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Kaliaev A, Chavez W, Soto J, Huda F, Xie H, Nguyen M, Shamdasani V, Anderson S. Quantitative Ultrasound Assessment of Hepatic Steatosis. J Clin Exp Hepatol 2022; 12:1091-1101. [PMID: 35814521 PMCID: PMC9257875 DOI: 10.1016/j.jceh.2022.01.007] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/04/2020] [Accepted: 01/17/2022] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND/AIMS Non-alcoholic fatty liver disease (NAFLD) is widespread chronic disease of the live in humans with the prevalence of 30% of the United States population.1,2 The goal of the study is to validate the performance of quantitative ultrasound algorithms in the assessment of hepatic steatosis in patients with suspected NAFLD. METHODS This prospective study enrolled a total of 31 patients with clinical suspicion of NAFLD to receive liver fat measurements by quantitative ultrasound and reference MRI measurements (proton density fat-fraction, PDFF). The following ultrasound (US) parameters based on both raw ultrasound RF (Radio Frequency) data and 2D B-mode images of the liver were analyzed with subsequent correlation with MRI-PDFF: hepatorenal index, acoustic attenuation coefficient, Nakagami coefficient parameter, shear wave viscosity, shear wave dispersion and shear wave elasticity. Ultrasound parameters were also correlated with the presence of hypertension and diabetes. RESULTS The mean (± SD) age and body mass index of the patients were 49.03 (± 12.49) and 30.12 (± 6.15), respectively. Of the aforementioned ultrasound parameters, the hepatorenal index and acoustic attenuation coefficient showed a strong correlation with MRI-PDFF derivations of hepatic steatosis, with r-values of 0.829 and 0.765, respectively. None of the remaining US parameters showed strong correlations with PDFF. Significant differences in Nakagami parameters and acoustic attenuation coefficients were found in those patients with and without hypertension. CONCLUSIONS Hepatorenal index and acoustic attenuation coefficient correlate well with MRI-PDFF-derived measurements of hepatic steatosis. Quantitative ultrasound is a promising tool for the diagnosis and assessment of patients with NAFLD.
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Key Words
- ALT, alanine aminotransferase
- AST, aspartate aminotransferase
- BMI, body mass index
- DICOM, digital imaging and communications in medicine
- HIPAA, health insurance portability and accountability act
- HRI, hepatorenal index
- Hgb A1C, hemoglobin A1C (glycated hemoglobin)
- IQ, in-phase quadrature
- IR, insulin resistance
- LDL, low-density lipoprotein
- MRI-PDFF, magnetic resonance imaging - proton density fat-fraction
- NAFLD, non-alcoholic fatty liver disease
- NASH, non-alcoholic steatohepatitis
- RF, raw radio frequency
- ROI, regions of interest
- SD, standard deviation
- T2DM, type 2 diabetes mellitus
- US, ultrasound
- liver fat quantification
- non-alcoholic fatty liver disease
- ultrasound
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Affiliation(s)
- Artem Kaliaev
- Boston University Medical Center, Department of Radiology, Boston, MA, USA,Address for correspondence: Artem Kaliaev, Department of Radiology, Boston University Medical Center, 820 Harrison Ave, Boston, MA 02118, USA.
| | - Wilson Chavez
- Boston University Medical Center, Department of Radiology, Boston, MA, USA
| | - Jorge Soto
- Boston University Medical Center, Department of Radiology, Boston, MA, USA
| | - Fahimul Huda
- Boston University Medical Center, Department of Radiology, Boston, MA, USA
| | - Hua Xie
- Ultrasound Imaging and Interventions, Philips Research North America, Cambridge, MA, USA
| | - Man Nguyen
- Ultrasound Imaging and Interventions, Philips Research North America, Cambridge, MA, USA
| | | | - Stephan Anderson
- Boston University Medical Center, Department of Radiology, Boston, MA, USA
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Wood BG, Kijanka P, Liu HC, Urban MW. Evaluation of Robustness of Local Phase Velocity Imaging in Homogenous Tissue-Mimicking Phantoms. ULTRASOUND IN MEDICINE & BIOLOGY 2021; 47:3514-3528. [PMID: 34456084 PMCID: PMC8578323 DOI: 10.1016/j.ultrasmedbio.2021.08.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/09/2021] [Revised: 06/21/2021] [Accepted: 08/01/2021] [Indexed: 06/13/2023]
Abstract
Shear wave elastography (SWE) is a method of evaluating mechanical properties of soft tissues. Most current implementations of SWE report the group velocity for shear wave velocity, which assumes an elastic, isotropic, homogenous and incompressible tissue. Local phase velocity imaging (LPVI) is a novel method of phase velocity reconstruction that allows for accurate evaluation of shear wave velocity at specified frequencies. This method's robustness was evaluated in 11 elastic and 8 viscoelastic phantoms using linear and curvilinear arrays. We acquired data with acoustic radiation force push beams with different focal depths and F-numbers and reconstructed phase velocity images over a wide range of frequencies. Regardless of phantom, push beam focal depth and reconstruction frequency, an F-number around 3.0 was found to produce the largest usable area in the phase velocity reconstructions. For elastic phantoms scanned with a linear array, the optimal focal depth, frequency range and maximum region of interest (ROI) were 20-30 mm, 100-400 Hz and 2.70 cm2, respectively. For viscoelastic phantoms scanned with a linear array, the optimal focal depth, frequency and maximum ROI were 20-30 mm, 100-300 Hz and 1.54 cm2, respectively. For the curvilinear array in the same phantoms, optimal focal depth, frequency range and maximum ROIs were 45-60 mm, 100-400 and 100-300 Hz and 1.54 cm2, respectively. In further work, LPVI reconstructions from inclusion phantoms will be evaluated to simulate non-homogeneous tissues. Additionally, LPVI will be evaluated in larger-volume phantoms to account for wave reflection from the containers when using the curvilinear array.
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Affiliation(s)
- Benjamin G Wood
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Piotr Kijanka
- Department of Robotics and Mechatronics, AGH University of Science and Technology, Krakow, Poland
| | - Hsiao-Chuan Liu
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Matthew W Urban
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA.
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Carreres L, Jílková ZM, Vial G, Marche PN, Decaens T, Lerat H. Modeling Diet-Induced NAFLD and NASH in Rats: A Comprehensive Review. Biomedicines 2021; 9:biomedicines9040378. [PMID: 33918467 PMCID: PMC8067264 DOI: 10.3390/biomedicines9040378] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2021] [Revised: 03/25/2021] [Accepted: 03/26/2021] [Indexed: 12/12/2022] Open
Abstract
Nonalcoholic fatty liver disease (NAFLD) is the most common chronic liver disease, characterized by hepatic steatosis without any alcohol abuse. As the prevalence of NAFLD is rapidly increasing worldwide, important research activity is being dedicated to deciphering the underlying molecular mechanisms in order to define new therapeutic targets. To investigate these pathways and validate preclinical study, reliable, simple and reproducible tools are needed. For that purpose, animal models, more precisely, diet-induced NAFLD and nonalcoholic steatohepatitis (NASH) models, were developed to mimic the human disease. In this review, we focus on rat models, especially in the current investigation of the establishment of the dietary model of NAFLD and NASH in this species, compiling the different dietary compositions and their impact on histological outcomes and metabolic injuries, as well as external factors influencing the course of liver pathogenesis.
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Affiliation(s)
- Lydie Carreres
- Institute for Advanced Biosciences, Research Center Inserm U 1209/CNRS 5309, 38700 La Tronche, France; (L.C.); (Z.M.J.); (P.N.M.); (T.D.)
- Université Grenoble-Alpes, 38000 Grenoble, France;
| | - Zuzana Macek Jílková
- Institute for Advanced Biosciences, Research Center Inserm U 1209/CNRS 5309, 38700 La Tronche, France; (L.C.); (Z.M.J.); (P.N.M.); (T.D.)
- Université Grenoble-Alpes, 38000 Grenoble, France;
| | - Guillaume Vial
- Université Grenoble-Alpes, 38000 Grenoble, France;
- Inserm U 1300, Hypoxia PathoPhysiology (HP2), 38000 Grenoble, France
| | - Patrice N. Marche
- Institute for Advanced Biosciences, Research Center Inserm U 1209/CNRS 5309, 38700 La Tronche, France; (L.C.); (Z.M.J.); (P.N.M.); (T.D.)
- Université Grenoble-Alpes, 38000 Grenoble, France;
| | - Thomas Decaens
- Institute for Advanced Biosciences, Research Center Inserm U 1209/CNRS 5309, 38700 La Tronche, France; (L.C.); (Z.M.J.); (P.N.M.); (T.D.)
- Université Grenoble-Alpes, 38000 Grenoble, France;
- Service D’hépato-Gastroentérologie, Pôle Digidune, CHU Grenoble Alpes, 38700 La Tronche, France
| | - Hervé Lerat
- Institute for Advanced Biosciences, Research Center Inserm U 1209/CNRS 5309, 38700 La Tronche, France; (L.C.); (Z.M.J.); (P.N.M.); (T.D.)
- Université Grenoble-Alpes, 38000 Grenoble, France;
- Unité Mixte de Service UGA hTAG, Inserm US 046, CNRS UAR 2019, 38700 La Tronche, France
- Correspondence:
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Carbonell G, Berná-Serna JDD, Oltra L, Martínez CM, Garcia-Carrillo N, Guzmán-Aroca F, Salazar FJ, Tudela J, Berná-Mestre JDD. Evaluation of rat liver with ARFI elastography: In vivo and ex vivo study. PLoS One 2019; 14:e0217297. [PMID: 31120974 PMCID: PMC6532896 DOI: 10.1371/journal.pone.0217297] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2018] [Accepted: 05/08/2019] [Indexed: 02/07/2023] Open
Abstract
OBJECTIVE The aim of this study was to compare in vivo vs ex vivo liver stiffness in rats with acoustic radiation force impulse (ARFI) elastography using the histological findings as the gold standard. METHODS Eighteen male Wistar rats aged 16-18 months were divided into a control group (n = 6) and obese group (n = 12). Liver stiffness was measured with shear wave velocity (SWV) using the ARFI technique both in vivo and ex vivo. The degree of fibrosis, steatosis and liver inflammation was evaluated in the histological findings. Pearson's correlation coefficient was applied to relate the SWV values to the histological parameters. RESULTS The SWV values acquired in the ex vivo study were significantly lower than those obtained in vivo (P < 0.004). A significantly higher correlation value between the degree of liver fibrosis and the ARFI elastography assessment was observed in the ex vivo study (r = 0.706, P < 0.002), than the in vivo study (r = 0.623, P < 0.05). CONCLUSION Assessment of liver stiffness using ARFI elastography yielded a significant correlation between SWV and liver fibrosis in both the in vivo and ex vivo experiments. We consider that by minimising the influence of possible sources of artefact we could improve the accuracy of the measurements acquired with ARFI.
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Affiliation(s)
- Guillermo Carbonell
- Department of Radiology, Virgen de la Arrixaca University Clinical Hospital, University of Murcia, Murcia, Spain
- Institute of Biomedical Research (IMIB), Virgen de la Arrixaca University Clinical Hospital, University of Murcia, Murcia, Spain
- * E-mail:
| | - Juan de Dios Berná-Serna
- Department of Radiology, Virgen de la Arrixaca University Clinical Hospital, University of Murcia, Murcia, Spain
- Institute of Biomedical Research (IMIB), Virgen de la Arrixaca University Clinical Hospital, University of Murcia, Murcia, Spain
| | - Lidia Oltra
- Institute of Biomedical Research (IMIB), Virgen de la Arrixaca University Clinical Hospital, University of Murcia, Murcia, Spain
- Department of Physiology, School of Medicine, University of Murcia, Murcia, Spain
| | - Carlos M. Martínez
- Institute of Biomedical Research (IMIB), Virgen de la Arrixaca University Clinical Hospital, University of Murcia, Murcia, Spain
| | - Nuria Garcia-Carrillo
- Institute of Biomedical Research (IMIB), Virgen de la Arrixaca University Clinical Hospital, University of Murcia, Murcia, Spain
- Preclinical Imaging Unit, Laboratory Animal Service, University of Murcia, Murcia, Spain
| | - Florentina Guzmán-Aroca
- Department of Radiology, Virgen de la Arrixaca University Clinical Hospital, University of Murcia, Murcia, Spain
- Institute of Biomedical Research (IMIB), Virgen de la Arrixaca University Clinical Hospital, University of Murcia, Murcia, Spain
| | - Francisco Javier Salazar
- Institute of Biomedical Research (IMIB), Virgen de la Arrixaca University Clinical Hospital, University of Murcia, Murcia, Spain
- Department of Physiology, School of Medicine, University of Murcia, Murcia, Spain
| | - José Tudela
- GENZ-Group of Research on Enzymology, Department of Biochemistry and Molecular Biology-A, Regional Campus of International Excellence "Campus Mare Nostrum", University of Murcia, Murcia, Spain
| | - Juan de Dios Berná-Mestre
- Department of Radiology, Virgen de la Arrixaca University Clinical Hospital, University of Murcia, Murcia, Spain
- Institute of Biomedical Research (IMIB), Virgen de la Arrixaca University Clinical Hospital, University of Murcia, Murcia, Spain
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Can Nonfibrotic Nonalcoholic Steatohepatitis Be Effectively Identified by Supersonic Shear Imaging? Anal Cell Pathol (Amst) 2019; 2019:2013674. [PMID: 31011515 PMCID: PMC6442442 DOI: 10.1155/2019/2013674] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2019] [Accepted: 02/27/2019] [Indexed: 12/20/2022] Open
Abstract
Supersonic shear imaging (SSI) is a relatively new technique to measure the elasticity of target tissues based on the shear wave propagation. The aim of this study was to evaluate the value of SSI in discriminating nonfibrotic nonalcoholic steatohepatitis (NASH) from the less severe nonalcoholic fatty liver disease (NAFLD), NASH with fibrosis, and the normal liver, as well as the relationship between various NAFLD pathologic or biochemical findings and SSI liver elasticity. Rabbits with NAFLD of different degrees were subjected to SSI for liver elasticity measurement. Plasma was collected for biochemical examinations, and liver tissues were harvested for pathologic assessment. Results showed that liver elasticity of rabbits with nonfibrotic NASH was significantly different from that of rabbits with simple steatosis, borderline, NASH with fibrosis, and normal liver (P < 0.05) and the areas under the receiver operating characteristic curve of SSI for predicting nonfibrotic NASH and NASH with fibrosis were 0.997 and 0.967, respectively, and the optimal cutoff values were 10.17 kPa and 12.82 kPa, respectively. Multivariate analysis showed that only fibrosis and inflammation were the independent factors affecting liver elasticity of NAFLD (P ≤ 0.001), while inflammation, steatosis, and ballooning degeneration were all independently related to liver elasticity in rabbits without fibrosis (P < 0.01). In addition, alanine aminotransferase was the only biochemical factor independently related to liver elasticity (P ≤ 0.001). Our results indicate that SSI can effectively identify nonfibrotic NASH in rabbits based on the difference in liver elasticity and the difference is related to the various pathologic changes, including fibrosis, inflammation, steatosis, and ballooning degeneration.
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Guo Y, Lin H, Dong C, Zhang X, Wen H, Shen Y, Wang T, Chen S, Liu Y, Chen X. Role of acoustic radiation force impulse imaging elastography in the assessment of steatohepatitis and fibrosis in rat models. Med Eng Phys 2018; 59:30-35. [PMID: 30042031 DOI: 10.1016/j.medengphy.2018.06.003] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2017] [Revised: 04/20/2018] [Accepted: 06/11/2018] [Indexed: 02/06/2023]
Abstract
Acoustic radiation force impulse (ARFI) elastography is a non-invasive method for performing liver assessment via liver shear wave velocity (SWV) measurements. The aim of this study was to evaluate the performance of the ARFI technique in the diagnosis of nonalcoholic steatohepatitis (NASH) and fibrosis and to investigate the effect of steatosis and inflammation on liver fibrosis SWV measurements in a rat model of nonalcoholic fatty liver disease (NAFLD). The ex vivo right liver lobes from 110 rats were processed and embedded in a fabricated gelatin phantom, and the other lobes were used for histologic assessment. The SWV induced by acoustic radiation force was derived to evaluate liver stiffness. The experimental results showed that the liver SWV value could be used to differentiate non-NASH rats from NASH-presenting rats and NASH from cirrhosis, and these comparisons showed areas under the receiver operating characteristic curves (AUROC) of 0.951 and 0.980, respectively. The diagnostic performances of ARFI elastography in predicting severe fibrosis (F ≥ 3) and cirrhosis (F ≥ 4) showed AUROC values of 0.997 and 0.993, respectively. In rats with mild fibrosis (F0-F1), severe steatosis had a significant effect on the mean SWV values. In rats with significant fibrosis (F2-F4), severe lobular inflammation had significant effects on the mean SWV values. Our findings indicate that ARFI elastography is a promising method for differentiating non-NASH rats from NASH rats and for staging hepatic fibrosis in NASH. The presence of severe steatosis and severe lobular inflammation are significant factors for evaluating fibrosis stages.
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Affiliation(s)
- Yanrong Guo
- School of Biomedical Engineering, Shenzhen University, National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, Shenzhen, China
| | - Haoming Lin
- School of Biomedical Engineering, Shenzhen University, National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, Shenzhen, China
| | - Changfeng Dong
- Shenzhen Institute of Hepatology, The Third People's Hospital of Shenzhen, Shenzhen, China
| | - Xinyu Zhang
- School of Biomedical Engineering, Shenzhen University, National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, Shenzhen, China
| | - Huiying Wen
- School of Biomedical Engineering, Shenzhen University, National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, Shenzhen, China
| | - Yuanyuan Shen
- School of Biomedical Engineering, Shenzhen University, National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, Shenzhen, China
| | - Tianfu Wang
- School of Biomedical Engineering, Shenzhen University, National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, Shenzhen, China
| | - Siping Chen
- School of Biomedical Engineering, Shenzhen University, National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, Shenzhen, China
| | - Yingxia Liu
- Shenzhen Institute of Hepatology, The Third People's Hospital of Shenzhen, Shenzhen, China
| | - Xin Chen
- School of Biomedical Engineering, Shenzhen University, National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, Shenzhen, China.
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