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Durot I, Akhbardeh A, Sagreiya H, Loening AM, Rubin DL. A New Multimodel Machine Learning Framework to Improve Hepatic Fibrosis Grading Using Ultrasound Elastography Systems from Different Vendors. ULTRASOUND IN MEDICINE & BIOLOGY 2020; 46:26-33. [PMID: 31611074 PMCID: PMC6879839 DOI: 10.1016/j.ultrasmedbio.2019.09.004] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/07/2019] [Revised: 07/14/2019] [Accepted: 09/08/2019] [Indexed: 06/01/2023]
Abstract
The purpose of the work described here was to determine if the diagnostic performance of point and 2-D shear wave elastography (pSWE; 2-DSWE) using shear wave velocity (SWV) with a new machine learning (ML) technique applied to systems from different vendors is comparable to that of magnetic resonance elastography (MRE) in distinguishing non-significant (<F2) from significant (≥F2) fibrosis. We included two patient groups with liver disease: (i) 144 patients undergoing pSWE (Siemens) and MRE; and (ii) 60 patients undergoing 2-DSWE (Philips) and MRE. Four ML algorithms using 10 SWV measurements as inputs were trained with MRE. Results were validated using twofold cross-validation. The performance of median SWV in binary grading of fibrosis was moderate for pSWE (area under the curve [AUC]: 0.76) and 2-DSWE (0.84); the ML algorithm support vector machine (SVM) performed particularly well (pSWE: 0.96, 2-DSWE: 0.99). The results suggest that the multivendor ML-based algorithm SVM can binarily grade liver fibrosis using ultrasound elastography with excellent diagnostic performance, comparable to that of MRE.
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Affiliation(s)
- Isabelle Durot
- Department of Radiology, School of Medicine, Stanford University, Stanford, California, USA; Institute of Radiology, Cantonal Hospital Aarau, Aarau, Switzerland
| | - Alireza Akhbardeh
- Department of Radiology, School of Medicine, Stanford University, Stanford, California, USA
| | - Hersh Sagreiya
- Department of Radiology, School of Medicine, Stanford University, Stanford, California, USA
| | - Andreas M Loening
- Department of Radiology, School of Medicine, Stanford University, Stanford, California, USA
| | - Daniel L Rubin
- Department of Radiology, School of Medicine, Stanford University, Stanford, California, USA; Department of Biomedical Data Science, Stanford University, Stanford, California, USA; Department of Medicine (Biomedical Informatics Research), Stanford University, Stanford, California, USA.
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52
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Zhang YN, Fowler KJ, Ozturk A, Potu CK, Louie AL, Montes V, Henderson WC, Wang K, Andre MP, Samir AE, Sirlin CB. Liver fibrosis imaging: A clinical review of ultrasound and magnetic resonance elastography. J Magn Reson Imaging 2020; 51:25-42. [PMID: 30859677 PMCID: PMC6742585 DOI: 10.1002/jmri.26716] [Citation(s) in RCA: 47] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2019] [Revised: 02/26/2019] [Accepted: 02/26/2019] [Indexed: 12/13/2022] Open
Abstract
Liver fibrosis is a histological hallmark of most chronic liver diseases, which can progress to cirrhosis and liver failure, and predisposes to hepatocellular carcinoma. Accurate diagnosis of liver fibrosis is necessary for prognosis, risk stratification, and treatment decision-making. Liver biopsy, the reference standard for assessing liver fibrosis, is invasive, costly, and impractical for surveillance and treatment response monitoring. Elastography offers a noninvasive, objective, and quantitative alternative to liver biopsy. This article discusses the need for noninvasive assessment of liver fibrosis and reviews the comparative advantages and limitations of ultrasound and magnetic resonance elastography techniques with respect to their basic concepts, acquisition, processing, and diagnostic performance. Variations in clinical contexts of use and common pitfalls associated with each technique are considered. In addition, current challenges and future directions to improve the diagnostic accuracy and clinical utility of elastography techniques are discussed. Level of Evidence: 5 Technical Efficacy Stage: 2 J. Magn. Reson. Imaging 2020;51:25-42.
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Affiliation(s)
- Yingzhen N. Zhang
- Department of Radiology, Liver Imaging Group, University of California, San Diego, La Jolla, California, USA
| | - Kathryn J. Fowler
- Department of Radiology, Liver Imaging Group, University of California, San Diego, La Jolla, California, USA
| | - Arinc Ozturk
- Department of Radiology, Center for Ultrasound Research & Translation, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Chetan K. Potu
- Department of Radiology, Liver Imaging Group, University of California, San Diego, La Jolla, California, USA
| | - Ashley L. Louie
- Department of Radiology, Liver Imaging Group, University of California, San Diego, La Jolla, California, USA
| | - Vivian Montes
- Department of Radiology, Liver Imaging Group, University of California, San Diego, La Jolla, California, USA
| | - Walter C. Henderson
- Department of Radiology, Liver Imaging Group, University of California, San Diego, La Jolla, California, USA
| | - Kang Wang
- Department of Radiology, Liver Imaging Group, University of California, San Diego, La Jolla, California, USA
| | - Michael P. Andre
- Department of Radiology, University of California, San Diego, La Jolla, California, USA
| | - Anthony E. Samir
- Department of Radiology, Center for Ultrasound Research & Translation, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Claude B. Sirlin
- Department of Radiology, Liver Imaging Group, University of California, San Diego, La Jolla, California, USA
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Guglielmo FF, Venkatesh SK, Mitchell DG. Liver MR Elastography Technique and Image Interpretation: Pearls and Pitfalls. Radiographics 2019; 39:1983-2002. [DOI: 10.1148/rg.2019190034] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Affiliation(s)
- Flavius F. Guglielmo
- From the Department of Radiology, Thomas Jefferson University Hospital, 132 S 10th St, Philadelphia, PA 19107 (F.F.G., D.G.M.); and Department of Radiology, Mayo Clinic, Rochester, Minn (S.K.V.)
| | - Sudhakar K. Venkatesh
- From the Department of Radiology, Thomas Jefferson University Hospital, 132 S 10th St, Philadelphia, PA 19107 (F.F.G., D.G.M.); and Department of Radiology, Mayo Clinic, Rochester, Minn (S.K.V.)
| | - Donald G. Mitchell
- From the Department of Radiology, Thomas Jefferson University Hospital, 132 S 10th St, Philadelphia, PA 19107 (F.F.G., D.G.M.); and Department of Radiology, Mayo Clinic, Rochester, Minn (S.K.V.)
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Lefebvre T, Petitclerc L, Hébert M, Bilodeau L, Sebastiani G, Olivié D, Gao ZH, Sylvestre MP, Cloutier G, Nguyen BN, Gilbert G, Tang A. MRI cine-tagging of cardiac-induced motion for noninvasive staging of liver fibrosis. J Magn Reson Imaging 2019; 51:1570-1580. [PMID: 31605412 DOI: 10.1002/jmri.26935] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2019] [Accepted: 09/05/2019] [Indexed: 01/17/2023] Open
Abstract
BACKGROUND MR elastography is a noninvasive technique that provides high diagnostic accuracy for the staging of liver fibrosis; however, it requires external hardware and mainly assesses the right lobe. PURPOSE To evaluate the diagnostic performance of MRI cine-tagging for staging fibrosis in the left liver lobe, using biopsy as the reference standard. STUDY TYPE Institutional Review Board (IRB)-approved two-center prospective study. POPULATION Seventy-six patients with chronic liver disease who underwent an MRI cine-tagging examination and a liver biopsy within a 6-week interval. FIELD STRENGTH/SEQUENCE 2D-GRE multislice sequence at 3.0T with spatial modulation of the magnetization preparation sequence and peripheral pulse-wave triggering on two coronal slices chosen underneath the heart apex to capture maximal deformation with consecutive breath-holds adapted to patient cardiac frequency. ASSESSMENT A region of interest was selected in the liver close to the heart apex. Maximal strain was evaluated with the harmonic phase (HARP) technique. STATISTICAL TESTS Spearman's correlation, Kruskal-Wallis test, Mann-Whitney U-test, and receiver operating characteristic (ROC) analysis were performed. RESULTS Liver strain measured on tagged images decreased with higher histological fibrosis stage (ρ = -0.68, P < 0.0001). Strain values were significantly different between all fibrosis stages (P < 0.0001), and between groups of fibrosis stages ≤F3 vs. F4 (P < 0.05). Areas under the ROC curves were 0.95 (95% confidence interval: 0.89-1.00) to distinguish fibrosis stages F0 vs. F4, 0.81 (0.70-0.92) for stages F0 vs. ≥F1, 0.84 (0.76-0.93) for stages ≤F1 vs. ≥F2, 0.86 (0.78-0.94) for stages ≤F2 vs. ≥F3, and 0.87 (0.77-0.96) for stages ≤F3 vs. F4. DATA CONCLUSION MRI cine-tagging is a promising technique for measuring liver strain without additional elastography hardware. It could be used to assess the left liver lobe as a complement to current techniques assessing the right lobe. LEVEL OF EVIDENCE 1 Technical Efficacy: 3 J. Magn. Reson. Imaging 2020;51:1570-1580.
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Affiliation(s)
- Thierry Lefebvre
- Department of Radiology, Radio-Oncology and Nuclear Medicine, Université de Montréal, Montréal, Québec, Canada.,Centre de recherche du Centre hospitalier de l'Université de Montréal (CRCHUM), Montréal, Québec, Canada.,Medical Physics Unit, McGill University, Montréal, Québec, Canada
| | - Léonie Petitclerc
- Department of Radiology, Radio-Oncology and Nuclear Medicine, Université de Montréal, Montréal, Québec, Canada.,Centre de recherche du Centre hospitalier de l'Université de Montréal (CRCHUM), Montréal, Québec, Canada.,C.J. Gorter Center for High Field MRI, Department of Radiology, Leiden University Medical Center (LUMC), Leiden, The Netherlands
| | - Mélanie Hébert
- Department of Radiology, Radio-Oncology and Nuclear Medicine, Université de Montréal, Montréal, Québec, Canada.,Centre de recherche du Centre hospitalier de l'Université de Montréal (CRCHUM), Montréal, Québec, Canada
| | - Laurent Bilodeau
- Department of Radiology, Radio-Oncology and Nuclear Medicine, Université de Montréal, Montréal, Québec, Canada.,Centre de recherche du Centre hospitalier de l'Université de Montréal (CRCHUM), Montréal, Québec, Canada
| | - Giada Sebastiani
- Department of Medicine, Division of Gastroenterology and Hepatology, McGill University Health Centre (MUHC), Montréal, Québec, Canada
| | - Damien Olivié
- Department of Radiology, Radio-Oncology and Nuclear Medicine, Université de Montréal, Montréal, Québec, Canada
| | - Zu-Hua Gao
- Department of Pathology, McGill University, Montréal, Québec, Canada
| | - Marie-Pierre Sylvestre
- Centre de recherche du Centre hospitalier de l'Université de Montréal (CRCHUM), Montréal, Québec, Canada.,Department of Social and Preventive Medicine, École de santé publique de l'Université de Montréal (ESPUM), Montréal, Québec, Canada
| | - Guy Cloutier
- Department of Radiology, Radio-Oncology and Nuclear Medicine, Université de Montréal, Montréal, Québec, Canada.,Institute of Biomedical Engineering, Université de Montréal, Montréal, Québec, Canada.,Laboratory of Biorheology and Medical Ultrasonics (LBUM), Centre de recherche du Centre hospitalier de l'Université de Montréal (CRCHUM), Montréal, Québec, Canada
| | - Bich N Nguyen
- Service of Pathology, Centre hospitalier de l'Université de Montréal (CHUM), Montréal, Québec, Canada
| | - Guillaume Gilbert
- Department of Radiology, Radio-Oncology and Nuclear Medicine, Université de Montréal, Montréal, Québec, Canada.,MR Clinical Science, Philips Healthcare Canada, Montréal, Québec, Canada
| | - An Tang
- Department of Radiology, Radio-Oncology and Nuclear Medicine, Université de Montréal, Montréal, Québec, Canada.,Centre de recherche du Centre hospitalier de l'Université de Montréal (CRCHUM), Montréal, Québec, Canada.,Institute of Biomedical Engineering, Université de Montréal, Montréal, Québec, Canada
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Park HS, Choe WH, Han HS, Yu MH, Kim YJ, Jung SI, Kim JH, Kwon SY. Assessing significant fibrosis using imaging-based elastography in chronic hepatitis B patients: Pilot study. World J Gastroenterol 2019; 25:3256-3267. [PMID: 31333316 PMCID: PMC6626721 DOI: 10.3748/wjg.v25.i25.3256] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2019] [Revised: 05/20/2019] [Accepted: 06/08/2019] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Accurate detection of significant fibrosis (fibrosis stage 2 or higher on the METAVIR scale) is important especially for chronic hepatitis B (CHB) patients with high viral loads but with normal or mildly elevated alanine aminotransferase (ALT) levels because the presence of significant fibrosis is accepted as the indication for antiviral treatment. Liver biopsy is the reference standard for diagnosing significant fibrosis, but it is an invasive procedure. Consequently, noninvasive imaging-based measurements, such as magnetic resonance elastography (MRE) or two-dimensional shear-wave elastography (2D-SWE), have been proposed for the quantitative assessment of liver fibrosis.
AIM To explore MRE and 2D-SWE to identify fibrosis stage, and to compare their performance with that of serum-based indices.
METHODS The study enrolled 63 treatment-naïve CHB patients with high viral loads but with normal or mildly elevated ALT levels who underwent liver biopsy before a decision was made to initiate antiviral therapy. MRE and 2D-SWE were performed, and serum-based indices, such as FIB-4 and aspartate transaminase to platelet ratio index (APRI), were calculated. The diagnostic performances of MRE, 2D-SWE, FIB-4, and APRI for assessing significant fibrosis (≥ F2) and cirrhosis (F4) were evaluated with liver histology as the reference standard, using receiver operating characteristic analyses.
RESULTS The liver fibrosis stage was F0/F1 in 19, F2 in 14, F3 in 14, and F4 in 16 patients, respectively. MRE significantly discriminated F2 from F0/1 (P = 0.022), whereas 2D-SWE showed a broad overlap in distinguishing those stages. MRE showed a higher correlation coefficient value with fibrosis stage than 2D-SWE with fibrosis stage (0.869 vs 0.649, Spearman test; P < 0.001). Multivariate linear regression analyses showed that fibrosis stage was the only factor affecting the values of MRE (P < 0.001), whereas body mass index (P = 0.042) and fibrosis stage (P < 0.001) were independent factors affecting 2D-SWE values. MRE performance for diagnosing significant fibrosis was better [area under the curve (AUC) = 0.906, positive predictive value (PPV) 97.3%, negative predictive value (NPV) 69.2%] than that of FIB-4 (AUC = 0.697, P = 0.002) and APRI (AUC = 0.717, P = 0.010), whereas the performance of 2D-SWE (AUC = 0.843, PPV 86%, NPV 65%) was not significantly different from that of FIB-4 or APRI.
CONCLUSION Compared to SWE, MRE might be more precise non-invasive assessment for depicting significant fibrosis and for making-decision to initiate antiviral-therapy in treatment-naïve CHB patients with normal or mildly-elevated ALT levels.
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Affiliation(s)
- Hee Sun Park
- Department of Radiology, Konkuk University School of Medicine, Seoul 05030, South Korea
| | - Won Hyeok Choe
- Department of Internal Medicine, Konkuk University School of Medicine, Seoul 05030, South Korea
| | - Hye Seung Han
- Department of Pathology, Konkuk University School of Medicine, Seoul 05030, South Korea
| | - Mi Hye Yu
- Department of Radiology, Konkuk University School of Medicine, Seoul 05030, South Korea
| | - Young Jun Kim
- Department of Radiology, Konkuk University School of Medicine, Seoul 05030, South Korea
| | - Sung Il Jung
- Department of Radiology, Konkuk University School of Medicine, Seoul 05030, South Korea
| | - Jeong Han Kim
- Department of Internal Medicine, Konkuk University School of Medicine, Seoul 05030, South Korea
| | - So Young Kwon
- Department of Internal Medicine, Konkuk University School of Medicine, Seoul 05030, South Korea
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Liver MRI susceptibility-weighted imaging (SWI) compared to T2* mapping in the presence of steatosis and fibrosis. Eur J Radiol 2019; 118:66-74. [PMID: 31439261 DOI: 10.1016/j.ejrad.2019.07.001] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2019] [Revised: 06/22/2019] [Accepted: 07/01/2019] [Indexed: 12/20/2022]
Abstract
PURPOSE To show that both susceptibility-weighted imaging (SWI) and T2*-mapping are dependent on liver steatosis, which should be taken into account when using these parameters to grade liver fibrosis and cirrhosis. METHODS In this prospective study, a total of 174 patients without focal liver disease underwent multiparametric MRI at 3 T including SWI, T1- and T2* mapping, proton density fat fraction (PDFF) quantification and MR elastography. SWI, T2* and T1 were measured in the liver (4 locations), as well as in paraspinal muscles, to calculate the liver-to-muscle ratio (LMR). Liver and LMR values were compared among patients with different steatosis grades (PDFF < 5%, 5-10%, 10-20% and >20%), patients with normal, slightly increased and increased liver stiffness (<2.8 kPa, 2.8-3.5 kPa and >3.5 kPa, respectively). ANOVA with Bonferroni-corrected post hoc tests as well as a multivariate analysis were used to compare values among groups and parameters. RESULTS SWI and T2* both differed significantly among groups with different steatosis grades (p < 0.001). However, SWI allowed a better differentiation among liver fibrosis grades (p < 0.001) than did T2* (p = 0.05). SWI LMR (p < 0.001) and T2* LMR (p = 0.036) showed a similar performance in differentiating among liver fibrosis grades. CONCLUSION SWI and T2*-mapping are strongly dependent on the liver steatosis grades. Nevertheless, both parameters are useful predictors for liver fibrosis when using a multiparametric approach.
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57
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Venkatesh SK, Hoodeshenas S, Venkatesh SH, Dispenzieri A, Gertz MA, Torbenson MS, Ehman RL. Magnetic Resonance Elastography of Liver in Light Chain Amyloidosis. J Clin Med 2019; 8:jcm8050739. [PMID: 31126105 PMCID: PMC6572504 DOI: 10.3390/jcm8050739] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2019] [Revised: 05/07/2019] [Accepted: 05/20/2019] [Indexed: 12/21/2022] Open
Abstract
In this paper, we present our preliminary findings regarding magnetic resonance elastography (MRE) on the livers of 10 patients with systemic amyloidosis. Mean liver stiffness measurements (LSM) and spleen stiffness measurements (SSM) were obtained. Magnetic resonance imaging (MRI) images were analyzed for the distribution pattern of amyloid deposition. Pearson correlation analysis was performed in order to study the correlation between LSM, SSM, liver span, liver volume, spleen span, spleen volume, serum alkaline phosphatase (ALP), N-terminal pro b-type natriuretic peptide (NT pro BNP), and the kappa and lambda free light chains. An increase in mean LSM was seen in all patients. Pearson correlation analysis showed a statistically significant correlation between LSM and liver volume (r = 0.78, p = 0.007) and kappa chain level (r = 0.65, p = 0.04). Interestingly, LSM did not correlate significantly with SSM (r = 0.45, p = 0.18), liver span (r = 0.57, p = 0.08), or serum ALP (r = 0.60, p = 0.07). However, LSM correlated significantly with serum ALP when corrected for liver volume (partial correlation, r = 0.71, p = 0.03) and NT pro BNP levels (partial correlation, r = 0.68, p = 0.04). MRI review revealed that amyloid deposition in the liver can be diffuse, lobar, or focal. MRE is useful for the evaluation of hepatic amyloidosis and shows increased stiffness in hepatic amyloidosis. MRE has the potential to be a non-invasive quantitative imaging marker for hepatic amyloidosis.
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Affiliation(s)
- Sudhakar K Venkatesh
- Department of Radiology, Mayo Clinic College of Medicine, Mayo Clinic, Rochester, MN 55905, USA.
| | - Safa Hoodeshenas
- Department of Radiology, Mayo Clinic College of Medicine, Mayo Clinic, Rochester, MN 55905, USA.
| | - Sandeep H Venkatesh
- Department of Radiology, Sengkang General Hospital, 110 Sengkang East Way, Singapore 544886, Singapore.
| | - Angela Dispenzieri
- Department of Medicine, Mayo Clinic College of Medicine, Mayo Clinic, Rochester, MN 55905, USA.
| | - Morie A Gertz
- Department of Medicine, Mayo Clinic College of Medicine, Mayo Clinic, Rochester, MN 55905, USA.
| | - Michael S Torbenson
- Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Mayo Clinic, Rochester, MN 55905, USA.
| | - Richard L Ehman
- Department of Radiology, Mayo Clinic College of Medicine, Mayo Clinic, Rochester, MN 55905, USA.
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Silva‐Sepulveda JA, Fonseca Y, Vodkin I, Vaughn G, Newbury R, Vavinskaya V, Dwek J, Perry JC, Reshamwala P, Baehling C, Lyon J, Davis C, Lee JW, El‐Sabrout H, Shahbah D, Alshawabkeh L, Moore JW, El‐Said H. Evaluation of Fontan liver disease: Correlation of transjugular liver biopsy with magnetic resonance and hemodynamics. CONGENIT HEART DIS 2019; 14:600-608. [DOI: 10.1111/chd.12770] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/28/2018] [Revised: 02/17/2019] [Accepted: 03/17/2019] [Indexed: 12/28/2022]
Affiliation(s)
- Jose A. Silva‐Sepulveda
- Division of Pediatric Cardiology University of California San Diego and Rady Children's Hospital USA
| | - Yudy Fonseca
- Division of Pediatric ICU University of California San Diego and Rady Children's HospitalUSA
| | - Irine Vodkin
- Division of Gastroenterology University of California San DiegoUSA
| | - Gabrielle Vaughn
- Division of Pediatric Cardiology University of California San Diego and Rady Children's Hospital USA
| | - Robert Newbury
- Division of Pediatric Pathology University of California San Diego and Rady Children's HospitalUSA
| | | | - Jerry Dwek
- Department of Radiology Rady Children's HospitalUSA
| | - James C. Perry
- Division of Pediatric Cardiology University of California San Diego and Rady Children's Hospital USA
| | - Preeti Reshamwala
- Department of medicine Division of digestive diseases & transplant, University of EmoryUSA
| | | | - James Lyon
- Department of Interventional Radiology Sharp Memorial hospitalUSA
| | - Christopher Davis
- Division of Pediatric Cardiology University of California San Diego and Rady Children's Hospital USA
| | - Jesse W. Lee
- Division of Pediatric Cardiology University of California San Diego and Rady Children's Hospital USA
| | | | | | | | - John W Moore
- Division of Pediatric Cardiology University of California San Diego and Rady Children's Hospital USA
| | - Howaida El‐Said
- Division of Pediatric Cardiology University of California San Diego and Rady Children's Hospital USA
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Hsu C, Caussy C, Imajo K, Chen J, Singh S, Kaulback K, Le MD, Hooker J, Tu X, Bettencourt R, Yin M, Sirlin CB, Ehman RL, Nakajima A, Loomba R. Magnetic Resonance vs Transient Elastography Analysis of Patients With Nonalcoholic Fatty Liver Disease: A Systematic Review and Pooled Analysis of Individual Participants. Clin Gastroenterol Hepatol 2019; 17:630-637.e8. [PMID: 29908362 PMCID: PMC6294709 DOI: 10.1016/j.cgh.2018.05.059] [Citation(s) in RCA: 247] [Impact Index Per Article: 49.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/06/2018] [Revised: 05/11/2018] [Accepted: 05/20/2018] [Indexed: 01/27/2023]
Abstract
BACKGROUND & AIMS Magnetic resonance elastography (MRE) and transient elastography (TE) are noninvasive techniques for detection of liver fibrosis. Single-center studies have compared the diagnostic performance of MRE vs TE in patients with nonalcoholic fatty liver disease (NAFLD). We conducted a pooled analysis of individual participant data from published studies to compare the diagnostic performance of MRE vs TE for staging of liver fibrosis in patients with NAFLD, using liver biopsy as reference. METHODS We performed a systematic search of publication databases, from 2005 through 2017. We identified 3 studies of adults with NAFLD who were assessed by MRE, TE, and liver biopsy. In a pooled analysis, we calculated the cluster-adjusted area under the curve (AUROC) of MRE and TE for the detection of each stage of fibrosis. AUROC comparisons between MRE and TE were performed using the Delong test. RESULTS Our pooled analysis included 230 participants with biopsy-proven NAFLD with mean age of 52.2±13.9 years and a body mass index of 31.9±7.5 kg/m2. The proportions of patients with fibrosis of stages 0, 1, 2, 3, and 4 were: 31.7%, 27.8%, 15.7%, 13.9%, and 10.9%, respectively. The AUROC of TE vs MRE for detection of fibrosis stages ≥1 was 0.82 (95% CI, 0.76-0.88) vs 0.87 (95% CI, 0.82-0.91) (P=.04); for stage≥ 2 was 0.87 (95% CI, 0.82-0.91) vs 0.92 (95% CI, 0.88-0.96) (P=.03); for stage ≥3 was 0.84 (95% CI, 0.78-0.90) vs 0.93 (95% CI, 0.89-0.96) (P=.001); for stage ≥ 4 was 0.84 (95% CI, 0.73-0.94) vs 0.94 (95% CI, 0.89-0.99) (P=.005). CONCLUSION In a pooled analysis of data from individual participants with biopsy-proven NAFLD, we found MRE to have a statistically significantly higher diagnostic accuracy than TE in detection of each stage of fibrosis. MRE and TE each have roles in detection of fibrosis in patients with NAFLD, depending upon the level of accuracy desired.
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Affiliation(s)
- Cynthia Hsu
- Nonalcoholic Fatty Liver Disease Research Center, Department of Medicine, University of California at San Diego, La Jolla, California, USA
| | - Cyrielle Caussy
- Nonalcoholic Fatty Liver Disease Research Center, Department of Medicine, University of California at San Diego, La Jolla, California, USA,Université Lyon 1, Hospices Civils de Lyon, Lyon, France
| | - Kento Imajo
- Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Jun Chen
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Siddharth Singh
- Nonalcoholic Fatty Liver Disease Research Center, Department of Medicine, University of California at San Diego, La Jolla, California, USA
| | | | - Minh-Da Le
- Nonalcoholic Fatty Liver Disease Research Center, Department of Medicine, University of California at San Diego, La Jolla, California, USA
| | - Jonathan Hooker
- Liver Imaging Group, Department of Radiology, University of California at San Diego, La Jolla, California, USA
| | - Xin Tu
- Division of Biostatistics and Bioinformatics, Department of Family Medicine and Public Health, University of California at San Diego, La Jolla, California, USA
| | - Ricki Bettencourt
- Nonalcoholic Fatty Liver Disease Research Center, Department of Medicine, University of California at San Diego, La Jolla, California, USA
| | - Meng Yin
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Claude B. Sirlin
- Liver Imaging Group, Department of Radiology, University of California at San Diego, La Jolla, California, USA
| | | | - Atsushi Nakajima
- Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Rohit Loomba
- Nonalcoholic Fatty Liver Disease Research Center, Department of Medicine, University of California, San Diego, La Jolla, California; Division of Gastroenterology, Department of Medicine, University of California, San Diego, La Jolla, California; Division of Epidemiology, Department of Family and Preventive Medicine, University of California, San Diego, La Jolla, California.
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Plaikner M, Kremser C, Zoller H, Steurer M, Glodny B, Jaschke W, Henninger B. Does gadoxetate disodium affect MRE measurements in the delayed hepatobiliary phase? Eur Radiol 2019; 29:829-837. [PMID: 30027410 PMCID: PMC6302879 DOI: 10.1007/s00330-018-5616-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2018] [Revised: 05/24/2018] [Accepted: 06/18/2018] [Indexed: 02/07/2023]
Abstract
OBJECTIVES To assess if the administration of gadoxetate disodium (Gd-EOB-DTPA) significantly affects hepatic magnetic resonance elastography (MRE) measurements in the delayed hepatobiliary phase (DHBP). METHODS A total of 47 patients (15 females, 32 males; age range 23-78 years, mean 54.28 years) were assigned to standard hepatic magnetic resonance imaging (MRI) with application of Gd-EOB-DTPA and hepatic MRE. MRE was performed before injection of Gd-EOB-DTPA and after 40-50 min in the DHBP. Liver stiffness values were obtained before and after contrast media application and differences between pre- and post-Gd-EOB-DTPA values were evaluated using a Bland-Altman plot and the Mann-Whitney-Wilcoxon test. In addition, the data were compared with regard to the resulting fibrosis classification. RESULTS Mean hepatic stiffness for pre-Gd-EOB-DTPA measurements was 4.01 kPa and post-Gd-EOB-DTPA measurements yielded 3.95 kPa. We found a highly significant individual correlation between pre- and post-Gd-EOB-DTPA stiffness values (Pearson correlation coefficient of r = 0.95 (p < 0.001) with no significant difference between the two measurements (p =0.49)). Bland-Altman plot did not show a systematic effect for the difference between pre- and post-stiffness measurements (mean difference: 0.06 kPa, SD 0.81). Regarding the classification of fibrosis stages, the overall agreement was 87.23% and the intraclass correlation coefficient was 96.4%, indicating excellent agreement. CONCLUSIONS Administration of Gd-EOB-DTPA does not significantly influence MRE stiffness measurements of the liver in the DHBP. Therefore, MRE can be performed in the DHBP. KEY POINTS • MRE of the liver can reliably be performed in the delayed hepatobiliary phase. • Gd-EOB-DTPA does not significantly influence MRE stiffness measurements of the liver. • MRE performed in the delayed hepatobiliary-phase is reasonable in patients with reduced liver function.
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Affiliation(s)
- M Plaikner
- Department of Radiology, Medical University of Innsbruck, Anichstraße 35, Innsbruck, Austria
| | - C Kremser
- Department of Radiology, Medical University of Innsbruck, Anichstraße 35, Innsbruck, Austria
| | - H Zoller
- Department of Internal Medicine, Medical University of Innsbruck, Anichstraße 35, Innsbruck, Austria
| | - M Steurer
- Department of Radiology, Medical University of Innsbruck, Anichstraße 35, Innsbruck, Austria
| | - B Glodny
- Department of Radiology, Medical University of Innsbruck, Anichstraße 35, Innsbruck, Austria
| | - W Jaschke
- Department of Radiology, Medical University of Innsbruck, Anichstraße 35, Innsbruck, Austria
| | - B Henninger
- Department of Radiology, Medical University of Innsbruck, Anichstraße 35, Innsbruck, Austria.
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Abstract
The first clinical application of magnetic resonance elastography (MRE) was in the evaluation of chronic liver disease (CLD) for detection and staging of liver fibrosis. In the past 10 years, MRE has been incorporated seamlessly into a standard magnetic resonance imaging (MRI) liver protocol worldwide. Liver MRE is a robust technique for evaluation of liver stiffness and is currently the most accurate noninvasive imaging technology for evaluation of liver fibrosis. Newer MRE sequences including spin-echo MRE and 3 dimensional MRE have helped in reducing the technical limitations of clinical liver MRE that is performed with 2D gradient recalled echo (GRE) MRE. Advances in MRE technology have led to understanding of newer mechanical parameters such as dispersion, attenuation, and viscoelasticity that may be useful in evaluating pathological processes in CLD and may prove useful in their management.This review article will describe the changes in CLD that cause an increase in stiffness followed by principle and technique of liver MRE. In the later part of the review, we will briefly discuss the advances in liver MRE.
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Shi Y, Cang L, Zhang X, Cai X, Wang X, Ji R, Wang M, Hong Y. The use of magnetic resonance elastography in differentiating autoimmune pancreatitis from pancreatic ductal adenocarcinoma: A preliminary study. Eur J Radiol 2018; 108:13-20. [PMID: 30396645 DOI: 10.1016/j.ejrad.2018.09.001] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2018] [Revised: 08/30/2018] [Accepted: 09/03/2018] [Indexed: 12/12/2022]
Abstract
PURPOSE To assess the value of magnetic resonance elastography (MRE) in patients with autoimmune pancreatitis (AIP) and in the differentiation of AIP from pancreatic ductal adenocarcinoma (PDAC). METHOD AND MATERIALS This prospective study included 14 AIP patients, 26 PDAC patients, and 14 healthy volunteers. All participants underwent pancreatic MRE (40-Hz; 3 T scanner) at enrollment, and 7 AIP patients underwent a second MRE after initiation of steroid therapy. Pancreatic stiffness values were obtained by MRE and a new logistic regression model (the calculated Rad score) was used to combine pancreatic stiffness and the distribution and shape of high-stiffness areas for differentiation of AIP and PDAC. The area under the curve (AUC) was calculated for all parameters using receiver operating characteristic (ROC) analysis. RESULTS Pancreatic stiffness was significantly higher (2.67 kPa [interquartile range, 2.24-3.56 kPa]) in AIP than in healthy pancreas (1.24 kPa [1.18-1.24 kPa]) and significantly lower in AIP than in PDAC (3.78 kPa [3.22-5.11 kPa]; both P < 0.05). Diffuse (n = 4 vs 1; P = 0.043) and multiple (n = 3 vs 0; P = 0.037) lesions were more common in AIP, while solitary (n = 25 vs 7; P = 0.001) and nodular lesions (n = 18 vs 2; P = 0.002) were more frequent in PDAC. Rad scores outperformed individual imaging parameters in distinguishing AIP from PDAC (AUC, 0.948 vs 0.607 to 0.782; all P < 0.05), with 84.6% specificity and 92.9% sensitivity. Pancreatic stiffness in AIP decreased significantly, from 2.66 kPa [2.29 to 3.05 kPa] to 1.55 kPa [1.43 to 1.67 kPa] (P = 0.016), during treatment. CONCLUSIONS MRE shows promise as a quantitative imaging method for differentiating AIP from PDAC and for monitoring the treatment response in AIP.
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Affiliation(s)
- Yu Shi
- Department of Radiology, Shengjing Hospital of China Medical University, Shenyang, PR China
| | - Lizhuo Cang
- Department of Radiology, Shengjing Hospital of China Medical University, Shenyang, PR China
| | - Xianyi Zhang
- Department of Radiology, Shengjing Hospital of China Medical University, Shenyang, PR China
| | - Xiaoli Cai
- Department of Radiology, Shengjing Hospital of China Medical University, Shenyang, PR China
| | | | - Ruoyun Ji
- Department of Radiology, Shengjing Hospital of China Medical University, Shenyang, PR China
| | - Min Wang
- Department of Radiology, Shengjing Hospital of China Medical University, Shenyang, PR China
| | - Yang Hong
- Department of Neurosurgery, Shengjing Hospital, China Medical University, Shenyang, PR China.
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Feng Y, Zhu M, Qiu S, Shen P, Ma S, Zhao X, Hu CH, Guo L. A multi-purpose electromagnetic actuator for magnetic resonance elastography. Magn Reson Imaging 2018; 51:29-34. [DOI: 10.1016/j.mri.2018.04.008] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2017] [Accepted: 04/15/2018] [Indexed: 01/17/2023]
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Huang R, Gao ZH, Tang A, Sebastiani G, Deschenes M. Transient elastography is an unreliable marker of liver fibrosis in patients with portal vein thrombosis. Hepatology 2018; 68:783-785. [PMID: 29572884 DOI: 10.1002/hep.29893] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/14/2017] [Revised: 02/24/2018] [Accepted: 03/19/2018] [Indexed: 01/17/2023]
Affiliation(s)
- Ruiyao Huang
- Division of Gastroenterology and Hepatology, Royal Victoria Hospital, McGill University Health Center, Montreal, QC, Canada
| | - Zu-Hua Gao
- Division of Pathology, Royal Victoria Hospital, McGill University Health Center, Montreal, QC, Canada
| | - An Tang
- Division of Radiology, Hôpital Saint-Luc, Université de Montréal, Centre hospitalier de l'Université de Montréal, Montreal, QC, Canada
| | - Giada Sebastiani
- Division of Gastroenterology and Hepatology, Royal Victoria Hospital, McGill University Health Center, Montreal, QC, Canada
| | - Marc Deschenes
- Division of Gastroenterology and Hepatology, Royal Victoria Hospital, McGill University Health Center, Montreal, QC, Canada
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Serai SD, Trout AT, Miethke A, Diaz E, Xanthakos SA, Dillman JR. Putting it all together: established and emerging MRI techniques for detecting and measuring liver fibrosis. Pediatr Radiol 2018; 48:1256-1272. [PMID: 30078038 DOI: 10.1007/s00247-018-4083-2] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/08/2017] [Revised: 10/21/2017] [Accepted: 01/16/2018] [Indexed: 12/17/2022]
Abstract
Chronic injury to the liver leads to inflammation and hepatocyte necrosis, which when untreated can lead to myofibroblast activation and fibrogenesis with deposition of fibrous tissue. Over time, liver fibrosis can accumulate and lead to cirrhosis and end-stage liver disease with associated portal hypertension and liver failure. Detection and accurate measurement of the severity of liver fibrosis are important for assessing disease severity and progression, directing patient management, and establishing prognosis. Liver biopsy, generally considered the clinical standard of reference for detecting and measuring liver fibrosis, is invasive and has limitations, including sampling error, relatively high cost, and possible complications. For these reasons, liver biopsy is suboptimal for fibrosis screening, longitudinal monitoring, and assessing therapeutic efficacy. A variety of established and emerging qualitative and quantitative noninvasive MRI methods for detecting and staging liver fibrosis might ultimately serve these purposes. In this article, we review multiple MRI methods for detecting and measuring liver fibrosis and discuss the diagnostic performance and specific strengths and limitations of the various techniques.
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Affiliation(s)
- Suraj D Serai
- Department of Radiology, MLC 5031, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave., Cincinnati, OH, 45229, USA. .,Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
| | - Andrew T Trout
- Department of Radiology, MLC 5031, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave., Cincinnati, OH, 45229, USA
| | - Alexander Miethke
- Department of Pediatrics, Division of Gastroenterology, Hepatology and Nutrition, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Eric Diaz
- Department of Radiology, MLC 5031, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave., Cincinnati, OH, 45229, USA
| | - Stavra A Xanthakos
- Department of Pediatrics, Division of Gastroenterology, Hepatology and Nutrition, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Jonathan R Dillman
- Department of Radiology, MLC 5031, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave., Cincinnati, OH, 45229, USA
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Abstract
Liver fibrosis is a hallmark of chronic liver disease characterized by the excessive accumulation of extracellular matrix proteins. Although liver biopsy is the reference standard for diagnosis and staging of liver fibrosis, it has some limitations, including potential pain, sampling variability, and low patient acceptance. Hence, there has been an effort to develop noninvasive imaging techniques for diagnosis, staging, and monitoring of liver fibrosis. Many quantitative techniques have been implemented on magnetic resonance imaging (MRI) for this indication. The most widely validated technique is magnetic resonance elastography, which aims to measure viscoelastic properties of the liver and relate them to fibrosis stage. Several additional MRI methods have been developed or adapted to liver fibrosis quantification. Diffusion-weighted imaging measures the Brownian motion of water molecules which is restricted by collagen fibers. Texture analysis assesses the changes in the texture of liver parenchyma associated with fibrosis. Perfusion imaging relies on signal intensity and pharmacokinetic models to extract quantitative perfusion parameters. Hepatocellular function, which decreases with increasing fibrosis stage, can be estimated by the uptake of hepatobiliary contrast agents. Strain imaging measures liver deformation in response to physiological motion such as cardiac contraction. T1ρ quantification is an investigational technique, which measures the spin-lattice relaxation time in the rotating frame. This article will review the MRI techniques used in liver fibrosis staging, their advantages and limitations, and diagnostic performance. We will briefly discuss future directions, such as longitudinal monitoring of disease, prediction of portal hypertension, and risk stratification of hepatocellular carcinoma.
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67
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Shin HJ, Yoon H, Kim MJ, Han SJ, Koh H, Kim S, Lee MJ. Liver intravoxel incoherent motion diffusion-weighted imaging for the assessment of hepatic steatosis and fibrosis in children. World J Gastroenterol 2018; 24:3013-3020. [PMID: 30038468 PMCID: PMC6054952 DOI: 10.3748/wjg.v24.i27.3013] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/16/2018] [Revised: 04/26/2018] [Accepted: 06/09/2018] [Indexed: 02/06/2023] Open
Abstract
AIM To evaluate the correlation between intravoxel incoherent motion (IVIM) diffusion-weighted imaging (DWI) parameters and the degree of hepatic steatosis and fibrosis in children.
METHODS This retrospective study was approved by the institutional review board. The children (≤ 18 years) who underwent liver IVIM DWI with 8 b-values under the suspicion of hepatic steatosis or fibrosis from February 2013 to November 2016 were included. Subjects were divided into normal, fatty liver (FAT), and fibrotic liver (FIB) groups. The slow diffusion coefficient (D), fast diffusion coefficient (D*), perfusion fraction (f), and apparent diffusion coefficient (ADC) were measured. MR proton density fat fraction (PDFF), MR elastography (MRE), and IVIM values were compared.
RESULTS A total of 123 children (median age of 12 years old, range: 6-18 years) were included, with 8 in the normal group, 93 in the FAT group, and 22 in the FIB group. The D* values were lower in the FIB group compared with those of the normal (P = 0.015) and FAT (P = 0.003) groups. The f values were lower in the FIB group compared with the FAT group (P = 0.001). In multivariate analyses, PDFF value was positively correlated with f value (β = 3.194, P < 0.001), and MRE value was negatively correlated with D* value (β = -7.031, P = 0.032). The D and ADC values were not influenced by PDFF or MRE value.
CONCLUSION In liver IVIM DWI with multiple b-values in children, there was a positive correlation between hepatic fat and blood volume, and a negative correlation between hepatic stiffness and endovascular blood flow velocity, while diffusion-related parameters were not affected.
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Affiliation(s)
- Hyun Joo Shin
- Department of Radiology, Severance Hospital, Severance Pediatric Liver Disease Research Group, Research Institute of Radiological Science, Yonsei University College of Medicine, Seoul 03722, South Korea
| | - Haesung Yoon
- Department of Radiology, Severance Hospital, Severance Pediatric Liver Disease Research Group, Research Institute of Radiological Science, Yonsei University College of Medicine, Seoul 03722, South Korea
| | - Myung-Joon Kim
- Department of Radiology, Severance Hospital, Severance Pediatric Liver Disease Research Group, Research Institute of Radiological Science, Yonsei University College of Medicine, Seoul 03722, South Korea
| | - Seok Joo Han
- Department of Surgery, Severance Hospital, Severance Pediatric Liver Disease Research Group, Yonsei University College of Medicine, Seoul 03722, South Korea
| | - Hong Koh
- Division of Gastroenterology, Hepatology and Nutrition, Department of Pediatrics, Severance Children’s Hospital, Severance Pediatric Liver Disease Research Group, Yonsei University College of Medicine, Seoul 03722, South Korea
| | - Seung Kim
- Division of Gastroenterology, Hepatology and Nutrition, Department of Pediatrics, Severance Children’s Hospital, Severance Pediatric Liver Disease Research Group, Yonsei University College of Medicine, Seoul 03722, South Korea
| | - Mi-Jung Lee
- Department of Radiology, Severance Hospital, Severance Pediatric Liver Disease Research Group, Research Institute of Radiological Science, Yonsei University College of Medicine, Seoul 03722, South Korea
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Venkatesh SK, Wells ML, Miller FH, Jhaveri KS, Silva AC, Taouli B, Ehman RL. Magnetic resonance elastography: beyond liver fibrosis-a case-based pictorial review. Abdom Radiol (NY) 2018; 43:1590-1611. [PMID: 29143076 PMCID: PMC6731769 DOI: 10.1007/s00261-017-1383-1] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Magnetic resonance elastography (MRE) has been introduced for clinical evaluation of liver fibrosis for nearly a decade. MRE has proven to be a robust and accurate technique for diagnosis and staging of liver fibrosis. As clinical experience with MRE grows, the possible role in evaluation of other diffuse and focal disorders of liver is emerging. Stiffness maps provide an opportunity to evaluate mechanical properties within a large volume of liver tissue. This enables appreciation of spatial heterogeneity of stiffness. Stiffness maps may reveal characteristic and differentiating features of chronic liver diseases and focal liver lesions and therefore provide useful information for clinical management. The objective of this pictorial review is to recapture the essentials of MRE technique and illustrate with examples, the utility of stiffness maps in other chronic liver disorders and focal liver lesions.
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Affiliation(s)
- Sudhakar K Venkatesh
- Department of Radiology, Mayo Clinic College of Medicine, Mayo Clinic, 200, First Street SW, Rochester, MN, 55905, USA.
| | - Michael L Wells
- Department of Radiology, Mayo Clinic College of Medicine, Mayo Clinic, 200, First Street SW, Rochester, MN, 55905, USA
| | - Frank H Miller
- Department of Radiology, Northwestern University, Chicago, IL, USA
| | - Kartik S Jhaveri
- Joint Department of Medical Imaging, University Health Network, University of Toronto, Toronto, ON, Canada
| | - Alvin C Silva
- Department of Radiology, Mayo Clinic, Scottsdale, AZ, USA
| | - Bachir Taouli
- NYU Medical College, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Richard L Ehman
- Department of Radiology, Mayo Clinic College of Medicine, Mayo Clinic, 200, First Street SW, Rochester, MN, 55905, USA
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Improvements of Liver MR Imaging Clinical Protocols to Simultaneously Quantify Steatosis and Iron Overload. Ing Rech Biomed 2018. [DOI: 10.1016/j.irbm.2018.04.004] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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Besa C, Wagner M, Lo G, Gordic S, Chatterji M, Kennedy P, Stueck A, Thung S, Babb J, Smith A, Taouli B. Detection of liver fibrosis using qualitative and quantitative MR elastography compared to liver surface nodularity measurement, gadoxetic acid uptake, and serum markers. J Magn Reson Imaging 2018; 47:1552-1561. [PMID: 29193508 DOI: 10.1002/jmri.25911] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2017] [Accepted: 11/13/2017] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND Multiparametric magnetic resonance imaging (mpMRI) combining different techniques such as MR elastography (MRE) has emerged as a noninvasive approach to diagnose and stage liver fibrosis with high accuracy allowing for anatomical and functional information. PURPOSE To assess the diagnostic performance of mpMRI including qualitative and quantitative assessment of MRE, liver surface nodularity (LSN) measurement, hepatic enhancement ratios postgadoxetic acid, and serum markers (APRI, FIB-4) for the detection of liver fibrosis. STUDY TYPE IRB-approved retrospective. SUBJECTS Eighty-three adult patients. FIELD STRENGTH/SEQUENCE 1.5T and 3.0T MR systems. MRE and T1 -weighted postgadoxetic acid sequences. ASSESSMENT Two independent observers analyzed qualitative color-coded MRE maps on a scale of 0-3. Regions of interest were drawn to measure liver stiffness on MRE stiffness maps and on pre- and postcontrast T1 -weighted images to measure hepatic enhancement ratios. Software was used to generate LSN measurements. Histopathology was used as the reference standard for diagnosis of liver fibrosis in all patients. STATISTICAL TESTS A multivariable logistic analysis was performed to identify independent predictors of liver fibrosis. Receiver operating characteristic (ROC) analysis evaluated the performance of each imaging technique for detection of fibrosis, in comparison with serum markers. RESULTS Liver stiffness measured with MRE provided the strongest correlation with histopathologic fibrosis stage (r = 0.74, P < 0.001), and the highest diagnostic performance for detection of stages F2-F4, F3-F4, and F4 (areas under the curve [AUCs] of 0.87, 0.91, and 0.89, respectively, P < 0.001) compared to other methods. Qualitative assessment of MRE maps showed fair to good accuracy for detection of fibrosis (AUC range 0.76-0.84). Multivariable logistic analysis identified liver stiffness and FIB-4 as independent predictors of fibrosis with AUCs of 0.90 (F2-F4), 0.93 (F3-F4) and 0.92 (F4) when combined. DATA CONCLUSION Liver stiffness measured with MRE showed the best performance for detection of liver fibrosis compared to LSN and gadoxetic acid uptake, with slight improvement when combined with FIB-4. LEVEL OF EVIDENCE 3 Technical Efficacy: Stage 2 J. Magn. Reson. Imaging 2018;47:1552-1561.
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Affiliation(s)
- Cecilia Besa
- Translational and Molecular Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA.,Department of Radiology, School of Medicine, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Mathilde Wagner
- Translational and Molecular Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Grace Lo
- Translational and Molecular Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA.,Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Sonja Gordic
- Translational and Molecular Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Manjil Chatterji
- Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Paul Kennedy
- Translational and Molecular Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Ashley Stueck
- Department of Pathology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Swan Thung
- Department of Pathology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - James Babb
- Department of Radiology, New York University Langone Medical Center, New York, New York, USA
| | - Andrew Smith
- Department of Radiology, University of Alabama, Birmingham, Alabama, USA
| | - Bachir Taouli
- Translational and Molecular Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA.,Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
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71
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Cunha GM, Glaser KJ, Bergman A, Luz RP, de Figueiredo EH, Lobo Lopes FPP. Feasibility and agreement of stiffness measurements using gradient-echo and spin-echo MR elastography sequences in unselected patients undergoing liver MRI. Br J Radiol 2018; 91:20180126. [PMID: 29718694 DOI: 10.1259/bjr.20180126] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
OBJECTIVE To evaluate the agreement of three MR elastography (MRE) sequences in patients undergoing liver MRI for clinical care. Methods: A cross-sectional retrospective study was performed with 223 patients referred for liver MRI, including 12 patients with liver iron overload. Data obtained with spin-echo (SE) and gradient-echo (GRE) MRE sequences were compared. Multiple linear regression adjusted for the presence of liver fat was also performed to assess the correlation between fat infiltration and stiffness measurements results. Agreement between two SE sequences was assessed in patients with liver iron overload. Results: We found strong correlation between the GRE sequence and two SE sequences. Spearman's correlation coefficients between the GRE, SE, and SE-EPI MRE sequences in patients with liver R2* <75Hz were 0.74, 0.81, and 0.80. GRE-MRE failed in patients with liver R2* > 75 Hz. In this subgroup, the correlation coefficient between both SE-MRE sequences was 0.97. Liver fat did not interfere with the results. CONCLUSION In clinical setting, there is a high correlation between the GRE and SE MRE stiffness measurements, independently of the degree of liver fat infiltration measured by PDFF. A strong correlation between SE-MRE sequences is found even in patients with iron overload. Advances in knowledge: Our study addresses liver iron and fat content simultaneously to describing the technical feasibility and correlation between different MRE sequences in consecutive unselected patients refereed for liver MRI. EPI SE-MRE should be considered an optimal alternative to assess liver fibrosis in patients in whom GRE-MRE failures, such as iron-overloaded, in pediatric, elderly, or severely ill populations.
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Affiliation(s)
- Guilherme Moura Cunha
- 1 MRI Department, Clínica de Diagnóstico por Imagem CDPI-DASA , Rio de Janeiro , Brazil
| | - Kevin J Glaser
- 2 Department of Radiology, Mayo Clinic , Rochester, MN , USA
| | - Anke Bergman
- 3 Programa de Carcinogênese Molecular, Instituto Nacional de Câncer (INCA) , Rio de Janeiro , Brazil
| | - Rodrigo P Luz
- 4 Hepatology, Universidade Federal do Rio De Janeiro, UFRJ, Cidade Universitária , Rio de Janeiro , Brazil
| | | | - Flavia Paiva Proença Lobo Lopes
- 1 MRI Department, Clínica de Diagnóstico por Imagem CDPI-DASA , Rio de Janeiro , Brazil.,6 Radiology Department, School of Medicine, Universidade Federal do Rio de Janeiro UFRJ , Rio de Janeiro , Brazil
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72
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Ren X, Xia S, Ni Z, Zhan W, Zhou J. Analysis of three ultrasound elastography techniques for grading liver fibrosis in patients with chronic hepatitis B. Radiol Med 2018; 123:735-741. [DOI: 10.1007/s11547-018-0905-4] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2018] [Accepted: 05/07/2018] [Indexed: 02/08/2023]
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73
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Abstract
MRI has transformed from the theoretical, investigative realm to mainstream clinical medicine over the past four decades and has become a core component of the diagnostic toolbox in the practice of gastroenterology (GI). Its success is attributable to exquisite contrast and the ability to isolate specific proton species through the use of different pulse sequences (i.e., T1-weighted, T2-weighted, diffusion-weighted) and exploiting extracellular and hepatobiliary contrast agents. Consequently, MRI has gained preeminence in various GI clinical applications: liver and pancreatic lesion evaluation and detection, liver transplantation evaluation, pancreatitis evaluation, Crohn's disease evaluation (using MR enterography) rectal cancer staging and perianal fistula evaluation. MR elastography, in concert with technical innovations allowing for fat and iron quantification, provides a noninvasive approach, or "MRI virtual liver biopsy" for diagnosis and management of chronic liver diseases. In the future, the arrival of ultra-high-field MR systems (7 T) and the ability to perform magnetic resonance spectroscopy in the abdomen promise even greater diagnostic insight into chronic liver disease.
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74
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Clinical Feasibility of MR Elastography in Patients With Biliary Obstruction. AJR Am J Roentgenol 2018; 210:1273-1278. [PMID: 29629807 DOI: 10.2214/ajr.17.19085] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
OBJECTIVE The purpose of this study is to evaluate the clinical effect of liver stiffness measured using MR elastography (MRE) in patients with cholestasis due to biliary obstruction. MATERIALS AND METHODS In this retrospective study, 69 consecutive patients with no history of diffuse liver disease who underwent pancreaticobiliary imaging with MRE were included. Quantitative MRI parameters (i.e., liver stiffness, apparent diffusion coefficient, R2*, and proton density fat fraction) and laboratory results (i.e., aspartate aminotransferase, alanine aminotransferase, and total bilirubin levels) were measured. Patients were classified as having either normal bilirubin (group A; n = 49) or hyperbilirubinemia (group B; n = 20). Continuous variables were compared using the independent t test or Mann-Whitney U test. Correlation between parameters was analyzed using the Pearson correlation coefficient. The ROC curve analysis was used to evaluate the diagnostic performance and clinical effect of MRE. RESULTS Liver stiffness was significantly higher in group B (mean ± SD, 3.8 ± 0.7 kPa) than in group A (2.8 ± 0.5 kPa) (p < 0.001); there were no differences in other MRI parameters. There were positive correlations between liver stiffness and total bilirubin (r = 0.609; p < 0.001), aspartate aminotransferase (r = 0.376; p = 0.001), and alanine aminotransferase (r = 0.285; p = 0.017) levels. There was a negative correlation between the degree of biliary decompression 1 week after bile drainage and liver stiffness (r = -0.71; p = 0.003). The sensitivity and specificity for predicting biliary decompression were 83.3% and 100%, respectively, at a liver stiffness cutoff of 4.0 kPa. CONCLUSION Liver stiffness measured by MRE increases as cholestasis increases and can be a predictive factor for the sufficiency of biliary decompression after biliary drainage.
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Abstract
Chronic liver disease is a substantial world-wide problem. Its major consequence is increasing deposition of fibrous tissue within the liver leading to the development of cirrhosis with its consequences of portal hypertension, hepatic insufficiency, and hepatocellular carcinoma. The stage of liver fibrosis is important to determine prognosis, surveillance, prioritize for treatment, and potential for reversibility. The process of fibrosis is dynamic and regression of fibrosis is possible with treatment of the underlying conditions. Previously, the only method of staging the degree of fibrosis was liver biopsy. The recent development of ultrasound elastography techniques allows a non-invasive method of estimating the degree of liver fibrosis. Transient elastography (TE) is a non-imaging elastographic technique, while point shear wave (p-SWE) and 2D-SWE combine imaging with elastography. The evidence at this time suggests that p-SWE is as accurate as but more reliable than TE, while 2D-SWE is more accurate than TE. This review discusses the background of chronic liver disease, the types of ultrasound elastography, how to perform an examination, and how to interpret the results.
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Magnetic Resonance Elastography of the Liver: Qualitative and Quantitative Comparison of Gradient Echo and Spin Echo Echoplanar Imaging Sequences. Invest Radiol 2017; 51:575-81. [PMID: 26982699 DOI: 10.1097/rli.0000000000000269] [Citation(s) in RCA: 57] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
OBJECTIVE The aim of this study was to compare 2-dimensional (2D) gradient recalled echo (GRE) and 2D spin echo echoplanar imaging (SE-EPI) magnetic resonance elastography (MRE) sequences of the liver in terms of image quality and quantitative liver stiffness (LS) measurement. MATERIALS AND METHODS This prospective study involved 50 consecutive subjects (male/female, 33/17; mean age, 58 years) who underwent liver magnetic resonance imaging at 3.0 T including 2 MRE sequences, 2D GRE, and 2D SE-EPI (acquisition time 56 vs 16 seconds, respectively). Image quality scores were assessed by 2 independent observers based on wave propagation and organ coverage on the confidence map (range, 0-15). A third observer measured LS on stiffness maps (in kilopascal). Mean LS values, regions of interest size (based on confidence map), and image quality scores between SE-EPI and GRE-MRE were compared using paired nonparametric Wilcoxon test. Reproducibility of LS values between the 2 sequences was assessed using intraclass coefficient correlation, coefficient of variation, and Bland-Altman limits of agreement. T2* effect on image quality was assessed using partial Spearman correlation. RESULTS There were 4 cases of failure with GRE-MRE and none with SE-EPI-MRE. Image quality scores and region of interest size were significantly higher using SE-EPI-MRE versus GRE-MRE (P < 0.0001 for both measurements and observers). Liver stiffness measurements were not significantly different between the 2 sequences (3.75 ± 1.87 kPa vs 3.55 ± 1.51 kPa, P = 0.062), were significantly correlated (intraclass coefficient correlation, 0.909), and had excellent reproducibility (coefficient of variation, 10.2%; bias, 0.023; Bland-Altman limits of agreement, -1.19; 1.66 kPa). Image quality scores using GRE-MRE were significantly correlated with T2* while there was no correlation for SE-EPI-MRE. CONCLUSIONS Our data suggest that SE-EPI-MRE may be a better alternative to GRE-MRE. The diagnostic performance of SE-EPI-MRE for detection of liver fibrosis needs to be assessed in a future study.
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Tag-Adeen M, Sabra AM, Akazawa Y, Ohnita K, Nakao K. Impact of hepatitis C virus genotype-4 eradication following direct acting antivirals on liver stiffness measurement. Hepat Med 2017; 9:45-53. [PMID: 29062242 PMCID: PMC5638573 DOI: 10.2147/hmer.s142600] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Background Liver fibrosis is the most important prognostic factor in chronic hepatitis C virus (HCV) patients, and Egypt shows the highest worldwide HCV prevalence with genotype-4 pre-dominance. The aim of this study was to investigate the degree of liver stiffness measurement (LSM) improvement after successful HCV eradication. Patients and methods The study included 84 chronic HCV Egyptian patients, and was conducted at Qena University Hospital from November 1, 2015 till October 31, 2016. LSM was obtained by FibroScan® before starting direct acting antiviral (DAA) treatment and after achieving sustained virologic response-24 (SVR-24). Based on baseline LSM, patients were stratified into F0–F1, F2, F3 and F4 groups (METAVIR). LSM and laboratory data after achieving SVR-24 was compared with that before starting therapy in each fibrosis group (F0-F4), p-value <0.05 was statistically significant. Results Following DAA treatment, 80 patients achieved SVR-24; of these, 50 were males (62.5%), mean age: 54.2±7.6 years, and mean body mass index: 28.6±2.2 kg/m2. Mean baseline LSM dropped from 15.6±10.8 to 12.1±8.7 kPa post-SVR; the maximum change of −5.8 occurred in F4 versus −2.79, −1.28 and +0.08 in F3, F2 and F0–F1 respectively (p<0.0001). At baseline, 41 patients were in the F4 group; only 16 (39%) regressed to non-cirrhotic range (<12.5 kPa), while 25 (61%) were still cirrhotic despite achieving SVR-24 (p<0.0001). Patients who achieved LSM improvement (n=64) have had significantly higher baseline aspartate transferase (AST) and alanine transaminase (ALT). Also, those patients showed significant improvement in AST, AST/platelets ratio index (APRI) and fibrosis-4 index (Fib-4) after achieving SVR; 91% showed AST improvement (p=0.01) and APRI improvement (p=0.01) and 81% showed Fib-4 improvement (p=0.04). Females, diabetics, patients with S3 steatosis and patients older than 50 years showed less LSM improvements than their counterparts. Baseline LSM ≥9 kPa, bilirubin ≥1 mg/dl, ALT ≥36 U/L and AST ≥31 U/L were significant predictors for LSM improvement. Conclusion Successful HCV genotype-4 eradication results in significant LSM improvement; the best improvement occurs in F4 patients. But as the majority of cirrhotics are still at risk for liver decompensation and hepatocellular carcinoma development despite achieving SVR-24, early detection and treatment are highly recommended.
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Affiliation(s)
- Mohammed Tag-Adeen
- Department of Internal Medicine, Qena School of Medicine, South Valley University, Qena, Egypt.,Department of Gastroenterology and Hepatology, Nagasaki School of Biomedical Sciences, Nagasaki University, Nagasaki, Japan
| | - Ahlam Mohamed Sabra
- Department of Internal Medicine, Qena School of Medicine, South Valley University, Qena, Egypt
| | - Yuko Akazawa
- Department of Gastroenterology and Hepatology, Nagasaki School of Biomedical Sciences, Nagasaki University, Nagasaki, Japan
| | - Ken Ohnita
- Department of Gastroenterology and Hepatology, Nagasaki School of Biomedical Sciences, Nagasaki University, Nagasaki, Japan
| | - Kazuhiko Nakao
- Department of Gastroenterology and Hepatology, Nagasaki School of Biomedical Sciences, Nagasaki University, Nagasaki, Japan
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Affiliation(s)
- Elliot B Tapper
- From the Division of Gastroenterology and Hepatology and the Institute for Healthcare Policy and Innovation, University of Michigan (E.B.T., A.S.-F.L.), and the Veterans Affairs Hospital (E.B.T.) - both in Ann Arbor
| | - Anna S-F Lok
- From the Division of Gastroenterology and Hepatology and the Institute for Healthcare Policy and Innovation, University of Michigan (E.B.T., A.S.-F.L.), and the Veterans Affairs Hospital (E.B.T.) - both in Ann Arbor
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Wang J, Glaser KJ, Zhang T, Shan Q, He B, Chen J, Yin M, Dzyubak B, Kugel JL, Kruse SA, Grimm RC, Venkatesh SK, Ehman RL. Assessment of advanced hepatic MR elastography methods for susceptibility artifact suppression in clinical patients. J Magn Reson Imaging 2017; 47:976-987. [PMID: 28801939 DOI: 10.1002/jmri.25818] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2017] [Accepted: 06/28/2017] [Indexed: 12/18/2022] Open
Abstract
PURPOSE To assess the success rate, image quality, and the ability to stage liver fibrosis of a standard 2D gradient-recalled echo (GRE) and four different spin-echo (SE) magnetic resonance elastography (MRE) sequences in patients with different liver iron concentrations. MATERIALS AND METHODS A total of 332 patients who underwent 3T MRE examinations that included liver fat and iron quantification were enrolled, including 136 patients with all five MRE techniques. Thirty-four patients had biopsy results for fibrosis staging. The liver stiffness, region of interest area, image quality, and success rate of the five sequences were compared in 115/136 patients. The area under the receiver operating characteristic curves (AUCs) and the accuracies for diagnosing early-stage fibrosis and advanced fibrosis were compared. The effect of BMI (body mass index), the R2* relaxation time, and fat fraction on the image quality and liver stiffness measurements were analyzed. RESULTS The success rates were significantly higher in the four SE sequences (99.1-100%) compared with GRE MRE (85.3%) (all P < 0.001). There were significant differences of the mean ROI area between every pair of sequences (all P < 0.0001). There were no significant differences in the AUC of the five MRE sequences for discriminating advanced fibrosis (10 P-values ranging from 0.2410-0.9171). R2* had a significant effect on the success rate and image quality for the noniron 2D echo-planar imaging (EPI), 3D EPI and 2D GRE (all P < 0.001) sequences. BMI had a significant effect on the iron 2D EPI (P = 0.0230) and iron 2D SE (P = 0.0040) sequences. CONCLUSION All five techniques showed good diagnostic performance in staging liver fibrosis. The SE MRE sequences had higher success rates and better image quality than GRE MRE in 3T clinical hepatic imaging. LEVEL OF EVIDENCE 3 Technical Efficacy: Stage 5 J. Magn. Reson. Imaging 2018;47:976-987.
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Affiliation(s)
- Jin Wang
- Department of Radiology, Third Affiliated Hospital, Sun Yat-Sen University (SYSU), Guangzhou, Guangdong, P.R China.,Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Kevin J Glaser
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Tianhui Zhang
- Department of Radiology, Third Affiliated Hospital, Sun Yat-Sen University (SYSU), Guangzhou, Guangdong, P.R China
| | - Qungang Shan
- Department of Radiology, Third Affiliated Hospital, Sun Yat-Sen University (SYSU), Guangzhou, Guangdong, P.R China
| | - Bingjun He
- Department of Radiology, Third Affiliated Hospital, Sun Yat-Sen University (SYSU), Guangzhou, Guangdong, P.R China
| | - Jun Chen
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Meng Yin
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Bogdan Dzyubak
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | | | - Scott A Kruse
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Roger C Grimm
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | | | - Richard L Ehman
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
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Tan CH, Venkatesh SK. Magnetic Resonance Elastography and Other Magnetic Resonance Imaging Techniques in Chronic Liver Disease: Current Status and Future Directions. Gut Liver 2017; 10:672-86. [PMID: 27563019 PMCID: PMC5003189 DOI: 10.5009/gnl15492] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/01/2015] [Revised: 11/29/2015] [Accepted: 12/15/2015] [Indexed: 12/13/2022] Open
Abstract
Recent advances in the noninvasive imaging of chronic liver disease have led to improvements in diagnosis, particularly with magnetic resonance imaging (MRI). A comprehensive evaluation of the liver may be performed with the quantification of the degree of hepatic steatosis, liver iron concentration, and liver fibrosis. In addition, MRI of the liver may be used to identify complications of cirrhosis, including portal hypertension, ascites, and the development of hepatocellular carcinoma. In this review article, we discuss the state of the art techniques in liver MRI, namely, magnetic resonance elastography, hepatobiliary phase MRI, and liver fat and iron quantification MRI. The use of these advanced techniques in the management of chronic liver diseases, including non-alcoholic fatty liver disease, will be elaborated.
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Affiliation(s)
- Cher Heng Tan
- Department of Diagnostic Radiology, Tan Tock Seng Hospital, Singapore
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Imaging of Diffuse Liver Disease. CURRENT RADIOLOGY REPORTS 2017. [DOI: 10.1007/s40134-017-0222-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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Serai SD, Obuchowski NA, Venkatesh SK, Sirlin CB, Miller FH, Ashton E, Cole PE, Ehman RL. Repeatability of MR Elastography of Liver: A Meta-Analysis. Radiology 2017; 285:92-100. [PMID: 28530847 DOI: 10.1148/radiol.2017161398] [Citation(s) in RCA: 89] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Purpose To perform a meta-analysis to generate an estimate of the repeatability coefficient (RC) for magnetic resonance (MR) elastography of the liver. Materials and Methods A systematic search of databases was performed for publications on MR elastography during the 10-year period between 2006 and 2015. The identified studies were screened independently and were verified reciprocally by all authors. Two reviewers independently determined the percentage RC and effective sample size from each article. A forest plot was constructed of the percentage RC estimates from the 12 studies. Bootstrap 95% confidence intervals (CIs) were constructed for the summary percentage RCs. Results Twelve studies comprising 274 patients met the eligibility criteria and were included for analysis. A flow diagram of studies included according to Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines was prepared for the inclusion and exclusion criteria. All studies included in the meta-analysis fulfilled four or more of the seven categories of the Quality Assessment of Diagnostic Accuracy Studies (QUADAS)-2. The estimated summary RC was 22% (95% CI: 16.1%, 28.2%). The three main sources for this heterogeneity were the trained versus untrained operator drawing contours to choose regions of interest, the time between two replicate examinations, and, finally, the field strength of the MR imaging unit. The RC estimates tended to be higher for studies that did not use a well-trained operator, those with 1.5-T field strength imaging units, and those with longer time intervals between examinations. Conclusion The meta-analysis results provide the basis for the following draft longitudinal Quantitative Imaging Biomarkers Alliance MR elastography claim: A measured change in hepatic stiffness of 22% or greater, at the same site and with use of the same equipment and acquisition sequence, indicates that a true change in stiffness has occurred with 95% confidence. © RSNA, 2017.
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Affiliation(s)
- Suraj D Serai
- From the Department of Radiology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave, MLC 5031, Cincinnati, OH 45229 (S.D.S.); Department of Quantitative Health Sciences, the Cleveland Clinic Foundation, Cleveland, Ohio (N.A.O.); Department of Radiology, Mayo Clinic, Rochester, Minn (S.K.V., R.L.E.); Department of Radiology, UCSD Liver Imaging Group, San Diego, Calif (C.B.S.); Department of Radiology, Northwestern Memorial Hospital, Chicago, Ill (F.H.M.); Virtualscopics, Rochester, NY (E.A.); and Clinical and Translational Science-Imaging, Takeda Pharmaceuticals, Deerfield, Ill (P.E.C.)
| | - Nancy A Obuchowski
- From the Department of Radiology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave, MLC 5031, Cincinnati, OH 45229 (S.D.S.); Department of Quantitative Health Sciences, the Cleveland Clinic Foundation, Cleveland, Ohio (N.A.O.); Department of Radiology, Mayo Clinic, Rochester, Minn (S.K.V., R.L.E.); Department of Radiology, UCSD Liver Imaging Group, San Diego, Calif (C.B.S.); Department of Radiology, Northwestern Memorial Hospital, Chicago, Ill (F.H.M.); Virtualscopics, Rochester, NY (E.A.); and Clinical and Translational Science-Imaging, Takeda Pharmaceuticals, Deerfield, Ill (P.E.C.)
| | - Sudhakar K Venkatesh
- From the Department of Radiology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave, MLC 5031, Cincinnati, OH 45229 (S.D.S.); Department of Quantitative Health Sciences, the Cleveland Clinic Foundation, Cleveland, Ohio (N.A.O.); Department of Radiology, Mayo Clinic, Rochester, Minn (S.K.V., R.L.E.); Department of Radiology, UCSD Liver Imaging Group, San Diego, Calif (C.B.S.); Department of Radiology, Northwestern Memorial Hospital, Chicago, Ill (F.H.M.); Virtualscopics, Rochester, NY (E.A.); and Clinical and Translational Science-Imaging, Takeda Pharmaceuticals, Deerfield, Ill (P.E.C.)
| | - Claude B Sirlin
- From the Department of Radiology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave, MLC 5031, Cincinnati, OH 45229 (S.D.S.); Department of Quantitative Health Sciences, the Cleveland Clinic Foundation, Cleveland, Ohio (N.A.O.); Department of Radiology, Mayo Clinic, Rochester, Minn (S.K.V., R.L.E.); Department of Radiology, UCSD Liver Imaging Group, San Diego, Calif (C.B.S.); Department of Radiology, Northwestern Memorial Hospital, Chicago, Ill (F.H.M.); Virtualscopics, Rochester, NY (E.A.); and Clinical and Translational Science-Imaging, Takeda Pharmaceuticals, Deerfield, Ill (P.E.C.)
| | - Frank H Miller
- From the Department of Radiology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave, MLC 5031, Cincinnati, OH 45229 (S.D.S.); Department of Quantitative Health Sciences, the Cleveland Clinic Foundation, Cleveland, Ohio (N.A.O.); Department of Radiology, Mayo Clinic, Rochester, Minn (S.K.V., R.L.E.); Department of Radiology, UCSD Liver Imaging Group, San Diego, Calif (C.B.S.); Department of Radiology, Northwestern Memorial Hospital, Chicago, Ill (F.H.M.); Virtualscopics, Rochester, NY (E.A.); and Clinical and Translational Science-Imaging, Takeda Pharmaceuticals, Deerfield, Ill (P.E.C.)
| | - Edward Ashton
- From the Department of Radiology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave, MLC 5031, Cincinnati, OH 45229 (S.D.S.); Department of Quantitative Health Sciences, the Cleveland Clinic Foundation, Cleveland, Ohio (N.A.O.); Department of Radiology, Mayo Clinic, Rochester, Minn (S.K.V., R.L.E.); Department of Radiology, UCSD Liver Imaging Group, San Diego, Calif (C.B.S.); Department of Radiology, Northwestern Memorial Hospital, Chicago, Ill (F.H.M.); Virtualscopics, Rochester, NY (E.A.); and Clinical and Translational Science-Imaging, Takeda Pharmaceuticals, Deerfield, Ill (P.E.C.)
| | - Patricia E Cole
- From the Department of Radiology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave, MLC 5031, Cincinnati, OH 45229 (S.D.S.); Department of Quantitative Health Sciences, the Cleveland Clinic Foundation, Cleveland, Ohio (N.A.O.); Department of Radiology, Mayo Clinic, Rochester, Minn (S.K.V., R.L.E.); Department of Radiology, UCSD Liver Imaging Group, San Diego, Calif (C.B.S.); Department of Radiology, Northwestern Memorial Hospital, Chicago, Ill (F.H.M.); Virtualscopics, Rochester, NY (E.A.); and Clinical and Translational Science-Imaging, Takeda Pharmaceuticals, Deerfield, Ill (P.E.C.)
| | - Richard L Ehman
- From the Department of Radiology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave, MLC 5031, Cincinnati, OH 45229 (S.D.S.); Department of Quantitative Health Sciences, the Cleveland Clinic Foundation, Cleveland, Ohio (N.A.O.); Department of Radiology, Mayo Clinic, Rochester, Minn (S.K.V., R.L.E.); Department of Radiology, UCSD Liver Imaging Group, San Diego, Calif (C.B.S.); Department of Radiology, Northwestern Memorial Hospital, Chicago, Ill (F.H.M.); Virtualscopics, Rochester, NY (E.A.); and Clinical and Translational Science-Imaging, Takeda Pharmaceuticals, Deerfield, Ill (P.E.C.)
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Hauser JA, Taylor AM, Pandya B. How to Image the Adult Patient With Fontan Circulation. Circ Cardiovasc Imaging 2017; 10:CIRCIMAGING.116.004273. [DOI: 10.1161/circimaging.116.004273] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- Jakob A. Hauser
- From the Department for Cardiovascular Imaging, University College London, UK (J.A.H., A.M.T., B.P.); Cardiorespiratory Division, Great Ormond Street Hospital, London, UK (J.A.H., A.M.T.); and Barts Heart Centre, St Bartholomew’s Hospital, London, UK (B.P.)
| | - Andrew M. Taylor
- From the Department for Cardiovascular Imaging, University College London, UK (J.A.H., A.M.T., B.P.); Cardiorespiratory Division, Great Ormond Street Hospital, London, UK (J.A.H., A.M.T.); and Barts Heart Centre, St Bartholomew’s Hospital, London, UK (B.P.)
| | - Bejal Pandya
- From the Department for Cardiovascular Imaging, University College London, UK (J.A.H., A.M.T., B.P.); Cardiorespiratory Division, Great Ormond Street Hospital, London, UK (J.A.H., A.M.T.); and Barts Heart Centre, St Bartholomew’s Hospital, London, UK (B.P.)
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Thompson SM, Wang J, Chandan VS, Glaser KJ, Roberts LR, Ehman RL, Venkatesh SK. MR elastography of hepatocellular carcinoma: Correlation of tumor stiffness with histopathology features-Preliminary findings. Magn Reson Imaging 2017; 37:41-45. [PMID: 27845245 PMCID: PMC5587120 DOI: 10.1016/j.mri.2016.11.005] [Citation(s) in RCA: 50] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2016] [Accepted: 11/09/2016] [Indexed: 12/19/2022]
Abstract
PURPOSE To determine if tumor stiffness by MR Elastography (MRE) is associated with hepatocellular carcinoma (HCC) pathologic features. MATERIAL AND METHODS A retrospective review was undertaken of all patients with pathologically confirmed HCC who underwent MRE prior to loco-regional therapy, surgical resection or transplant between 1/1/2007 to 12/31/2015. An independent observer measured tumor stiffness (kilopascals, kPa) by drawing regions of interest (ROI) covering the HCC and in the case of HCCs with non-enhancing/necrotic components, only the solid portion was included in the ROI. HCC tumor grade (WHO criteria), vascular invasion and tumor encapsulation were assessed from retrievable pathology specimens by an expert hepatobiliary pathologist. Tumor stiffness was compared by tumor grade, size, presence of capsule and vascular invasion using Student's t-test (or Exact Mann-Whitney test). RESULTS 21 patients were identified who had pathologically confirmed HCCs and tumor MRE data. 17 patients (81.0%) had underlying chronic liver disease. The mean±SD tumor size (cm) was 5.3±3.9cm. The mean±SD tumor stiffness was 5.9±1.4kPa. Tumors were graded as well differentiated (N=2), moderately differentiated (N=11) and poorly differentiated (N=8). There was a trend toward increased tumor stiffness in well/moderately differentiated HCCs (6.5±1.2kPa; N=13) compared to poorly differentiated HCCs (4.9±1.2kPa; N=8) (p<0.01). There was no significant correlation between tumor stiffness and liver stiffness or tumor size. There was no significant difference in tumor stiffness by presence or etiology of chronic liver disease, vascular invasion or tumor encapsulation. CONCLUSION Preliminary data suggest that tumor stiffness by MRE may be able to differentiate HCC tumor grade.
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Affiliation(s)
- Scott M Thompson
- Department of Radiology, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Jin Wang
- Department of Radiology, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Vishal S Chandan
- Department of Laboratory Medicine and Pathology, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Kevin J Glaser
- Department of Radiology, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Lewis R Roberts
- Division of Gastroenterology and Hepatology, Department of Medicine, College of Medicine, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Richard L Ehman
- Department of Radiology, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Sudhakar K Venkatesh
- Department of Radiology, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States.
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Wang J, Malik N, Yin M, Smyrk TC, Czaja AJ, Ehman RL, Venkatesh SK. Magnetic resonance elastography is accurate in detecting advanced fibrosis in autoimmune hepatitis. World J Gastroenterol 2017; 23:859-868. [PMID: 28223730 PMCID: PMC5296202 DOI: 10.3748/wjg.v23.i5.859] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/28/2016] [Revised: 11/20/2016] [Accepted: 01/11/2017] [Indexed: 02/06/2023] Open
Abstract
AIM To assess the value of magnetic resonance elastography (MRE) in detecting advanced fibrosis/cirrhosis in autoimmune hepatitis (AIH).
METHODS In this retrospective study, 36 patients (19 treated and 17 untreated) with histologically confirmed AIH and liver biopsy performed within 3 mo of MRE were identified at a tertiary care referral center. Liver stiffness (LS) with MRE was calculated by a radiologist, and inflammation grade and fibrosis stage in liver biopsy was assessed by a pathologist in a blinded fashion. Two radiologists evaluated morphological features of cirrhosis on conventional magnetic resonance imaging (MRI). Accuracy of MRE was compared to laboratory markers and MRI for detection of advanced fibrosis/cirrhosis.
RESULTS Liver fibrosis stages of 0, 1, 2, 3 and 4 were present in 4, 6, 7, 6 and 13 patients respectively. There were no significant differences in distribution of fibrosis stage and inflammation grade between treated and untreated patient groups. LS with MRE demonstrated stronger correlation with liver fibrosis stage in comparison to laboratory markers for chronic liver disease (r = 0.88 vs -0.48-0.70). A trend of decreased mean LS in treated patients compared to untreated patients was observed (3.7 kPa vs 3.84 kPa) but was not statistically significant. MRE had an accuracy/sensitivity/specificity/positive predictive value/negative predictive value of 0.97/90%/100%/100%/90% and 0.98/92.3%/96%/92.3%/96% for detection of advanced fibrosis and cirrhosis, respectively. The performance of MRE was significantly better than laboratory tests for detection of advanced fibrosis (0.97 vs 0.53-0.80, P < 0.01), and cirrhosis (0.98 vs 0.58-0.80, P < 0.01) and better than conventional MRI for diagnosis of cirrhosis (0.98 vs 0.78, P = 0.002).
CONCLUSION MRE is a promising modality for detection of advanced fibrosis and cirrhosis in patients with AIH with superior diagnostic accuracy compared to laboratory assessment and MRI.
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Guo Y, Dong C, Lin H, Zhang X, Wen H, Shen Y, Wang T, Chen S, Liu Y, Chen X. Ex vivo study of acoustic radiation force impulse imaging elastography for evaluation of rat liver with steatosis. ULTRASONICS 2017; 74:161-166. [PMID: 27814485 DOI: 10.1016/j.ultras.2016.10.009] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/06/2016] [Revised: 09/29/2016] [Accepted: 10/16/2016] [Indexed: 06/06/2023]
Abstract
Nonalcoholic fatty liver disease (NAFLD) is one of the most common liver diseases in developed countries. Accurate, noninvasive tests for diagnosing NAFLD are urgently needed. The goals of this study were to evaluate the utility of acoustic radiation force impulse (ARFI) elastography for determining the severity grade of steatosis in rat livers, and to investigate the changes in various histologic and biochemical characteristics. Steatosis was induced in the livers of 57 rats by gavage feeding of a high fat emulsion; 12 rats received a standard diet only and served as controls. Liver mechanics were measured ex vivo using shear wave velocity (SWV) induced by acoustic radiation force. The measured mean values of liver SWV ranged from 1.33 to 3.85m/s for different grades of steatosis. The area under the receiver operative characteristic curve (⩾S1) was equal to 0.82 (95% CI=0.69, 0.96) between the steatosis group and the normal group, and the optimal cutoff value was 2.59 with sensitivity of 88% and specificity of 76%. However, there are no significant differences in SWV measurements between the steatosis grades. SWV values did not correlate with the early grade of inflammation. In conclusion, ARFI elastography is a promising method for differentiating normal rat liver from rat liver with steatosis, but it cannot reliably predict the grade of steatosis in rat livers. The early grade of inflammation activity did not significantly affect the SWV measurements.
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Affiliation(s)
- Yanrong Guo
- School of Biomedical Engineering, Shenzhen University, Shenzhen, China; National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, China
| | - Changfeng Dong
- Shenzhen Institute of Hepatology, The Third People's Hospital of Shenzhen, Shenzhen, China
| | - Haoming Lin
- School of Biomedical Engineering, Shenzhen University, Shenzhen, China; National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, China
| | - Xinyu Zhang
- School of Biomedical Engineering, Shenzhen University, Shenzhen, China; National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, China
| | - Huiying Wen
- School of Biomedical Engineering, Shenzhen University, Shenzhen, China; National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, China
| | - Yuanyuan Shen
- School of Biomedical Engineering, Shenzhen University, Shenzhen, China; National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, China
| | - Tianfu Wang
- School of Biomedical Engineering, Shenzhen University, Shenzhen, China; National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, China
| | - Siping Chen
- School of Biomedical Engineering, Shenzhen University, Shenzhen, China; National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, China
| | - Yingxia Liu
- Shenzhen Institute of Hepatology, The Third People's Hospital of Shenzhen, Shenzhen, China
| | - Xin Chen
- School of Biomedical Engineering, Shenzhen University, Shenzhen, China; National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, China.
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88
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Correlation of hepatic fractional extracellular space using gadolinium enhanced MRI with liver stiffness using magnetic resonance elastography. Abdom Radiol (NY) 2017; 42:191-198. [PMID: 27511365 DOI: 10.1007/s00261-016-0867-8] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
PURPOSE To compare MR hepatic fractional extracellular space (fECS) to liver stiffness (LS) with magnetic resonance elastography (MRE) for evaluation of liver fibrosis. METHODS AND MATERIALS 71 consecutive patients with suspected chronic liver disease underwent standard liver MRI with MR elastography and additional delayed Gd-DTPA-enhanced sequences at 5 and 10 min in order to calculate hepatic fECS (%) and LS (kilopascals, kPa). Two radiologists blinded to clinical history examined MR images and calculated fECS and LS in identical locations for every patient. Interobserver agreement was calculated using the intraclass correlation coefficient. Pearson's correlation was calculated for LS and fECS measures, as was the area under the receiver operatic curve (AUROC), sensitivity and specificity of fECS to predict liver stiffness ≥2.93 and ≥5 kPa. The sensitivity of fECS for detecting fibrosis was separately analyzed in the subgroup of patients without anatomic findings of cirrhosis. RESULTS Substantial to excellent interobserver agreement for both LS and fECS measurements was seen with intraclass correlation of 0.88 (95% CI 0.81-0.92) for LS, 0.77 (95% CI 0.66-0.85) for fECS5 and 0.76 (95% CI 0.64-0.84) for fECS10. A significant correlation was found between MRE and fECS5 (r = 0.47, p < 0.0001) and fECS10 (r = 0.44, p < 0.0001). The performance of fECS improved for detection of advanced fibrosis (≥5 kPa) with AUROC, sensitivity and specificity of 0.72, 38%, and 94% for fECS5 and 0.72, 67%, and 66% for fECS10. CONCLUSION fECS correlates modestly with MRE-determined LS. fECS at MRI is a simple calculation to perform and may represent a practical way to suggest the presence of fibrosis during routine liver evaluation.
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89
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Petitclerc L, Sebastiani G, Gilbert G, Cloutier G, Tang A. Liver fibrosis: Review of current imaging and MRI quantification techniques. J Magn Reson Imaging 2016; 45:1276-1295. [PMID: 27981751 DOI: 10.1002/jmri.25550] [Citation(s) in RCA: 134] [Impact Index Per Article: 16.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2016] [Accepted: 10/27/2016] [Indexed: 12/13/2022] Open
Abstract
Liver fibrosis is characterized by the accumulation of extracellular matrix proteins such as collagen in the liver interstitial space. All causes of chronic liver disease may lead to fibrosis and cirrhosis. The severity of liver fibrosis influences the decision to treat or the need to monitor hepatic or extrahepatic complications. The traditional reference standard for diagnosis of liver fibrosis is liver biopsy. However, this technique is invasive, associated with a risk of sampling error, and has low patient acceptance. Imaging techniques offer the potential for noninvasive diagnosis, staging, and monitoring of liver fibrosis. Recently, several of these have been implemented on ultrasound (US), computed tomography, or magnetic resonance imaging (MRI). Techniques that assess changes in liver morphology, texture, or perfusion that accompany liver fibrosis have been implemented on all three imaging modalities. Elastography, which measures changes in mechanical properties associated with liver fibrosis-such as strain, stiffness, or viscoelasticity-is available on US and MRI. Some techniques assessing liver shear stiffness have been adopted clinically, whereas others assessing strain or viscoelasticity remain investigational. Further, some techniques are only available on MRI-such as spin-lattice relaxation time in the rotating frame (T1 ρ), diffusion of water molecules, and hepatocellular function based on the uptake of a liver-specific contrast agent-remain investigational in the setting of liver fibrosis staging. In this review, we summarize the key concepts, advantages and limitations, and diagnostic performance of each technique. The use of multiparametric MRI techniques offers the potential for comprehensive assessment of chronic liver disease severity. LEVEL OF EVIDENCE 5 J. MAGN. RESON. IMAGING 2017;45:1276-1295.
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Affiliation(s)
- Léonie Petitclerc
- Department of Radiology, Radio-Oncology and Nuclear Medicine, Université de Montréal, Montreal, Quebec, Canada.,Centre de recherche du Centre hospitalier de l'Université de Montréal (CRCHUM), Montreal, Quebec, Canada
| | - Giada Sebastiani
- Department of Gastroenterology and Hepatology, McGill University Health Centre, Montreal, Quebec, Canada
| | - Guillaume Gilbert
- Department of Radiology, Radio-Oncology and Nuclear Medicine, Université de Montréal, Montreal, Quebec, Canada.,MR Clinical Science, Philips Healthcare Canada, Markham, Ontario, Canada
| | - Guy Cloutier
- Department of Radiology, Radio-Oncology and Nuclear Medicine, Université de Montréal, Montreal, Quebec, Canada.,Centre de recherche du Centre hospitalier de l'Université de Montréal (CRCHUM), Montreal, Quebec, Canada.,Institute of Biomedical Engineering, Université de Montréal, CP 6128, Succursale Centre-ville, Montréal, Québec, Canada.,Laboratory of Biorheology and Medical Ultrasonics, CRCHUM, 900 Saint-Denis, Montréal, Québec, Canada
| | - An Tang
- Department of Radiology, Radio-Oncology and Nuclear Medicine, Université de Montréal, Montreal, Quebec, Canada.,Centre de recherche du Centre hospitalier de l'Université de Montréal (CRCHUM), Montreal, Quebec, Canada.,Institute of Biomedical Engineering, Université de Montréal, CP 6128, Succursale Centre-ville, Montréal, Québec, Canada
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90
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Abstract
Hepatic fibrosis develops or progresses in 25 % of patients with autoimmune hepatitis despite corticosteroid therapy. Current management regimens lack reliable noninvasive methods to assess changes in hepatic fibrosis and interventions that disrupt fibrotic pathways. The goals of this review are to indicate promising noninvasive methods to monitor hepatic fibrosis in autoimmune hepatitis and identify anti-fibrotic interventions that warrant evaluation. Laboratory methods can differentiate cirrhosis from non-cirrhosis, but their accuracy in distinguishing changes in histological stage is uncertain. Radiological methods include transient elastography, acoustic radiation force impulse imaging, and magnetic resonance elastography. Methods based on ultrasonography are comparable in detecting advanced fibrosis and cirrhosis, but their performances may be compromised by hepatic inflammation and obesity. Magnetic resonance elastography has excellent performance parameters for all histological stages in diverse liver diseases, is uninfluenced by inflammatory activity or body habitus, has been superior to other radiological methods in nonalcoholic fatty liver disease, and may emerge as the preferred instrument to evaluate fibrosis in autoimmune hepatitis. Promising anti-fibrotic interventions are site- and organelle-specific agents, especially inhibitors of nicotinamide adenine dinucleotide phosphate oxidases, transforming growth factor beta, inducible nitric oxide synthase, lysyl oxidases, and C-C chemokine receptors types 2 and 5. Autoimmune hepatitis has a pro-fibrotic propensity, and noninvasive radiological methods, especially magnetic resonance elastography, and site- and organelle-specific interventions, especially selective antioxidants and inhibitors of collagen cross-linkage, may emerge to strengthen current management strategies.
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Yoshimitsu K, Shinagawa Y, Mitsufuji T, Mutoh E, Urakawa H, Sakamoto K, Fujimitsu R, Takano K. Preliminary Comparison of Multi-scale and Multi-model Direct Inversion Algorithms for 3T MR Elastography. Magn Reson Med Sci 2016; 16:73-77. [PMID: 27725575 PMCID: PMC5600047 DOI: 10.2463/mrms.mp.2016-0047] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
PURPOSE To elucidate whether any differences are present in the stiffness map obtained with a multiscale direct inversion algorithm (MSDI) vs that with a multimodel direct inversion algorithm (MMDI), both qualitatively and quantitatively. MATERIALS AND METHODS The MR elastography (MRE) data of 37 consecutive patients who underwent liver MR elastography between September and October 2014 were retrospectively analyzed by using both MSDI and MMDI. Two radiologists qualitatively assessed the stiffness maps for the image quality in consensus, and the measured liver stiffness and measurable areas were quantitatively compared between MSDI and MMDI. RESULTS MMDI provided a stiffness map of better image quality, with comparable or slightly less artifacts. Measurable areas by MMDI (43.7 ± 17.8 cm2) was larger than that by MSDI (37.5 ± 14.7 cm2) (P < 0.05). Liver stiffness measured by MMDI (4.51 ± 2.32 kPa) was slightly (7%), but significantly less than that by MSDI (4.86 ± 2.44 kPa) (P < 0.05). CONCLUSION MMDI can provide stiffness map of better image quality, and slightly lower stiffness values as compared to MSDI at 3T MRE, which radiologists should be aware of.
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Affiliation(s)
- Kengo Yoshimitsu
- Department of Radiology, Faculty of Medicine, Fukuoka University
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92
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Multifrequency Magnetic Resonance Elastography for the Assessment of Renal Allograft Function. Invest Radiol 2016; 51:591-5. [DOI: 10.1097/rli.0000000000000271] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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93
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Kourouklis AP, Kaylan KB, Underhill GH. Substrate stiffness and matrix composition coordinately control the differentiation of liver progenitor cells. Biomaterials 2016; 99:82-94. [DOI: 10.1016/j.biomaterials.2016.05.016] [Citation(s) in RCA: 61] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2016] [Revised: 04/30/2016] [Accepted: 05/11/2016] [Indexed: 02/07/2023]
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94
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Desai SS, Tung JC, Zhou VX, Grenert JP, Malato Y, Rezvani M, Español-Suñer R, Willenbring H, Weaver VM, Chang TT. Physiological ranges of matrix rigidity modulate primary mouse hepatocyte function in part through hepatocyte nuclear factor 4 alpha. Hepatology 2016; 64:261-75. [PMID: 26755329 PMCID: PMC5224931 DOI: 10.1002/hep.28450] [Citation(s) in RCA: 107] [Impact Index Per Article: 13.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/15/2015] [Accepted: 01/07/2016] [Indexed: 12/13/2022]
Abstract
UNLABELLED Matrix rigidity has important effects on cell behavior and is increased during liver fibrosis; however, its effect on primary hepatocyte function is unknown. We hypothesized that increased matrix rigidity in fibrotic livers would activate mechanotransduction in hepatocytes and lead to inhibition of liver-specific functions. To determine the physiologically relevant ranges of matrix stiffness at the cellular level, we performed detailed atomic force microscopy analysis across liver lobules from normal and fibrotic livers. We determined that normal liver matrix stiffness was around 150 Pa and increased to 1-6 kPa in areas near fibrillar collagen deposition in fibrotic livers. In vitro culture of primary hepatocytes on collagen matrix of tunable rigidity demonstrated that fibrotic levels of matrix stiffness had profound effects on cytoskeletal tension and significantly inhibited hepatocyte-specific functions. Normal liver stiffness maintained functional gene regulation by hepatocyte nuclear factor 4 alpha (HNF4α), whereas fibrotic matrix stiffness inhibited the HNF4α transcriptional network. Fibrotic levels of matrix stiffness activated mechanotransduction in primary hepatocytes through focal adhesion kinase. In addition, blockade of the Rho/Rho-associated protein kinase pathway rescued HNF4α expression from hepatocytes cultured on stiff matrix. CONCLUSION Fibrotic levels of matrix stiffness significantly inhibit hepatocyte-specific functions in part by inhibiting the HNF4α transcriptional network mediated through the Rho/Rho-associated protein kinase pathway. Increased appreciation of the role of matrix rigidity in modulating hepatocyte function will advance our understanding of the mechanisms of hepatocyte dysfunction in liver cirrhosis and spur development of novel treatments for chronic liver disease. (Hepatology 2016;64:261-275).
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Affiliation(s)
- Seema S. Desai
- Department of Surgery, University of California, San Francisco
| | - Jason C. Tung
- Department of Surgery, University of California, San Francisco,Center for Bioengineering and Tissue Regeneration, University of California, San Francisco
| | - Vivian X. Zhou
- Department of Surgery, University of California, San Francisco
| | - James P. Grenert
- Department of Pathology, University of California, San Francisco,Liver Center, University of California, San Francisco
| | - Yann Malato
- Department of Surgery, University of California, San Francisco
| | - Milad Rezvani
- Eli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco
| | - Regina Español-Suñer
- Eli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco
| | - Holger Willenbring
- Department of Surgery, University of California, San Francisco,Liver Center, University of California, San Francisco,Eli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco
| | - Valerie M. Weaver
- Department of Surgery, University of California, San Francisco,Center for Bioengineering and Tissue Regeneration, University of California, San Francisco
| | - Tammy T. Chang
- Department of Surgery, University of California, San Francisco,Liver Center, University of California, San Francisco
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95
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Trout AT, Serai S, Mahley AD, Wang H, Zhang Y, Zhang B, Dillman JR. Liver Stiffness Measurements with MR Elastography: Agreement and Repeatability across Imaging Systems, Field Strengths, and Pulse Sequences. Radiology 2016; 281:793-804. [PMID: 27285061 DOI: 10.1148/radiol.2016160209] [Citation(s) in RCA: 97] [Impact Index Per Article: 12.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Purpose To prospectively assess agreement and repeatability of magnetic resonance (MR) elastography liver stiffness measurements across imager manufacturers, field strengths, and pulse sequences. Materials and Methods This prospective cross-sectional study was approved by the institutional review board; informed consent was obtained from all subjects. On the basis of an a priori power calculation, 24 volunteer adult subjects underwent MR elastography with four MR imaging systems (two vendors) and multiple pulse sequences (two-dimensional [2D] gradient-echo [GRE] imaging, 2D spin-echo [SE] echo-planar imaging, and three-dimensional [3D] SE echo-planar imaging). Each sequence was performed twice in each patient with each imaging system. Intraclass correlation coefficients (ICCs) were used to assess agreement and repeatability. P < .05 was considered indicative of a statistically significant difference. Results Pairwise ICCs were 0.67-0.82 and 0.62-0.83 for agreement between pulse sequences across manufacturers (n = 4) and field strengths (n = 5), respectively. ICCs were 0.45-0.90 for pairwise agreement between sequences while fixing manufacturer and field strength (n = 8). Test-retest repeatability across the various manufacturer, field strength, and pulse sequence combinations (n = 10) was excellent (ICCs, 0.77-0.94). The overall ICC for all manufacturer, field strength, and sequence combinations (n = 10) was 0.68 (95% confidence interval [CI]: 0.55, 0.82). ICC according to field strength was 0.78 (95% CI: 0.67, 0.88) at 1.5 T (n = 5) and 0.64 (95% CI: 0.49, 0.78) at 3.0 T (n = 5). ICCs according to vendor were 0.83 (95% CI: 0.73, 0.91) (n = 4) and 0.65 (95% CI: 0.51, 0.79) (n = 6). Average patient level variance was 0.042 kPa, with a coefficient of variation of 10.7%. Conclusion MR elastography is a reliable method for assessing liver stiffness, with small amounts of variability between imager manufacturers, field strengths, and pulse sequences. © RSNA, 2016.
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Affiliation(s)
- Andrew T Trout
- From the Department of Radiology (A.T.T., S.S., A.D.M., J.R.D.) and Department of Biostatistics and Epidemiology (B.Z.), Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave, MLC 5031, Cincinnati, OH 45229-3026; Philips Healthcare, Cincinnati, Ohio (H.W.); and Department of Mathematical Science, University of Cincinnati, Cincinnati, Ohio (Y.Z.)
| | - Suraj Serai
- From the Department of Radiology (A.T.T., S.S., A.D.M., J.R.D.) and Department of Biostatistics and Epidemiology (B.Z.), Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave, MLC 5031, Cincinnati, OH 45229-3026; Philips Healthcare, Cincinnati, Ohio (H.W.); and Department of Mathematical Science, University of Cincinnati, Cincinnati, Ohio (Y.Z.)
| | - Alana D Mahley
- From the Department of Radiology (A.T.T., S.S., A.D.M., J.R.D.) and Department of Biostatistics and Epidemiology (B.Z.), Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave, MLC 5031, Cincinnati, OH 45229-3026; Philips Healthcare, Cincinnati, Ohio (H.W.); and Department of Mathematical Science, University of Cincinnati, Cincinnati, Ohio (Y.Z.)
| | - Hui Wang
- From the Department of Radiology (A.T.T., S.S., A.D.M., J.R.D.) and Department of Biostatistics and Epidemiology (B.Z.), Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave, MLC 5031, Cincinnati, OH 45229-3026; Philips Healthcare, Cincinnati, Ohio (H.W.); and Department of Mathematical Science, University of Cincinnati, Cincinnati, Ohio (Y.Z.)
| | - Yue Zhang
- From the Department of Radiology (A.T.T., S.S., A.D.M., J.R.D.) and Department of Biostatistics and Epidemiology (B.Z.), Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave, MLC 5031, Cincinnati, OH 45229-3026; Philips Healthcare, Cincinnati, Ohio (H.W.); and Department of Mathematical Science, University of Cincinnati, Cincinnati, Ohio (Y.Z.)
| | - Bin Zhang
- From the Department of Radiology (A.T.T., S.S., A.D.M., J.R.D.) and Department of Biostatistics and Epidemiology (B.Z.), Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave, MLC 5031, Cincinnati, OH 45229-3026; Philips Healthcare, Cincinnati, Ohio (H.W.); and Department of Mathematical Science, University of Cincinnati, Cincinnati, Ohio (Y.Z.)
| | - Jonathan R Dillman
- From the Department of Radiology (A.T.T., S.S., A.D.M., J.R.D.) and Department of Biostatistics and Epidemiology (B.Z.), Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave, MLC 5031, Cincinnati, OH 45229-3026; Philips Healthcare, Cincinnati, Ohio (H.W.); and Department of Mathematical Science, University of Cincinnati, Cincinnati, Ohio (Y.Z.)
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97
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Abstract
High-resolution MRI of the pediatric sella can help identity or confirm clinical abnormalities, assess pituitary gland size and structure, and reveal acquired lesions. This article reviews contemporary techniques for imaging of the sella and associated structures in this population. Strengths and weaknesses of conventional imaging are discussed, as are techniques that can enhance yield. Some new and emerging technologies are discussed, including MR elastography, perfusion imaging, spectroscopy, and diffusion-weighted and diffusion-tensor imaging. It is expected that this overview will provide insight as to where pediatric sella imaging is currently and where it may head in the future.
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Affiliation(s)
- Jad M Bou-Ayache
- Department of Radiology, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, Box 1234, New York, NY 10029, USA
| | - Bradley N Delman
- Department of Radiology, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, Box 1234, New York, NY 10029, USA.
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98
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Chouhan MD, Lythgoe MF, Mookerjee RP, Taylor SA. Vascular assessment of liver disease-towards a new frontier in MRI. Br J Radiol 2016; 89:20150675. [PMID: 27115318 PMCID: PMC5124867 DOI: 10.1259/bjr.20150675] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Complex haemodynamic phenomena underpin the pathophysiology of chronic liver disease. Non-invasive MRI-based assessment of hepatic vascular parameters therefore has the potential to yield meaningful biomarkers for chronic liver disease. In this review, we provide an overview of vascular sequelae of chronic liver disease amenable to imaging evaluation and describe the current supportive evidence, strengths and the limitations of MRI methodologies, including dynamic contrast-enhanced, dynamic hepatocyte-specific contrast-enhanced, phase-contrast, arterial spin labelling and MR elastography in the assessment of hepatic vascular parameters. We review the broader challenges of quantitative hepatic vascular MRI, including the difficulties of motion artefact, complex post-processing, long acquisition times, validation and limitations of pharmacokinetic models, alongside the potential solutions that will shape the future of MRI and deliver this new frontier to the patient bedside.
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Affiliation(s)
- Manil D Chouhan
- 1 University College London (UCL) Centre for Medical Imaging, Division of Medicine, UCL, London, UK
| | - Mark F Lythgoe
- 2 University College London (UCL) Centre for Advanced Biomedical Imaging, Division of Medicine, UCL, London, UK
| | - Rajeshwar P Mookerjee
- 3 University College London (UCL) Institute for Liver and Digestive Health, Division of Medicine, UCL, London, UK
| | - Stuart A Taylor
- 1 University College London (UCL) Centre for Medical Imaging, Division of Medicine, UCL, London, UK
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99
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Song P, Mellema DC, Sheedy SP, Meixner DD, Karshen RM, Urban MW, Manduca A, Sanchez W, Callstrom MR, Greenleaf JF, Chen S. Performance of 2-Dimensional Ultrasound Shear Wave Elastography in Liver Fibrosis Detection Using Magnetic Resonance Elastography as the Reference Standard: A Pilot Study. JOURNAL OF ULTRASOUND IN MEDICINE : OFFICIAL JOURNAL OF THE AMERICAN INSTITUTE OF ULTRASOUND IN MEDICINE 2016; 35:401-12. [PMID: 26782164 PMCID: PMC4724277 DOI: 10.7863/ultra.15.03036] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/16/2015] [Accepted: 06/15/2015] [Indexed: 05/12/2023]
Abstract
OBJECTIVES To investigate the correlation between 2-dimensional (2D) ultrasound shear wave elastography (SWE) and magnetic resonance elastography (MRE) in liver stiffness measurement and the diagnostic performance of 2D SWE for liver fibrosis when imaging from different intercostal spaces and using MRE as the reference standard. METHODS Two-dimensional SWE was performed on 47 patients. One patient was excluded from the study. Each of the remaining 46 patients underwent same-day MRE for clinical purposes. The study was compliant with the Health Insurance Portability and Accountability Act and approved by the Institutional Review Board. Informed consent was obtained from each patient. Two-dimensional SWE measurements were acquired from the ninth, eighth, and seventh intercostal spaces. The correlation with MRE was calculated at each intercostal space and multiple intercostal spaces combined. The performance of 2D SWE in diagnosing liver fibrosis was evaluated by receiver operating characteristic curve analysis using MRE as the standard. RESULTS The 47 patients who initially underwent 2D SWE included 22 female and 25 male patients (age range, 19-77 years). The highest correlation between 2D SWE and MRE was from the eighth and seventh intercostal spaces (r = 0.68-0.76). The ranges of the areas under the receiver operating characteristic curves for separating normal or inflamed livers from fibrotic livers using MRE as the clinical reference were 0.84 to 0.92 when using the eighth and seventh intercostal spaces individually and 0.89 to 0.90 when combined. CONCLUSIONS The results suggest that 2D SWE and MRE are well correlated when SWE is performed at the eighth and seventh intercostal spaces. The ninth intercostal space is less reliable for diagnosing fibrosis with 2D SWE. Combining measurements from multiple intercostal spaces does not significantly improve the performance of 2D SWE for detection of fibrosis.
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Affiliation(s)
- Pengfei Song
- Departments of Radiology (P.S., S.P.S., D.D.M., R.M.K., M.R.C., S.C.), Physiology and Biomedical Engineering (D.C.M., M.W.U., A.M., J.F.G.), and Gastroenterology (W.S.), Mayo Clinic, Rochester, Minnesota USA
| | - Daniel C Mellema
- Departments of Radiology (P.S., S.P.S., D.D.M., R.M.K., M.R.C., S.C.), Physiology and Biomedical Engineering (D.C.M., M.W.U., A.M., J.F.G.), and Gastroenterology (W.S.), Mayo Clinic, Rochester, Minnesota USA
| | - Shannon P Sheedy
- Departments of Radiology (P.S., S.P.S., D.D.M., R.M.K., M.R.C., S.C.), Physiology and Biomedical Engineering (D.C.M., M.W.U., A.M., J.F.G.), and Gastroenterology (W.S.), Mayo Clinic, Rochester, Minnesota USA
| | - Duane D Meixner
- Departments of Radiology (P.S., S.P.S., D.D.M., R.M.K., M.R.C., S.C.), Physiology and Biomedical Engineering (D.C.M., M.W.U., A.M., J.F.G.), and Gastroenterology (W.S.), Mayo Clinic, Rochester, Minnesota USA
| | - Ryan M Karshen
- Departments of Radiology (P.S., S.P.S., D.D.M., R.M.K., M.R.C., S.C.), Physiology and Biomedical Engineering (D.C.M., M.W.U., A.M., J.F.G.), and Gastroenterology (W.S.), Mayo Clinic, Rochester, Minnesota USA
| | - Matthew W Urban
- Departments of Radiology (P.S., S.P.S., D.D.M., R.M.K., M.R.C., S.C.), Physiology and Biomedical Engineering (D.C.M., M.W.U., A.M., J.F.G.), and Gastroenterology (W.S.), Mayo Clinic, Rochester, Minnesota USA
| | - Armando Manduca
- Departments of Radiology (P.S., S.P.S., D.D.M., R.M.K., M.R.C., S.C.), Physiology and Biomedical Engineering (D.C.M., M.W.U., A.M., J.F.G.), and Gastroenterology (W.S.), Mayo Clinic, Rochester, Minnesota USA
| | - William Sanchez
- Departments of Radiology (P.S., S.P.S., D.D.M., R.M.K., M.R.C., S.C.), Physiology and Biomedical Engineering (D.C.M., M.W.U., A.M., J.F.G.), and Gastroenterology (W.S.), Mayo Clinic, Rochester, Minnesota USA
| | - Matthew R Callstrom
- Departments of Radiology (P.S., S.P.S., D.D.M., R.M.K., M.R.C., S.C.), Physiology and Biomedical Engineering (D.C.M., M.W.U., A.M., J.F.G.), and Gastroenterology (W.S.), Mayo Clinic, Rochester, Minnesota USA
| | - James F Greenleaf
- Departments of Radiology (P.S., S.P.S., D.D.M., R.M.K., M.R.C., S.C.), Physiology and Biomedical Engineering (D.C.M., M.W.U., A.M., J.F.G.), and Gastroenterology (W.S.), Mayo Clinic, Rochester, Minnesota USA
| | - Shigao Chen
- Departments of Radiology (P.S., S.P.S., D.D.M., R.M.K., M.R.C., S.C.), Physiology and Biomedical Engineering (D.C.M., M.W.U., A.M., J.F.G.), and Gastroenterology (W.S.), Mayo Clinic, Rochester, Minnesota USA.
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Greenway SC, Crossland DS, Hudson M, Martin SR, Myers RP, Prieur T, Hasan A, Kirk R. Fontan-associated liver disease: Implications for heart transplantation. J Heart Lung Transplant 2016; 35:26-33. [DOI: 10.1016/j.healun.2015.10.015] [Citation(s) in RCA: 87] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2015] [Revised: 09/26/2015] [Accepted: 10/14/2015] [Indexed: 01/19/2023] Open
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