Bashir, Kingshuk Roy Choudhury, Andrew J. Muir, Keitaro Sofue, Madavi Alagiyawanna, Richard C. Semelka, Tracy A. Jaffe, Lauren M. B. Burke, and Viragi Nilmini
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medicine.medical_specialty ,Multivariate statistics ,medicine.diagnostic_test ,business.industry ,Proportional hazards model ,Magnetic resonance imaging ,Hepatitis C ,medicine.disease ,Institutional review board ,Hyperintensity ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,0302 clinical medicine ,030220 oncology & carcinogenesis ,medicine ,Radiology, Nuclear Medicine and imaging ,Radiology ,Risk factor ,Stage (cooking) ,business - Abstract
Purpose To identify demographic and imaging features in magnetic resonance imaging (MRI) that are associated with upgrade of Liver Imaging Reporting and Data System (LI-RADS) category 4 (LR-4) observations to category 5 (LR-5), and to assess their effects on risk of upgrade and time to upgrade. Materials and Methods Institutional Review Board approval was obtained for this retrospective, dual-institution Health Insurance Portability and Accountability Act (HIPAA)-compliant study. Radiologists reviewed 1.5T and 3T MRI examinations for 181 LR-4 observations in 139 patients, as well as follow-up computed tomography (CT) and MRI examinations and treatment. A stepwise multivariate Cox proportional hazards model analysis was performed to identify predictive risk factors for upgrade to LR-5, including patient demographics and LI-RADS imaging features. Overall cumulative risk of upgrade was calculated by using the Kaplan–Meier method. The cumulative risks were compared in the presence/absence of significant predictive risk factors using the log-rank test. Results The independent significant predictive risk factors in the 56 LR-4 observations that upgraded to LR-5 were mild–moderate T2 hyperintensity (P
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- 2017
12. Hepatic gadoxetic acid uptake as a measure of diffuse liver disease: Where are we?
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Andreas Wibmer, Michael Trauner, Bernard E. Van Beers, Romana Fragner, Mustafa R. Bashir, Ahmed Ba-Ssalamah, Nina Bastati, Christian J. Herold, and Jacqueline C. Hodge
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medicine.medical_specialty ,Gadoxetic acid ,Cirrhosis ,medicine.diagnostic_test ,business.industry ,Hepatobiliary Disorder ,medicine.disease ,Gastroenterology ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,Liver disease ,0302 clinical medicine ,Fibrosis ,Internal medicine ,Nonalcoholic fatty liver disease ,medicine ,030211 gastroenterology & hepatology ,Radiology, Nuclear Medicine and imaging ,Radiology ,Liver function ,Liver function tests ,business ,medicine.drug - Abstract
MRI has emerged as the most comprehensive noninvasive diagnostic tool for focal liver lesions and diffuse hepatobiliary disorders. The introduction of hepatobiliary contrast agents, most notably gadoxetic acid (GA), has expanded the role of MRI, particularly in the functional imaging of chronic liver diseases, such as nonalcoholic fatty liver disease (NAFLD). GA-enhanced MRI (GA-MRI) may help to distinguish between the two subgroups of NAFLD, simple steatosis and nonalcoholic steatohepatitis. Furthermore, GA-MRI can be used to stage fibrosis and cirrhosis, predict liver transplant graft survival, and preoperatively estimate the risk of liver failure should major resection be undertaken. The amount of GA uptake can be estimated, using static images, by the relative liver enhancement, hepatic uptake index, and relaxometry of T1-mapping during the hepatobiliary phase. On the contrary, the hepatic extraction fraction and liver perfusion can be measured on dynamic imaging. Importantly, there is currently no clear consensus as to which of these MR-derived parameters is the most suitable for assessing liver dysfunction. This review article aims to describe the current role of GA-enhanced MRI in quantifying liver function, primarily in diffuse hepatobiliary disorders. Level of Evidence: 3 J. Magn. Reson. Imaging 2017;45:646–659.
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- 2016
13. Comparison of ferumoxytol-enhanced MRA with conventional angiography for assessment of severity of transplant renal artery stenosis
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Michael T. Corwin, Mustafa R. Bashir, Ghaneh Fananapazir, Christoph Troppmann, Ramit Lamba, and Catherine T. Vu
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medicine.medical_specialty ,medicine.diagnostic_test ,business.industry ,Intraclass correlation ,Ultrasound ,Digital subtraction angiography ,medicine.disease ,Institutional review board ,Magnetic resonance angiography ,030218 nuclear medicine & medical imaging ,body regions ,03 medical and health sciences ,Stenosis ,0302 clinical medicine ,medicine.anatomical_structure ,030220 oncology & carcinogenesis ,medicine.artery ,Medicine ,Radiology, Nuclear Medicine and imaging ,Radiology ,Renal artery ,business ,Artery - Abstract
Purpose To determine the accuracy of ferumoxytol-enhanced magnetic resonance angiography (MRA) in assessing the severity of transplant renal artery stenosis (TRAS), using digital subtraction angiography (DSA) as the reference standard. Materials and methods Our Institutional Review Board approved this retrospective, Health Insurance Portability and Accountability Act-compliant study. Thirty-three patients with documented clinical suspicion for TRAS (elevated serum creatinine, refractory hypertension, edema, and/or audible bruit) and/or concerning sonographic findings (elevated renal artery velocity and/or intraparenchymal parvus tardus waveforms) underwent a 1.5T MRA with ferumoxytol prior to DSA. All DSAs were independently reviewed by an interventional radiologist and served as the reference standard. The MRAs were reviewed by three readers who were blinded to the ultrasound and DSA findings for the presence and severity of TRAS. Sensitivity, specificity, and accuracy for identifying substantial stenoses (>50%) were determined. Intraclass correlation coefficients (ICCs) were calculated among readers. Mean differences between the percent stenosis from each MRA reader and DSA were calculated. Results On DSA, a total of 42 stenoses were identified in the 33 patients. The sensitivity, specificity, and accuracy of MRA in detecting substantial stenoses were 100%, 75-87.5%, and 95.2-97.6%, respectively, among the readers. There was excellent agreement among readers as to the percent stenosis (ICC = 0.82). MRA overestimated the degree of stenosis by 3.9-9.6% compared to DSA. Conclusion Ferumoxytol-enhanced MRA provides high sensitivity, specificity, and accuracy for determining the severity of TRAS. Our results suggest that it can potentially be used as a noninvasive examination following ultrasound to reduce the number of unnecessary conventional angiograms. Level of evidence 3 J. Magn. Reson. Imaging 2017;45:779-785.
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- 2016
14. An update for LI‐RADS: Version 2018. Why so soon after version 2017?
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Aya Kamaya, Ania Z. Kielar, Milena Cerny, Donald G. Mitchell, Richard K. G. Do, Victoria Chernyak, Kathryn J. Fowler, Cynthia Santillan, Yuko Kono, An Tang, Khaled M. Elsayes, Mustafa R. Bashir, Sandeep Arora, and Claude B. Sirlin
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03 medical and health sciences ,Carcinoma, Hepatocellular ,Radiology Information Systems ,0302 clinical medicine ,Philosophy ,Liver Neoplasms ,Humans ,Radiology, Nuclear Medicine and imaging ,Magnetic Resonance Imaging ,Humanities ,030218 nuclear medicine & medical imaging - Abstract
Author(s): Kielar, Ania Z; Chernyak, Victoria; Bashir, Mustafa R; Do, Richard K; Fowler, Kathryn J; Santillan, Cynthia; Sirlin, Claude B; Mitchell, Donald G; Cerny, Milena; Tang, An; Elsayes, Khaled M; Kamaya, Aya; Kono, Yuko; Arora, Sandeep S
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- 2019
15. How reader perception of capsule affects interpretation of washout in hypervascular liver nodules in patients at risk for hepatocellular carcinoma
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Mustafa R. Bashir, Claude B. Sirlin, Brian C. Allen, Carl L. Berg, Rendon C. Nelson, and Keitaro Sofue
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medicine.medical_specialty ,medicine.diagnostic_test ,business.industry ,Washout ,Capsule ,Retrospective cohort study ,Magnetic resonance imaging ,Nodule (medicine) ,medicine.disease ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,0302 clinical medicine ,McNemar's test ,030220 oncology & carcinogenesis ,Hepatocellular carcinoma ,medicine ,Radiology, Nuclear Medicine and imaging ,Radiology ,medicine.symptom ,Differential diagnosis ,business - Abstract
Author(s): Sofue, Keitaro; Sirlin, Claude B; Allen, Brian C; Nelson, Rendon C; Berg, Carl L; Bashir, Mustafa R | Abstract: PurposeTo determine whether reader perception of a capsule affects reader interpretation of washout in hypervascular liver nodules at dynamic magnetic resonance imaging (MRI) in patients at risk for hepatocellular carcinoma (HCC).Materials and methodsThis retrospective study was Institutional Review Board (IRB)-approved and Health Insurance Portability and Accountability Act (HIPAA)-compliant, with waiver of informed consent. MRI reports for 111 hypervascular liver nodules (median 2.0 cm, range 1.0-17.8 cm) in 62 patients were reviewed, and the presence/absence of capsule and washout were recorded for one reading. A second independent study reading was also performed. The signal intensity ratio (SIR) for each nodule and liver parenchyma was measured. An objective SIR threshold was identified for nodules without capsules that correctly classified the presence/absence of washout, then applied to nodules with capsules to classify them as having / not having objective washout. Nodules were categorized as definite / not definite HCC using subjective and objective washout, based on LI-RADS, OPTN, AASLD, and EASL criteria, and proportions compared using McNemar's test.ResultsAgreement on nodule features was high for Readings 1 and 2 (κ = 0.70-0.82). For Reading 1, 71 nodules lacked capsules (43 with and 28 without subjective washout); an SIR threshold of 0.88 classified the presence/absence of washout correctly in 94% (67/71, P l 0.001). Forty nodules had capsules; although all had subjective washout (100%, 40/40), 75% (30/40) had objective washout (P l 0.05). Using objective washout caused 4.5% (3/66; LI-RADS, OPTN) and 12% (10/83; AASLD, EASL) of nodules to be recategorized from definite HCC to not definite HCC.ConclusionReader perception of capsule affects interpretation of washout. This effect can influence nodule categorization using imaging-based diagnostic systems. J. Magn. Reson. Imaging 2016;43:1337-1345.
- Published
- 2015
16. Can combining triple-arterial phase acquisition with fluoroscopic triggering provide both optimal early and late hepatic arterial phase images during gadoxetic acid-enhanced MRI?
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Keitaro Sofue, Mustafa R. Bashir, Daniele Marin, Tracy A. Jaffe, and Rendon C. Nelson
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Gadoxetic acid ,medicine.diagnostic_test ,business.industry ,Magnetic resonance imaging ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,Exact test ,0302 clinical medicine ,Gadolinium DTPA ,030220 oncology & carcinogenesis ,medicine ,Fluoroscopy ,Radiology, Nuclear Medicine and imaging ,Nuclear medicine ,business ,Observer variation ,Liver pathology ,Arterial phase ,medicine.drug - Abstract
Purpose To determine whether triple-arterial phase acquisition with fluoroscopic triggering can provide both well-timed early and late hepatic arterial phase (HAP) images more frequently than when using a fixed-time delay during gadoxetic acid-enhanced magnetic resonance imaging (MRI). Materials and Methods Written informed consent was obtained for this Institutional Review Board (IRB)-approved prospective, Health Insurance Portability and Accountability Act (HIPAA)-compliant study. Ninety patients underwent gadoxetic acid-enhanced MRI at 3T with a single-breath-hold triple-arterial phase acquisition using either a fixed-time delay (n = 45) or fluoroscopic triggering injection protocol (n = 45). Three radiologists, blinded to method of timing and other data, independently determined whether well-timed early or late HAP were obtained for each arterial phase image set and assessed for transient severe motion (TSM). Rates of successful HAP acquisitions and of TSM were compared between the two protocols using χ2 or Fisher's exact test. Results The rate of successful acquisition of late HAP images was similar in the two groups (93% [42/45] for fixed-time delay vs. 98% [44/45] for fluoroscopic triggering, P = 0.62). There was a trend toward higher rates of successful acquisition of both early and late HAP images in the fluoroscopic triggering group (69% [31/45] vs. 49% [22/45], P = 0.05). TSM occurred in five patients (6% [5/90]) and at similar frequencies in the two groups (2% [1/45] vs. 9% [4/45], P = 0.36). Conclusion Triple-arterial phase acquisition with fluoroscopic triggering tended to provide both well-timed early and late HAP images more frequently than when using a fixed-time delay during gadoxetic acid-enhanced MRI. J. Magn. Reson. Imaging 2015.
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- 2015
17. Interexamination repeatability and spatial heterogeneity of liver iron and fat quantification using MRI-based multistep adaptive fitting algorithm
- Author
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Mustafa R. Bashir, Keitaro Sofue, Xiaodong Zhong, Achille Mileto, and Brian M. Dale
- Subjects
medicine.diagnostic_test ,Wilcoxon signed-rank test ,business.industry ,Intraclass correlation ,Magnetic resonance imaging ,Repeatability ,Fat quantification ,Fitting algorithm ,Linear regression ,Medicine ,Liver iron ,Radiology, Nuclear Medicine and imaging ,business ,Nuclear medicine - Abstract
Purpose To assess the interexamination repeatability and spatial heterogeneity of liver iron and fat measurements using a magnetic resonance imaging (MRI)-based multistep adaptive fitting algorithm. Materials and Methods This prospective observational study was Institutional Review Board-approved and Health Insurance Portability and Accountability Act-compliant. Written informed consent was waived. In all, 150 subjects were imaged on 3T MRI systems. A whole-liver volume acquisition was performed twice using a six-echo 3D spoiled gradient echo sequence during two immediately adjacent examinations. Colocalized regions of interest (ROIs) in three different hepatic segments were placed for R2* and proton density fat fraction (PDFF) measurements by two readers independently. Mean R2* and PDFF values between readers and acquisitions were compared using the Wilcoxon signed-rank test, intraclass correlation coefficients (ICCs), linear regression, Bland–Altman analysis, and analysis of variance (ANOVA). Results The mean R2* and PDFF values across all ROIs and measurements were 51.2 ± 25.2 s−1 and 6.9 ± 6.4%, respectively. Mean R2* and PDFF values showed no significant differences between the two acquisitions (P = 0.05–0.87). Between the two acquisitions, R2* and PDFF values demonstrated almost perfect agreement (ICCs = 0.979–0.994) and excellent correlation (R2 = 0.958–0.989). Bland–Altman analysis also demonstrated excellent agreement. In the ANOVA, the individual patient and ROI location were significant effects for both R2* and PDFF values (P
- Published
- 2015
18. Concordance of hypervascular liver nodule characterization between the organ procurement and transplant network and liver imaging reporting and data system classifications
- Author
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Nicholas Mayes, Rendon C. Nelson, Carl L. Berg, Daniele Marin, Mustafa R. Bashir, Tracy A. Jaffe, and Rong Huang
- Subjects
medicine.medical_specialty ,medicine.diagnostic_test ,Intraclass correlation ,business.industry ,Concordance ,Nodule (medicine) ,Magnetic resonance imaging ,Milan criteria ,Chronic liver disease ,medicine.disease ,Liver disease ,Hepatocellular carcinoma ,medicine ,Radiology, Nuclear Medicine and imaging ,Radiology ,medicine.symptom ,business - Abstract
Purpose To determine the rate of agreement between the Organ Procurement and Transplant Network (OPTN) and Liver Imaging Reporting and Data System (LI-RADS) classifications for hypervascular liver nodules at least 1 cm in diameter, and for patient eligibility for hepatocellular/MELD (Model for Endstage Liver Disease) exception points. Materials and Methods This retrospective study was approved by our Institutional Review Board and was compliant with the Health Insurance Portability and Accountability Act. The requirement for informed consent was waived. This study included 200 hypervascular hepatocellular nodules at least 1 cm in diameter on computed tomography (CT) or magnetic resonance imaging (MRI) examinations in 105 patients with chronic liver disease. Three radiologists blinded to clinical data independently evaluated nodule characteristics, including washout, capsule, size, and size on prior examination. Based on those characteristics, nodules were automatically classified as definite hepatocellular carcinoma (HCC) or not definite HCC using both the OPTN and LI-RADS classifications. Using these classifications and the Milan criteria, each examination was determined to be "below transplant criteria," "within transplant criteria," or "beyond transplant criteria." Agreement was assessed between readers and classification systems, using Fleiss' kappa, intraclass correlation coefficients (ICCs), and simple proportions. Results Interreader agreement was moderate for nodule features (κ = 0.59–0.69) and nodule classification (0.66–0.69). The two systems were in nearly complete agreement on nodule category assignment (98.7% [592/600]) and patient eligibility for transplant exemption priority (99.4% [313/315]). A few discrepancies occurred for the nodule feature of growth (1.3% [8/600]) and for nodule category assignment (1.3% [8/600]). Conclusion Agreement between the OPTN and LI-RADS classifications is very strong for categorization of hypervascular liver nodules at least 1 cm in diameter, and for patient eligibility for hepatocellular/MELD exception points. Interreader variability is much higher than intersystem variability. J. Magn. Reson. Imaging 2015;42:305–314.
- Published
- 2014
19. Respiratory-Gated Noncontrast SPACE MR Angiography Sequence at 3T for Evaluation of the Central Veins of the Chest: A Feasibility Study
- Author
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Holly L. Nichols, Elmar M. Merkle, Tobias Heye, Mustafa R. Bashir, Brian M. Dale, and Charles Y. Kim
- Subjects
medicine.medical_specialty ,medicine.diagnostic_test ,business.industry ,Venography ,Mr angiography ,Venous Segment ,medicine.disease ,Magnetic resonance angiography ,Stenosis ,cardiovascular system ,medicine ,Radiology, Nuclear Medicine and imaging ,In patient ,Central veins ,Radiology ,Nuclear medicine ,business ,Sequence (medicine) - Abstract
Purpose To evaluate the feasibility of a respiratory-gated noncontrast magnetic resonance angiography (MRA) sequence for imaging the central veins of the chest. Materials and Methods Eleven healthy subjects underwent MRA of the central veins of the chest with a respiratory-gated noncontrast (SPACE) sequence. Qualitative visualization and signal homogeneity of each central venous segment were scored by two radiologists on a scale of 1–4. Signal-to-noise and contrast-to-noise ratios (SNR and CNR) were also calculated. Retrospective review of our imaging database revealed 13 patients with suspected pathology of the central veins who underwent a clinical MRA examination using the SPACE sequence as well as reference standard central venous imaging with contrast-enhanced MRA or conventional venography. Results In healthy subjects, all central venous segments demonstrated good to excellent venous visualization and homogeneity scores with the noncontrast SPACE sequence. The mean SNR and CNR of the central venous system were 192.7 and 175.0, respectively. In the 13 clinical examinations, the sensitivity and specificity for detection of stenosis or occlusions was 100% and 100% for reader 1 and 95% and 91% for reader 2, respectively. Conclusion The respiratory-gated noncontrast SPACE sequence provided excellent imaging characteristics of the central veins in healthy subjects with promising diagnostic accuracy in patients with central venous pathology. J. Magn. Reson. Imaging 2015;41:67–73. © 2013 Wiley Periodicals, Inc.
- Published
- 2013
20. Impact of precontrast T10relaxation times on dynamic contrast-enhanced MRI pharmacokinetic parameters: T10mapping versus a fixed T10reference value
- Author
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Caecilia S. Reiner, Mustafa R. Bashir, Elmar M. Merkle, Tobias Heye, Brian M. Dale, and Daniel T. Boll
- Subjects
Reproducibility ,Pixel ,medicine.diagnostic_test ,business.industry ,Value (computer science) ,Magnetic resonance imaging ,musculoskeletal system ,nervous system diseases ,Precontrast ,Flip angle ,Region of interest ,Dynamic contrast-enhanced MRI ,medicine ,Radiology, Nuclear Medicine and imaging ,Nuclear medicine ,business ,Mathematics - Abstract
PURPOSE To investigate variation in dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) pharmacokinetic parameter measurements between different methods of precontrast tissue relaxation (T10) estimation: pixel-based mapping versus a fixed reference value. MATERIALS AND METHODS In 15 DCE-MRI studies the female pelvis, uterine fibroids, the left psoas muscle, and the fifth lumbar vertebral body were chosen to represent tissues with varying perfusion characteristics. All DCEMRI studies were processed using a variable flip angle T10 map and a fixed T10 reference value of 1000 msec. A subset of five DCE-MRI studies were each processed multiple times using the fixed T10 method with the reference T10 ranging from 0–2000 msec in 100-msec increments. Pharmacokinetic measurements of Ktrans, kep, ve, and initial area under the gadolinium curve (iAUGC) were performed maintaining the identical position for region of interest placement on each structure. RESULTS The mean difference in pharmacokinetic output between the pixel-based T10 map and the fixed T10 reference value ranged from 6.6% for kep in the muscle to 54.9% for iAUGC in the vertebral body. At lower T10 (
- Published
- 2013
21. Retrospective assessment of the utility of an iron-based agent for contrast-enhanced magnetic resonance venography in patients with endstage renal diseases
- Author
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Rajan T. Gupta, Tracy A. Jaffe, Charles Y. Kim, Ramin Javan, Mustafa R. Bashir, Amy M. Neville, Danielle M. Seaman, and Rekha N Mody
- Subjects
medicine.medical_specialty ,business.industry ,Medical record ,media_common.quotation_subject ,Gadofosveset ,Retrospective cohort study ,Ferumoxytol ,Magnetic resonance venography ,Iron based ,Medicine ,Contrast (vision) ,Radiology, Nuclear Medicine and imaging ,In patient ,Radiology ,business ,medicine.drug ,media_common - Abstract
Purpose To compare abdominopelvic and lower extremity venous enhancement in contrast-enhanced magnetic resonance venography (ceMRV), using iron-based ferumoxytol and gadolinium-based gadofosveset. Materials and Methods This was a Health Insurance Portability and Accountability Act (HIPAA)-compliant retrospective study. Thirty-four patients were identified who had undergone ceMRV using either ferumoxtyol (Group A, all with chronic renal insufficiency) or gadofosveset (Group B). Two radiologists rated confidence for evaluation of the major abdominopelvic and lower extremity veins from 4 (excellent confidence) to 1 (nondiagnostic). A third radiologist measured signal intensity ratios (SIRs) of venous segments compared with adjacent muscles. Scores were compared using repeated-measures analysis of variance (ANOVA). The medical record was searched for contemporaneous imaging to confirm the ceMRV findings. Results In Group A, 14/225 venous segments were thrombosed, compared with 18/282 in Group B. There was no statistically significant difference between confidence scores (3.79 ± 0.44 vs. 3.85 ± 0.44, P = 0.34) or SIRs (2.40 ± 0.73 vs. 2.38 ± 0.51, P = 0.51) for patent segments in the two groups, nor were confidences scores (3.89 ± 0.29 vs. 3.72 ± 0.46, P = 0.31) or SIRs (0.90 ± 0.12 vs. 0.84 ± 0.19, P = 0.31) significantly different for thrombosed segments. Contemporaneous imaging confirmed ceMRV findings in 227 segments. Conclusion ceMRV can be performed with ferumoxytol, yielding similar image quality to a blood pool gadolinium-based contrast agent. J. Magn. Reson. Imaging 2014;40:113–118. © 2013 Wiley Periodicals, Inc.
- Published
- 2013
22. Inter- and intra-rater reproducibility of quantitative dynamic contrast enhanced MRI using TWIST perfusion data in a uterine fibroid model
- Author
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Jeffrey J. Horvath, Daniel T. Boll, Tobias Heye, Mustafa R. Bashir, Brian M. Dale, Elmar M. Merkle, Sebastian Feuerlein, Steven R. Breault, and Matthew S. Davenport
- Subjects
Reproducibility ,Intraclass correlation ,business.industry ,Uterine fibroids ,medicine.disease ,Confidence interval ,Dynamic contrast-enhanced MRI ,Transfer constant ,Medicine ,Radiology, Nuclear Medicine and imaging ,Selection method ,Nuclear medicine ,business ,Perfusion - Abstract
Purpose To determine the reproducibility of TWIST-derived (Time-Resolved Angiography with Interleaved Stochastic Trajectories) quantitative dynamic contrast enhanced (DCE) MRI in a uterine fibroid model. Materials and Methods The institutional review board approved this retrospective study. Dynamic contrast-enhanced TWIST datasets from 15 randomly selected 1.5 Tesla pelvic MR studies were postprocessed. Five readers recorded kinetic parameters (Ktrans [volume transfer constant], ve [extracellular extravascular space volume], kep [flux rate constant], iAUC [initial area under the gadolinium-time curve]) of the largest uterine fibroid using three region-of-interest (ROI) selection methods. Measurements were randomized and repeated three times, and measures of reproducibility were calculated. Results The intra-rater coefficients of variation (CVs, brackets indicate 95% confidence intervals) varied from 4.6% to 7.6% (Ktrans 7.6% [6.1%, 9.1%], kep 7.2% [5.9%, 8.5%], ve 4.6% [3.8%, 5.4%], and iAUC 7.2% [6.1%, 8.3%]). ve was the most reproducible (P < 0.05). Inter-rater reproducibility was significantly (P < 0.05) greater for the large ROI method (range of intraclass correlation coefficients [ICCs] = 0.80–0.98 versus 0.48–0.63 [user-defined ROI] versus 0.41–0.69 [targeted ROI]). The uterine fibroid accounted for the greatest fraction of variance for the large ROI method (range across kinetic parameters: 83–98% versus 56–69% [user-defined ROI] versus 47–74% [targeted ROI]). The reader accounted for the greatest fraction of variance for the user-defined ROI method (0.4–14.1% versus 0.1–3.0% [large ROI] versus
- Published
- 2012
23. Hepatocellular carcinoma in a North American population: Does hepatobiliary MR imaging with Gd-EOB-DTPA improve sensitivity and confidence for diagnosis?
- Author
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Matthew S. Davenport, Lisa M. Ho, Daniel T. Boll, Tracy A. Jaffe, Brian C. Allen, Rajan T. Gupta, Elmar M. Merkle, and Mustafa R. Bashir
- Subjects
Adult ,Gadolinium DTPA ,Liver Cirrhosis ,Male ,medicine.medical_specialty ,Carcinoma, Hepatocellular ,Cirrhosis ,Contrast Media ,Gd-EOB-DTPA ,Comorbidity ,Sensitivity and Specificity ,Lesion ,Risk Factors ,North Carolina ,Prevalence ,medicine ,Humans ,Radiology, Nuclear Medicine and imaging ,Aged ,Aged, 80 and over ,Receiver operating characteristic ,medicine.diagnostic_test ,business.industry ,Reproducibility of Results ,Magnetic resonance imaging ,Middle Aged ,medicine.disease ,Magnetic Resonance Imaging ,Hepatocellular carcinoma ,North american population ,Hepatobiliary phase ,Female ,Radiology ,medicine.symptom ,business - Abstract
PURPOSE: To evaluate the value of hepatobiliary phase imaging for detection and characterization of hepatocellular carcinoma (HCC) in liver MRI with Gd-EOB-DTPA, in a North American population. MATERIALS AND METHODS: One hundred MRI examinations performed with the intravenous injection of Gd-EOB-DTPA in patients with cirrhosis were reviewed retrospectively. Nodules were classified as HCC (n = 70), indeterminate (n = 33), or benign (n = 22). Five readers independently reviewed each examination with and without hepatobiliary phase images (HBP). Lesion conspicuity scores were compared between the two readings. Lesion detection, confidence scores, and receiver operating characteristic (ROC) analysis were compared. RESULTS: Lesion detection was slightly improved for all lesion types with the inclusion of the HBP, and was substantially higher for small HCCs (96.0% versus 85.3%). Mean confidence scores for the diagnosis of HCC increased for HCCs overall and each size category (P < 0.001). Diagnostic performance improved with the addition of the HBP (aggregate AROC 87.7% versus 80.0%, P < 0.01), and sensitivity for characterization improved (90.9% versus 78.3%, P < 0.01) while specificity was unchanged. CONCLUSION: Hepatobiliary phase imaging may improve small lesion detection (
- Published
- 2012
24. On confirmation bias in imaging research
- Author
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Mustafa R. Bashir, Claude B. Sirlin, and Scott B. Reeder
- Subjects
Clinical Trials as Topic ,medicine.medical_specialty ,Carcinoma, Hepatocellular ,business.industry ,Patient Selection ,media_common.quotation_subject ,Carcinoma ,Liver Neoplasms ,Hepatocellular ,Medical and Health Sciences ,Magnetic Resonance Imaging ,Nuclear Medicine & Medical Imaging ,Engineering ,Bias ,Confirmation bias ,Bias (Epidemiology) ,Physical Sciences ,Practice Guidelines as Topic ,medicine ,Radiology, Nuclear Medicine and imaging ,Medical physics ,business ,media_common - Published
- 2014
25. The evolving landscape of self-assessment continuing medical education (SA-CME)
- Author
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Tim Leiner, Scott B. Reeder, and Mustafa R. Bashir
- Subjects
Self-assessment ,Medical education ,Continuing medical education ,Radiology, Nuclear Medicine and imaging ,Psychology - Published
- 2013
26. CME update: Review articles and commentaries inJMRI
- Author
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Frank R. Korosec, Scott B. Reeder, and Mustafa R. Bashir
- Subjects
Information retrieval ,Computer science ,Radiology, Nuclear Medicine and imaging - Published
- 2014
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