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Imajo K, Saigusa Y, Kobayashi T, Nagai K, Nishida S, Kawamura N, Doi H, Iwaki M, Nogami A, Honda Y, Kessoku T, Ogawa Y, Kirikoshi H, Kokubu S, Utsunomiya D, Takahashi H, Aishima S, Sumida Y, Saito S, Yoneda M, Dennis A, Kin S, Andersson A, Nakajima A. Head-to-head comparison among FAST, MAST, and multiparametric MRI-based new score in diagnosing at-risk MASH. Eur Radiol 2025; 35:3599-3609. [PMID: 39638942 DOI: 10.1007/s00330-024-11215-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2024] [Revised: 08/14/2024] [Accepted: 10/13/2024] [Indexed: 12/07/2024]
Abstract
OBJECTIVES New scores were developed to identify at-risk metabolic dysfunction-associated steatohepatitis (MASH) using multiparametric MRI (mpMRI). MATERIALS AND METHODS A prospective study was conducted on 176 patients with suspected or diagnosed metabolic dysfunction-associated steatotic liver disease (MASLD) paired with an MR scan, vibration-controlled transient elastography (VCTE), and liver biopsy. Liver stiffness measurement (LSM) using magnetic resonance elastography (MRE), proton density fat fraction (PDFF), and mpMRI-based corrected T1 (cT1) were combined to develop a one-step strategy, named MPcT (MRE + PDFF + cT1, combined score), and a two-step strategy-MRE-based LSM followed by PDFF with cT1 (M-PcT, paired score) for diagnosing at-risk MASH. Each model was categorized using rule-in and rule-out criteria (three categorized analyses). To avoid overfitting, the diagnostic accuracies were evaluated based on 5-fold cross-validation. RESULTS PDFF + cT1 (PcT) had the highest diagnostic performance for severe activity (hepatic inflammation plus ballooning grade ≥ 3) and for NAS ≥ 4 (active MASH). Areas under receiver operating characteristic curves (AUROCs) of M-PcT (0.832) for detecting at-risk MASH were significantly higher than those of Fibroscan-AST (FAST) (0.744, p = 0.017), MRI-AST (MAST) (0.710, p = 0.002), and MPcT (0.695, p < 0.001) in three categorized analysis. Following the rule-in criteria, positive predictive values of M-PcT (84.5%) were higher than those of FAST (73.5%), MAST (70.0%), and MPcT (66.7%). Following the rule-out criteria, negative predictive values of M-PcT (88.7%) were higher than those of FAST (84.0%), MAST (73.9%), and MPcT (84.9%). CONCLUSIONS The two-step strategy, M-PcT (paired score), showed the reliability of rule-in/-out for at-risk MASH, with better predictive performance compared with FAST and MAST (combined score). CLINICAL TRIAL REGISTRATION This study is registered with ClinicalTrials.gov (number, UMIN000012757). KEY POINTS Question There is no mpMRI-based method for detecting as-risk MASH (NAFLD activity score ≥ 4 with fibrosis stage ≥ 2) like FAST and MAST scores. Findings MRE-based LSMs followed by PDFF with cT1 (M-PcT) were more useful in detecting at-risk MASH than the combined score (FAST and MAST). Clinical relevance By combining MRE and PDFF with cT1, it becomes possible to evaluate the pathology of MASH without the need for a liver biopsy, assisting in prognosis prediction and decision-making for treatment options.
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Affiliation(s)
- Kento Imajo
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
- Department of Gastroenterology, Shin-yurigaoka General Hospital, Kawasaki, Japan
- Minimally Invasive Surgical and Medical Oncology, Fukushima Medical University, Fukushima, Japan
| | - Yusuke Saigusa
- Department of Biostatistics, Yokohama City University School of Medicine, Kanazawa-ku, Japan
| | - Takashi Kobayashi
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Koki Nagai
- Department of Gastroenterology, Shin-yurigaoka General Hospital, Kawasaki, Japan
| | - Shinya Nishida
- Department of Gastroenterology, Shin-yurigaoka General Hospital, Kawasaki, Japan
| | - Nobuyoshi Kawamura
- Department of Gastroenterology, Shin-yurigaoka General Hospital, Kawasaki, Japan
| | - Hiroyoshi Doi
- Department of Gastroenterology, Shin-yurigaoka General Hospital, Kawasaki, Japan
| | - Michihiro Iwaki
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Asako Nogami
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Yasushi Honda
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Takaomi Kessoku
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
- Department of Palliative Medicine and Gastroenterology, International University Health and Welfare Narita Hospital, Narita, Japan
| | - Yuji Ogawa
- Department of Gastroenterology, National Hospital Organization Yokohama Medical Center, Yokohama, Japan
| | - Hiroyuki Kirikoshi
- Department of Clinical Laboratory, Yokohama City University Hospital, Yokohama, Japan
| | - Shigehiro Kokubu
- Department of Gastroenterology, Shin-yurigaoka General Hospital, Kawasaki, Japan
| | - Daisuke Utsunomiya
- Department of Radiology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Hirokazu Takahashi
- Division of Metabolism and Endocrinology, Faculty of Medicine, Saga University, Saga, Japan
| | - Shinichi Aishima
- Department of Pathology & Microbiology, Faculty of Medicine, Saga University, Saga, Japan
| | - Yoshio Sumida
- Graduate School of Healthcare Management, International University of Healthcare and Welfare, Minato-ku, Japan
| | - Satoru Saito
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Masato Yoneda
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | | | | | | | - Atsushi Nakajima
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan.
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Suzuki Y, Maekawa S, Osawa L, Komiyama Y, Takada H, Muraoka M, Sato M, Takano S, Morisaka H, Onishi H, Enomoto N. Evaluation of weight loss and improvement of steatotic liver disease using magnetic resonance imaging in patients with metabolic dysfunction associated steatotic liver disease. Hepatol Res 2025; 55:638-647. [PMID: 40318058 DOI: 10.1111/hepr.14163] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/29/2024] [Revised: 12/20/2024] [Accepted: 01/03/2025] [Indexed: 05/07/2025]
Abstract
AIM Weight loss (WL) is important for improving steatotic liver. However, there have been no sufficient reports comparing WL with liver fibrosis and steatotic changes using magnetic resonance imaging (MRI). METHODS The study included 111 patients with metabolic dysfunction associated steatotic liver disease who did not take any new drugs during the study period. They were evaluated using MRI and FibroScan®, and then were given a mild low-carbohydrate diet. One year later, they were evaluated again, and changes in alanine transaminase (ALT), MRI proton density fat fraction (MRI-PDFF), and magnetic resonance elastography were examined. RESULTS The patients achieved an average WL of 4.2 kg. MRI-PDFF was significantly improved by 0.68-fold for 5%-7% WL, 0.61-fold for 7-10 %WL, and 0.35-fold for 10% or more WL (vs. gain: p < 0.01). In patients with a WL of 5% or more, magnetic resonance elastography was decreased. MRI-PDFF reduction of 30% was observed in 56% of patients with 5%-7% WL, 75 % with 7%-10% WL, and 94% with 10% or more WL (p < 0.01). ALT normalization or 30% reduction was well associated with WL, with 73% for 5%-7% WL, 64% for 7%-10% WL, and 93% for 10% or more WL (p < 0.01). The optimal cutoff for MRI-PDFF improvement and ALT improvement was 5.3% WL in both tests according to receiver operating characteristic analysis (p < 0.01). CONCLUSIONS Many patients achieved improvement in MRI-PDFF and ALT with WL. WL of 5.3% can improve MRI-PDFF and ALT, contributing to a better prognosis for metabolic dysfunction associated steatotic liver disease patients.
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Affiliation(s)
- Yuichiro Suzuki
- Department of Gastroenterology and Hepatology, Faculty of Medicine, University of Yamanashi, Chuo, Yamanashi, Japan
| | - Shinya Maekawa
- Department of Gastroenterology and Hepatology, Faculty of Medicine, University of Yamanashi, Chuo, Yamanashi, Japan
| | - Leona Osawa
- Department of Gastroenterology and Hepatology, Faculty of Medicine, University of Yamanashi, Chuo, Yamanashi, Japan
| | - Yasuyuki Komiyama
- Department of Gastroenterology and Hepatology, Faculty of Medicine, University of Yamanashi, Chuo, Yamanashi, Japan
| | - Hitomi Takada
- Department of Gastroenterology and Hepatology, Faculty of Medicine, University of Yamanashi, Chuo, Yamanashi, Japan
| | - Masaru Muraoka
- Department of Gastroenterology and Hepatology, Faculty of Medicine, University of Yamanashi, Chuo, Yamanashi, Japan
| | - Mitsuaki Sato
- Department of Gastroenterology and Hepatology, Faculty of Medicine, University of Yamanashi, Chuo, Yamanashi, Japan
| | - Shinichi Takano
- Department of Gastroenterology and Hepatology, Faculty of Medicine, University of Yamanashi, Chuo, Yamanashi, Japan
| | - Hiroyuki Morisaka
- Department of Radiology, Faculty of Medicine, University of Yamanashi, Chuo, Yamanashi, Japan
| | - Hiroshi Onishi
- Department of Radiology, Faculty of Medicine, University of Yamanashi, Chuo, Yamanashi, Japan
| | - Nobuyuki Enomoto
- Department of Gastroenterology and Hepatology, Faculty of Medicine, University of Yamanashi, Chuo, Yamanashi, Japan
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Sorrentino G. Microenvironmental control of the ductular reaction: balancing repair and disease progression. Cell Death Dis 2025; 16:246. [PMID: 40180915 PMCID: PMC11968979 DOI: 10.1038/s41419-025-07590-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2024] [Revised: 03/11/2025] [Accepted: 03/24/2025] [Indexed: 04/05/2025]
Abstract
The ductular reaction (DR) is a dynamic adaptive cellular response within the liver, triggered by various hepatic insults and characterized by an expansion of dysmorphic biliary epithelial cells and liver progenitors. This complex response presents a dual role, playing a pivotal function in liver regeneration but, paradoxically, contributing to the progression of liver diseases, depending upon specific contextual factors and signaling pathways involved. This comprehensive review aims to offer a holistic perspective on the DR, focusing into its intricate cellular and molecular mechanisms, highlighting its pathological significance, and exploring its potential therapeutic implications. An up-to-date understanding of the DR in the context of different liver injuries is provided, analyzing its contributions to liver regeneration, inflammation, fibrosis, and ultimately carcinogenesis. Moreover, the review highlights the role of multiple microenvironmental factors, including the influence of extracellular matrix, tissue mechanics and the interplay with the intricate hepatic cell ecosystem in shaping the DR's regulation. Finally, in vitro and in vivo experimental models of the DR will be discussed, providing insights into how researchers can study and manipulate this critical cellular response. By comprehensively addressing the multifaceted nature of the DR, this review contributes to a more profound understanding of its pathophysiological role in liver diseases, thus offering potential therapeutic avenues for hepatic disorders and improving patient outcomes.
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Affiliation(s)
- Giovanni Sorrentino
- Department of Medical, Surgical and Health Sciences, University of Trieste, Trieste, Italy.
- International Centre for Genetic Engineering and Biotechnology (ICGEB), Trieste, Italy.
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Hojo E, Sucharit W, Jaruchainiwat S, Thammaroj P, Promsorn J, Chowchuen P, Glaser K, Chatchawan U, Roberts N. Magnetic Resonance Elastography of Upper Trapezius Muscle. NMR IN BIOMEDICINE 2025; 38:e70007. [PMID: 40012134 PMCID: PMC11865631 DOI: 10.1002/nbm.70007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/13/2024] [Revised: 01/06/2025] [Accepted: 01/31/2025] [Indexed: 02/28/2025]
Abstract
The goal of the present study was to investigate the effect of positioning a soft flexible tube-based actuator parallel or orthogonal to the principle muscle fibre direction, on measurements of the stiffness of upper trapezius (UT) muscle obtained using magnetic resonance elastography (MRE). The effects of using three different vibration frequencies (60 Hz, 80 Hz and 100 Hz) and studying left and right sides of the body were also investigated. The relevant MRE datasets were acquired on a 1.5 T MRI system using a 2D gradient-echo (GRE) MRE sequence, and corresponding wave images produced using multimodel direct inversion (MMDI) were analysed by two observers using the manual caliper technique. Except for two of the 108 individual datasets, when the agreement was moderate, there was substantial to perfect agreement between wave quality scores obtained by the two observers, with an identical mean value. Similarly, and again with only two exceptions, there was good to excellent agreement between the measurements of UT stiffness obtained by the two observers. UT stiffness values obtained when the acoustic waves were propagating along the principle muscle fibre direction were significantly higher than when the waves were propagating orthogonal to the principle muscle fibre direction at all vibration frequencies (p < 0.005), and only for the former was a significant dispersion effect observed whereby stiffness increased as frequency increased (p < 0.05). No significant asymmetry was observed in measurements of UT stiffness obtained for the left and right sides of the body (p = 0.29). In conclusion, the new soft and flexible tube-based actuator is comfortable and produced very good wave propagation in UT when positioned in either orientation. However, it is recommended for wave propagation to be induced in the principle fibre direction and there was found to be no advantage in using a vibration frequency above 60 Hz.
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Affiliation(s)
- Emi Hojo
- Centre for Reproductive Health (CRH), Institute for Regeneration and Repair (IRR), Edinburgh BioQuarterUniversity of EdinburghEdinburghUK
- Department of Radiology, Mayo Clinic College of MedicineMayo ClinicRochesterMinnesotaUSA
| | - Wiraphong Sucharit
- School of Physical Therapy, Faculty of Associated Medical Sciences (AMS)Khon Kaen University (KKU)Khon KaenThailand
| | | | - Punthip Thammaroj
- Department of Radiology, Faculty of MedicineKhon Kaen UniversityKhon KaenThailand
| | - Julaluck Promsorn
- Department of Radiology, Faculty of MedicineKhon Kaen UniversityKhon KaenThailand
| | - Prathana Chowchuen
- Department of Radiology, Faculty of MedicineKhon Kaen UniversityKhon KaenThailand
| | - Kevin J. Glaser
- Department of Radiology, Mayo Clinic College of MedicineMayo ClinicRochesterMinnesotaUSA
| | - Uraiwan Chatchawan
- School of Physical Therapy, Faculty of Associated Medical Sciences (AMS)Khon Kaen University (KKU)Khon KaenThailand
- Research Centre in Back, Neck, Other Joint Pain and Human Performance (BNOJPH)Khon Kaen UniversityKhon KaenThailand
| | - Neil Roberts
- Centre for Reproductive Health (CRH), Institute for Regeneration and Repair (IRR), Edinburgh BioQuarterUniversity of EdinburghEdinburghUK
- School of Physical Therapy, Faculty of Associated Medical Sciences (AMS)Khon Kaen University (KKU)Khon KaenThailand
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5
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Koch V, Gotta J, Chernyak V, Cengiz D, Torgashov K, Eichler K, Vilgrain V, Martin SS, Ziegengeist NS, Konrad P, Booz C, Yel I, D'Angelo T, Mahmoudi S, Scholtz J, Bernatz S, Alizadeh LS, Cimprich M, Solim LA, Thalhammer A, Gruber‐Rouh T, Hammerstingl RM, Zeuzem S, Finkelmeier F, Pathil‐Warth A, Onay M, Kinzler MN, Darwish O, Annio G, Taylor SA, Wild P, Dahmer I, Herrmann E, Almansour H, Vogl TJ, Gruenewald LD, Sinkus R. Biomechanical Assessment of Liver Integrity: Prospective Evaluation of Mechanical Versus Acoustic MR Elastography. J Magn Reson Imaging 2025; 61:1890-1904. [PMID: 39165139 PMCID: PMC11896941 DOI: 10.1002/jmri.29560] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2024] [Revised: 07/23/2024] [Accepted: 07/25/2024] [Indexed: 08/22/2024] Open
Abstract
BACKGROUND Magnetic resonance elastography (MRE) can quantify tissue biomechanics noninvasively, including pathological hepatic states like metabolic dysfunction-associated steatohepatitis. PURPOSE To compare the performance of 2D/3D-MRE using the gravitational (GT) transducer concept with the current commercial acoustic (AC) solution utilizing a 2D-MRE approach. Additionally, quality index markers (QIs) were proposed to identify image pixels with sufficient quality for reliably estimating tissue biomechanics. STUDY TYPE Prospective. POPULATION One hundred seventy participants with suspected or confirmed liver disease (median age, 57 years [interquartile range (IQR), 46-65]; 66 females), and 11 healthy volunteers (median age, 31 years [IQR, 27-34]; 5 females). FIELD STRENGTH/SEQUENCE Participants were scanned twice at 1.5 T and 60 Hz vibration frequency: first, using AC-MRE (2D-MRE, spin-echo EPI sequence, 11 seconds breath-hold), and second, using GT-MRE (2D- and 3D-MRE, gradient-echo sequence, 14 seconds breath-hold). ASSESSMENT Image analysis was performed by four independent radiologists and one biomedical engineer. Additionally, superimposed analytic plane shear waves of known wavelength and attenuation at fixed shear modulus were used to propose pertinent QIs. STATISTICAL TESTS Spearman's correlation coefficient (r) was applied to assess the correlation between modalities. Interreader reproducibility was evaluated using Bland-Altman bias and reproducibility coefficients. P-values <0.05 were considered statistically significant. RESULTS Liver stiffness quantified via GT-2D/3D correlated well with AC-2D (r ≥ 0.89 [95% CI: 0.85-0.92]) and histopathological grading (r ≥ 0.84 [95% CI: 0.72-0.91]), demonstrating excellent agreement in Bland-Altman plots and between readers (κ ≥ 0.86 [95% CI: 0.81-0.91]). However, GT-2D showed a bias in overestimating stiffness compared to GT-3D. Proposed QIs enabled the identification of pixels deviating beyond 10% from true stiffness based on a combination of total wave amplitude, temporal sinusoidal nonlinearity, and wave signal-to-noise ratio for GT-3D. CONCLUSION GT-MRE represents an alternative to AC-MRE for noninvasive liver tissue characterization. Both GT-2D and 3D approaches correlated strongly with the established commercial approach, offering advanced capabilities in abdominal imaging compared to AC-MRE. EVIDENCE LEVEL 1 TECHNICAL EFFICACY: Stage 2.
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Affiliation(s)
- Vitali Koch
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Jennifer Gotta
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Victoria Chernyak
- Department of RadiologyMemorial Sloan Kettering Cancer CenterNew York CityNew YorkUSA
| | - Duygu Cengiz
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Katerina Torgashov
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Katrin Eichler
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Valérie Vilgrain
- Laboratory of Imaging Biomarkers, Center for Research on Inflammation, UMR 1149 INSERM, Université de ParisParisFrance
- Department of RadiologyBeaujon University Hospital Paris Nord, AP‐HPClichyFrance
| | - Simon S. Martin
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Nicole S. Ziegengeist
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Paul Konrad
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Christian Booz
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Ibrahim Yel
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Tommaso D'Angelo
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Scherwin Mahmoudi
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Jan‐Erik Scholtz
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Simon Bernatz
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Leona S. Alizadeh
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Marina Cimprich
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Levent A. Solim
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Axel Thalhammer
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Tatjana Gruber‐Rouh
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Renate M. Hammerstingl
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Stefan Zeuzem
- Department of Internal Medicine IGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Fabian Finkelmeier
- Department of Internal Medicine IGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Anita Pathil‐Warth
- Department of Internal Medicine IGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Melis Onay
- Department of Internal Medicine IGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Maximilian N. Kinzler
- Department of Internal Medicine IGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Omar Darwish
- School of Biomedical Engineering and Imaging Sciences, King's College LondonLondonUK
| | - Giacomo Annio
- Laboratory of Translational Vascular Sciences, U1148, INSERM, Université de ParisParisFrance
| | - Stuart A. Taylor
- Radiology DepartmentUniversity College London Hospitals NHS Foundation TrustLondonUK
| | - Peter Wild
- Dr. Senckenberg Institute of Pathology, Goethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Iulia Dahmer
- Institute of Biostatistics and Mathematical Modeling, Faculty of Medicine, Goethe University FrankfurtFrankfurt am MainGermany
| | - Eva Herrmann
- Institute of Biostatistics and Mathematical Modeling, Faculty of Medicine, Goethe University FrankfurtFrankfurt am MainGermany
| | - Haidara Almansour
- Department of Diagnostic and Interventional RadiologyEberhard‐Karls University TuebingenTuebingenGermany
| | - Thomas J. Vogl
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Leon D. Gruenewald
- Department of Diagnostic and Interventional RadiologyGoethe University Frankfurt, University HospitalFrankfurt am MainGermany
| | - Ralph Sinkus
- School of Biomedical Engineering and Imaging Sciences, King's College LondonLondonUK
- Laboratory of Translational Vascular Sciences, U1148, INSERM, Université de ParisParisFrance
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Askeland A, Rasmussen RW, Gjela M, Frøkjær JB, Højlund K, Mellergaard M, Handberg A. Non-invasive liver fibrosis markers are increased in obese individuals with non-alcoholic fatty liver disease and the metabolic syndrome. Sci Rep 2025; 15:10652. [PMID: 40148373 PMCID: PMC11950363 DOI: 10.1038/s41598-025-85508-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2024] [Accepted: 01/03/2025] [Indexed: 03/29/2025] Open
Abstract
The need for early non-invasive diagnostic tools for chronic liver fibrosis is growing, particularly in individuals with obesity, non-alcoholic fatty liver disease (NAFLD), and the metabolic syndrome (MetS) since prevalence of these conditions is increasing. This case-control study compared non-invasive liver fibrosis markers in obesity with NAFLD and MetS (NAFLD-MetS, n = 33), in obese (n = 28) and lean (n = 27) control groups. We used MRI (T1 relaxation times (T1) and liver stiffness), circulating biomarkers (CK18, PIIINP, and TIMP1), and algorithms (FIB-4 index, Forns score, FNI, and MACK3 score) to assess their potential in predicting liver fibrosis risk. We found that T1 (892 ± 81 ms vs. 818 ± 64 ms, p < 0.001), FNI (15 ± 12% vs. 9 ± 7%, p = 0.018), CK18 (166 ± 110 U/L vs. 113 ± 41 U/L, p = 0.019), and MACK3 (0.18 ± 0.15 vs. 0.05 ± 0.04, p < 0.001) were higher in the NAFLD-MetS group compared with the obese control group. Moreover, correlations were found between CK18 and FNI (r = 0.69, p < 0.001), CK18 and T1 (r = 0.41, p < 0.001), FNI and T1 (r = 0.33, p = 0.006), MACK3 and FNI (r = 0.79, p < 0.001), and MACK3 and T1 (r = 0.50, p < 0.001). We show that liver fibrosis markers are increased in obese individuals with NAFLD and MetS without clinical signs of liver fibrosis. More studies are needed to validate the use of these non-invasive biomarkers for early identification of liver fibrosis risk.
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Affiliation(s)
- Anders Askeland
- Department of Clinical Biochemistry, Aalborg University Hospital, Aalborg, Denmark
- Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
| | | | - Mimoza Gjela
- Department of Clinical Biochemistry, Aalborg University Hospital, Aalborg, Denmark
- Department of Radiology, Aalborg University Hospital, Aalborg, Denmark
| | - Jens Brøndum Frøkjær
- Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
- Department of Radiology, Aalborg University Hospital, Aalborg, Denmark
| | - Kurt Højlund
- Steno Diabetes Center Odense, Odense University Hospital, Odense, Denmark
| | - Maiken Mellergaard
- Department of Clinical Biochemistry, Aalborg University Hospital, Aalborg, Denmark
- Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
| | - Aase Handberg
- Department of Clinical Biochemistry, Aalborg University Hospital, Aalborg, Denmark.
- Department of Clinical Medicine, Aalborg University, Aalborg, Denmark.
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Panagiotopoulos N, Wolfson T, Harris DT, Batakis D, Agni R, Ceriani L, Covarrubias Y, Hamilton G, Middleton MS, Martins VF, Gamst AC, Oechtering TH, Sappenfield R, Horgan S, Grunvald E, Funk LM, Jacobsen GR, Lidor AO, Goodman JA, Khoury SB, Sirlin CB, Reeder SB. Proton density fat fraction for diagnosis of metabolic dysfunction-associated steatotic liver disease. Hepatology 2025:01515467-990000000-01216. [PMID: 40132140 DOI: 10.1097/hep.0000000000001318] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/20/2024] [Accepted: 02/10/2025] [Indexed: 03/27/2025]
Abstract
BACKGROUND AND AIMS Prior work has shown that MRI-derived proton density fat fraction (PDFF) can diagnose metabolic dysfunction-associated steatotic liver disease (MASLD) noninvasively, but there is a paucity of data on the performance of PDFF to classify more advanced forms of the MASLD spectrum. The purpose of this study was to assess the diagnostic performance of PDFF for the diagnoses of MASLD, metabolic dysfunction-associated steatohepatitis (MASH), and fibrotic MASH in adults with obesity undergoing bariatric surgery, using contemporaneous intraoperative liver biopsy as a reference. APPROACH AND RESULTS PDFF was evaluated alone and with other potential classifiers (imaging, serum and anthropometric), using Bayesian Information Criterion-based stepwise logistic regression models. Areas under the receiver operating characteristic (ROC) curves (AUC) were computed for all models and single classifiers. Cross-validated sensitivity and specificity were calculated at Youden-based PDFF classification thresholds. Data analysis from 140 patients demonstrated that PDFF was the most accurate single classifier, with high AUC for MASLD (0.95), MASH (0.85), and fibrotic MASH (0.82) (all p <0.001). Multivariable models, including PDFF, outperformed those without PDFF. The Youden-based threshold for PDFF was 4.4% for MASLD (sensitivity: 87%, specificity: 86%), 6.9% for MASH (sensitivity: 77%, specificity: 66%), and 13.5% for fibrotic MASH (sensitivity: 67%, specificity: 85%). CONCLUSIONS PDFF was the most accurate single classifier for diagnosing MASLD, MASH, and fibrotic MASH. The most accurate multivariable classification models for MASLD, MASH, and fibrotic MASH included PDFF, demonstrating the central importance of PDFF for noninvasive assessment of the MASLD spectrum.
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Affiliation(s)
| | - Tanya Wolfson
- Computational and Applied Statistical Laboratory (CASL), San Diego Supercomputer Center, University of California San Diego, San Diego, California, USA
| | - David T Harris
- Department of Radiology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Danielle Batakis
- Department of Radiology, University of California San Diego, San Diego, California, USA
| | - Rashmi Agni
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Lael Ceriani
- Department of Radiology, University of California San Diego, San Diego, California, USA
| | - Yesenia Covarrubias
- Department of Radiology, University of California San Diego, San Diego, California, USA
| | - Gavin Hamilton
- Department of Radiology, University of California San Diego, San Diego, California, USA
| | - Michael S Middleton
- Department of Radiology, University of California San Diego, San Diego, California, USA
| | - Vitor F Martins
- Department of Radiology, University of California San Diego, San Diego, California, USA
| | - Anthony C Gamst
- Computational and Applied Statistical Laboratory (CASL), San Diego Supercomputer Center, University of California San Diego, San Diego, California, USA
- Department of Mathematics, University of California San Diego, San Diego, California, USA
| | - Thekla H Oechtering
- Department of Radiology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Ryan Sappenfield
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Santiago Horgan
- Department of Surgery, University of California San Diego, San Diego, California, USA
| | - Eduardo Grunvald
- Department of Medicine, University of California San Diego, San Diego, California, USA
| | - Luke M Funk
- Department of Surgery, University of Wisconsin-Madison, Madison, Wisconsin, USA
- Department of Surgery. William S. Middleton VA, Madison, Wisconsin, USA
| | - Garth R Jacobsen
- Department of Surgery, University of California San Diego, San Diego, California, USA
| | - Anne O Lidor
- Department of Surgery, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - James A Goodman
- Translational Clinical Sciences, Pfizer Research & Development, Cambridge, Massachusetts, USA
| | - Sami B Khoury
- Department of Radiology, University of California San Diego, San Diego, California, USA
| | - Claude B Sirlin
- Department of Radiology, University of California San Diego, San Diego, California, USA
| | - Scott B Reeder
- Department of Radiology, University of Wisconsin-Madison, Madison, Wisconsin, USA
- Department of Medical Physics, University of Wisconsin-Madison, Madison, Wisconsin, USA
- Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, Wisconsin, USA
- Department of Medicine, University of Wisconsin-Madison, Madison, Wisconsin, USA
- Department of Emergency Medicine, University of Wisconsin-Madison, Madison, Wisconsin, USA
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8
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Schäfer H, Lajmi N, Valente P, Pedrioli A, Cigoianu D, Hoehne B, Schenk M, Guo C, Singhrao R, Gmuer D, Ahmed R, Silchmüller M, Ekinci O. The Value of Clinical Decision Support in Healthcare: A Focus on Screening and Early Detection. Diagnostics (Basel) 2025; 15:648. [PMID: 40075895 PMCID: PMC11899545 DOI: 10.3390/diagnostics15050648] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2024] [Revised: 02/18/2025] [Accepted: 02/24/2025] [Indexed: 03/14/2025] Open
Abstract
In a rapidly changing technology landscape, "Clinical Decision Support" (CDS) has become an important tool to improve patient management. CDS systems offer medical professionals new insights to improve diagnostic accuracy, therapy planning, and personalized treatment. In addition, CDS systems provide cost-effective options to augment conventional screening for secondary prevention. This review aims to (i) describe the purpose and mechanisms of CDS systems, (ii) discuss different entities of algorithms, (iii) highlight quality features, and (iv) discuss challenges and limitations of CDS in clinical practice. Furthermore, we (v) describe contemporary algorithms in oncology, acute care, cardiology, and nephrology. In particular, we consolidate research on algorithms across diseases that imply a significant disease and economic burden, such as lung cancer, colorectal cancer, hepatocellular cancer, coronary artery disease, traumatic brain injury, sepsis, and chronic kidney disease.
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Affiliation(s)
- Hendrik Schäfer
- Clinical Development & Medical Affairs, Roche Diagnostics International Ltd., Forrenstrasse 2, 6343 Rotkreuz, Switzerland (R.S.)
- Medical Faculty, Friedrich Schiller University Jena, 07737 Jena, Germany
| | - Nesrine Lajmi
- Clinical Value & Validation, Roche Information Solutions, 2881 Scott Blvd, Santa Clara, CA 95050, USA
| | - Paolo Valente
- Clinical Development & Medical Affairs, Roche Diagnostics International Ltd., Forrenstrasse 2, 6343 Rotkreuz, Switzerland (R.S.)
| | - Alessandro Pedrioli
- Clinical Value & Validation, Roche Information Solutions, F. Hoffmann-La Roche Ltd., Grenzacherstrasse 124, 4070 Basel, Switzerland
| | - Daniel Cigoianu
- Clinical Development & Medical Affairs, Roche Diagnostics International Ltd., Forrenstrasse 2, 6343 Rotkreuz, Switzerland (R.S.)
| | - Bernhard Hoehne
- Clinical Development & Medical Affairs, Roche Diagnostics International Ltd., Forrenstrasse 2, 6343 Rotkreuz, Switzerland (R.S.)
| | - Michaela Schenk
- Quality & Regulatory Roche Information Solutions, Roche Diagnostics International Ltd., Forrenstrasse 2, 6343 Rotkreuz, Switzerland
| | - Chaohui Guo
- Clinical Value & Validation, Roche Information Solutions, F. Hoffmann-La Roche Ltd., Grenzacherstrasse 124, 4070 Basel, Switzerland
| | - Ruby Singhrao
- Clinical Development & Medical Affairs, Roche Diagnostics International Ltd., Forrenstrasse 2, 6343 Rotkreuz, Switzerland (R.S.)
| | - Deniz Gmuer
- Healthcare Insights, Roche Information Solutions, Roche Diagnostics International Ltd., Forrenstrasse 2, 6343 Rotkreuz, Switzerland
| | - Rezwan Ahmed
- Data, Analytics & Research, Roche Information Solutions, 2881 Scott Blvd, Santa Clara, CA 95050, USA
| | - Maximilian Silchmüller
- Medical Faculty, Friedrich Schiller University Jena, 07737 Jena, Germany
- Wiener Gesundheitsverbund, Klinik Landstraße, Juchgasse 25, 1030 Vienna, Austria
| | - Okan Ekinci
- Digital Technology & Health Information, Roche Information Solutions, 2841 Scott Blvd, Santa Clara, CA 95050, USA
- School of Medicine, University College Dublin, D04 C1P1 Dublin, Ireland
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9
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Kafali SG, Bolster BD, Shih S, Delgado TI, Deshpande V, Zhong X, Adamos TR, Ghahremani S, Calkins KL, Wu HH. Self-Gated Radial Free-Breathing Liver MR Elastography: Assessment of Technical Performance in Children at 3 T. J Magn Reson Imaging 2025; 61:1271-1283. [PMID: 39036994 PMCID: PMC11751131 DOI: 10.1002/jmri.29541] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2024] [Revised: 07/05/2024] [Accepted: 07/08/2024] [Indexed: 07/23/2024] Open
Abstract
BACKGROUND Conventional liver magnetic resonance elastography (MRE) requires breath-holding (BH) to avoid motion artifacts, which is challenging for children. While radial free-breathing (FB)-MRE is an alternative for quantifying liver stiffness (LS), previous methods had limitations of long scan times, acquiring two slices in 5 minutes, and not resolving motion during reconstruction. PURPOSE To reduce FB-MRE scan time to 4 minutes for four slices and to investigate the impact of self-gated (SG) motion compensation on FB-MRE LS quantification in terms of agreement, intrasession repeatability, and technical quality compared to conventional BH-MRE. STUDY TYPE Prospective. POPULATION Twenty-six children without fibrosis (median age: 12.9 years, 15 females). FIELD STRENGTH/SEQUENCE 3 T; Cartesian gradient-echo (GRE) BH-MRE, research application radial GRE FB-MRE. ASSESSMENT Participants were scanned twice to measure repeatability, without moving the table or changing the participants' position. LS was measured in areas of the liver with numerical confidence ≥90%. Technical quality was examined using measurable liver area (%). STATISTICAL TESTS Agreement of LS between BH-MRE and FB-MRE was evaluated using Bland-Altman analysis for SG acceptance rates of 40%, 60%, 80%, and 100%. LS repeatability was assessed using within-subject coefficient of variation (wCV). The differences in LS and measurable liver area were examined using Kruskal-Wallis and Wilcoxon signed-rank tests. P < 0.05 was considered significant. RESULTS FB-MRE with 60% SG achieved the closest agreement with BH-MRE (mean difference 0.00 kPa). The LS ranged from 1.70 to 1.83 kPa with no significant differences between BH-MRE and FB-MRE with varying SG rates (P = 0.52). All tested methods produced repeatable LS with wCV from 4.4% to 6.5%. The median measurable liver area was smaller for FB-MRE (32%-45%) than that for BH-MRE (91%-93%) (P < 0.05). DATA CONCLUSION FB-MRE with 60% SG can quantify LS with close agreement and comparable repeatability with respect to BH-MRE in children. LEVEL OF EVIDENCE 2 TECHNICAL EFFICACY: Stage 1.
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Affiliation(s)
- Sevgi Gokce Kafali
- Department of Radiological SciencesDavid Geffen School of Medicine, University of California Los AngelesLos AngelesCaliforniaUSA
- Department of BioengineeringUniversity of California Los AngelesLos AngelesCaliforniaUSA
| | - Bradley D. Bolster
- US MR R&D CollaborationsSiemens Medical Solutions USA, Inc.Salt Lake CityUtahUSA
| | - Shu‐Fu Shih
- Department of Radiological SciencesDavid Geffen School of Medicine, University of California Los AngelesLos AngelesCaliforniaUSA
- Department of BioengineeringUniversity of California Los AngelesLos AngelesCaliforniaUSA
| | - Timoteo I. Delgado
- Department of Radiological SciencesDavid Geffen School of Medicine, University of California Los AngelesLos AngelesCaliforniaUSA
- Physics and Biology in Medicine Interdepartmental Program, David Geffen School of MedicineUniversity of California Los AngelesLos AngelesCaliforniaUSA
| | - Vibhas Deshpande
- US MR R&D CollaborationsSiemens Medical Solutions USA, Inc.AustinTexasUSA
| | - Xiaodong Zhong
- Department of Radiological SciencesDavid Geffen School of Medicine, University of California Los AngelesLos AngelesCaliforniaUSA
- Department of BioengineeringUniversity of California Los AngelesLos AngelesCaliforniaUSA
- Physics and Biology in Medicine Interdepartmental Program, David Geffen School of MedicineUniversity of California Los AngelesLos AngelesCaliforniaUSA
| | - Timothy R. Adamos
- Department of Pediatrics, David Geffen School of MedicineUniversity of California Los AngelesLos AngelesCaliforniaUSA
| | - Shahnaz Ghahremani
- Department of Radiological SciencesDavid Geffen School of Medicine, University of California Los AngelesLos AngelesCaliforniaUSA
| | - Kara L. Calkins
- Department of Pediatrics, David Geffen School of MedicineUniversity of California Los AngelesLos AngelesCaliforniaUSA
| | - Holden H. Wu
- Department of Radiological SciencesDavid Geffen School of Medicine, University of California Los AngelesLos AngelesCaliforniaUSA
- Department of BioengineeringUniversity of California Los AngelesLos AngelesCaliforniaUSA
- Physics and Biology in Medicine Interdepartmental Program, David Geffen School of MedicineUniversity of California Los AngelesLos AngelesCaliforniaUSA
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10
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Shen Q, Kang H, Chen W. Editorial for "Deep Learning-Enabled Automated Quality Control for Liver MR Elastography: Initial Results". J Magn Reson Imaging 2025; 61:995-996. [PMID: 39777940 DOI: 10.1002/jmri.29492] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2024] [Accepted: 04/16/2024] [Indexed: 01/11/2025] Open
Affiliation(s)
- Qiuyi Shen
- Department of Imaging and Interventional Radiology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Hongjian Kang
- Department of Imaging and Interventional Radiology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Weitian Chen
- Department of Imaging and Interventional Radiology, The Chinese University of Hong Kong, Hong Kong SAR, China
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11
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Duarte-Rojo A, Taouli B, Leung DH, Levine D, Nayfeh T, Hasan B, Alsawaf Y, Saadi S, Majzoub AM, Manolopoulos A, Haffar S, Dundar A, Murad MH, Rockey DC, Alsawas M, Sterling RK. Imaging-based noninvasive liver disease assessment for staging liver fibrosis in chronic liver disease: A systematic review supporting the AASLD Practice Guideline. Hepatology 2025; 81:725-748. [PMID: 38489521 DOI: 10.1097/hep.0000000000000852] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2023] [Accepted: 01/19/2024] [Indexed: 03/17/2024]
Abstract
BACKGROUND AND AIMS Transient elastography (TE), shear wave elastography, and/or magnetic resonance elastography (MRE), each providing liver stiffness measurement (LSM), are the most studied imaging-based noninvasive liver disease assessment (NILDA) techniques. To support the American Association for the Study of Liver Diseases guidelines on NILDA, we summarized the evidence on the accuracy of these LSM methods to stage liver fibrosis (F). APPROACH AND RESULTS A comprehensive search for studies assessing LSM by TE, shear wave elastography, or MRE for the identification of significant fibrosis (F2-4), advanced fibrosis (F3-4), or cirrhosis (F4), using histopathology as the standard of reference by liver disease etiology in adults or children from inception to April 2022 was performed. We excluded studies with <50 patients with a single disease entity and mixed liver disease etiologies (with the exception of HCV/HIV coinfection). Out of 9447 studies, 240 with 61,193 patients were included in this systematic review. In adults, sensitivities for the identification of F2-4 ranged from 51% to 95%, for F3-4 from 70% to 100%, and for F4 from 60% to 100% across all techniques/diseases, whereas specificities ranged from 36% to 100%, 74% to 100%, and 67% to 99%, respectively. The largest body of evidence available was for TE; MRE appeared to be the most accurate method. Imaging-based NILDA outperformed blood-based NILDA in most comparisons, particularly for the identification of F3-4/F4. In the pediatric population, imaging-based NILDA is likely as accurate as in adults. CONCLUSIONS LSM from TE, shear wave elastography, and MRE shows acceptable to outstanding accuracy for the detection of liver fibrosis across various liver disease etiologies. Accuracy increased from F2-4 to F3-4 and was the highest for F4. Further research is needed to better standardize the use of imaging-based NILDA, particularly in pediatric liver diseases.
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Affiliation(s)
- Andres Duarte-Rojo
- Division of Gastroenterology and Hepatology, Northwestern Medicine and Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Bachir Taouli
- Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Daniel H Leung
- Department of Pediatrics, Baylor College of Medicine and Division of Gastroenterology, Hepatology and Nutrition, Texas Children's Hospital, Houston, Texas, USA
| | - Deborah Levine
- Department of Radiology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Tarek Nayfeh
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Bashar Hasan
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Yahya Alsawaf
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Samer Saadi
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | | | | | - Samir Haffar
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Ayca Dundar
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - M Hassan Murad
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Don C Rockey
- Digestive Disease Research Center, Medical University of South Carolina, Charleston, South Carolina, USA
| | - Mouaz Alsawas
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Richard K Sterling
- Section of Hepatology, Department of Medicine, Virginia Commonwealth University, Richmond, Virginia, USA
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12
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Zeng Q, Mohammed SK, Aleef TA, Honarvar M, Schneider C, Pang EHT, Jago J, Ramji A, Yoshida EM, Rohling R, Salcudean SE. Validation of Volumetric Multifrequency Shear Wave Vibro-Elastography With Matrix Array Transducer for the In Vivo Liver. IEEE TRANSACTIONS ON ULTRASONICS, FERROELECTRICS, AND FREQUENCY CONTROL 2025; 72:178-190. [PMID: 40031541 DOI: 10.1109/tuffc.2024.3519192] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/05/2025]
Abstract
Three-dimensional shear wave absolute vibro-elastography (S-WAVE) is a steady-state, volumetric elastography imaging technique similar to magnetic resonance elastography (MRE), with the additional advantage of multifrequency imaging and a significantly shorter examination time. We present a novel ultrasound matrix array implementation of S-WAVE for high-volume refresh rate acquisition. This new imaging setup is equipped with real-time shear wave monitoring for an improved data collection workflow and image quality. The image processing and elasticity reconstruction pipeline is tailored for high body mass index (BMI) subjects. We characterized this system with tissue phantoms and a human study cohort composed of 7 healthy volunteers and 25 patients with nonalcoholic fatty liver disease. The validation results show that S-WAVE can maintain a high agreement with the liver tissue stiffness measurements obtained with both the 2-D and 3-D MRE techniques, with an average cross correlation >93% and an average , which outperforms the conventional transient elasticity technique. Our findings show that the matrix array-based 3-D S-WAVE is a suitable volumetric elastography imaging solution for delivering a similar assessment of liver fibrosis as MRE in a more accessible, flexible, and cost-effective way.
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13
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Ali R, Li H, Zhang H, Pan W, Reeder SB, Harris D, Masch W, Aslam A, Shanbhogue K, Bernieh A, Ranganathan S, Parikh N, Dillman JR, He L. Multi-site, multi-vendor development and validation of a deep learning model for liver stiffness prediction using abdominal biparametric MRI. Eur Radiol 2025:10.1007/s00330-024-11312-3. [PMID: 39779515 DOI: 10.1007/s00330-024-11312-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2024] [Revised: 11/04/2024] [Accepted: 11/24/2024] [Indexed: 01/11/2025]
Abstract
BACKGROUND Chronic liver disease (CLD) is a substantial cause of morbidity and mortality worldwide. Liver stiffness, as measured by MR elastography (MRE), is well-accepted as a surrogate marker of liver fibrosis. PURPOSE To develop and validate deep learning (DL) models for predicting MRE-derived liver stiffness using routine clinical non-contrast abdominal T1-weighted (T1w) and T2-weighted (T2w) data from multiple institutions/system manufacturers in pediatric and adult patients. MATERIALS AND METHODS We identified pediatric and adult patients with known or suspected CLD from four institutions, who underwent clinical MRI with MRE from 2011 to 2022. We used T1w and T2w data to train DL models for liver stiffness classification. Patients were categorized into two groups for binary classification using liver stiffness thresholds (≥ 2.5 kPa, ≥ 3.0 kPa, ≥ 3.5 kPa, ≥ 4 kPa, or ≥ 5 kPa), reflecting various degrees of liver stiffening. RESULTS We identified 4695 MRI examinations from 4295 patients (mean ± SD age, 47.6 ± 18.7 years; 428 (10.0%) pediatric; 2159 males [50.2%]). With a primary liver stiffness threshold of 3.0 kPa, our model correctly classified patients into no/minimal (< 3.0 kPa) vs moderate/severe (≥ 3.0 kPa) liver stiffness with AUROCs of 0.83 (95% CI: 0.82, 0.84) in our internal multi-site cross-validation (CV) experiment, 0.82 (95% CI: 0.80, 0.84) in our temporal hold-out validation experiment, and 0.79 (95% CI: 0.75, 0.81) in our external leave-one-site-out CV experiment. The developed model is publicly available ( https://github.com/almahdir1/Multi-channel-DeepLiverNet2.0.git ). CONCLUSION Our DL models exhibited reasonable diagnostic performance for categorical classification of liver stiffness on a large diverse dataset using T1w and T2w MRI data. KEY POINTS Question Can DL models accurately predict liver stiffness using routine clinical biparametric MRI in pediatric and adult patients with CLD? Findings DeepLiverNet2.0 used biparametric MRI data to classify liver stiffness, achieving AUROCs of 0.83, 0.82, and 0.79 for multi-site CV, hold-out validation, and external CV. Clinical relevance Our DeepLiverNet2.0 AI model can categorically classify the severity of liver stiffening using anatomic biparametric MR images in children and young adults. Model refinements and incorporation of clinical features may decrease the need for MRE.
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Affiliation(s)
- Redha Ali
- Imaging Research Center, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Department of Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Hailong Li
- Imaging Research Center, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Department of Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Neurodevelopmental Disorders Prevention Center, Perinatal Institute, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Artificial Intelligence Imaging Research Center, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Huixian Zhang
- Imaging Research Center, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Department of Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Wen Pan
- Imaging Research Center, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Department of Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Scott B Reeder
- Department of Radiology, University of Wisconsin, Madison, WI, USA
- Department of Medical Physics, Biomedical Engineering, Medicine, Emergency Medicine, University of Wisconsin, Madison, WI, USA
| | - David Harris
- Department of Radiology, University of Wisconsin, Madison, WI, USA
| | - William Masch
- Department of Radiology, Michigan Medicine, Ann Arbor, MI, USA
| | - Anum Aslam
- Department of Radiology, Michigan Medicine, Ann Arbor, MI, USA
| | | | - Anas Bernieh
- Division of Pathology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | | | - Nehal Parikh
- Neurodevelopmental Disorders Prevention Center, Perinatal Institute, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Jonathan R Dillman
- Imaging Research Center, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
- Department of Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
- Artificial Intelligence Imaging Research Center, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
| | - Lili He
- Imaging Research Center, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
- Department of Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
- Neurodevelopmental Disorders Prevention Center, Perinatal Institute, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
- Artificial Intelligence Imaging Research Center, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
- Department of Computer Science, Biomedical Engineering, Biomedical Informatics, University of Cincinnati, Cincinnati, OH, USA.
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14
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Charoenchue P, Khorana J, Chitapanarux T, Inmutto N, Na Chiangmai W, Amantakul A, Pojchamarnwiputh S, Tantraworasin A. Two-Dimensional Shear-Wave Elastography: Accuracy in Liver Fibrosis Staging Using Magnetic Resonance Elastography as the Reference Standard. Diagnostics (Basel) 2024; 15:62. [PMID: 39795589 PMCID: PMC11719920 DOI: 10.3390/diagnostics15010062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2024] [Revised: 12/24/2024] [Accepted: 12/28/2024] [Indexed: 01/13/2025] Open
Abstract
Background: The accurate staging of liver fibrosis is crucial for managing chronic liver disease (CLD). Although magnetic resonance elastography (MRE) is the reference standard for noninvasive fibrosis assessment, its cost, specialized hardware, and operational demands restrict accessibility. In contrast, two-dimensional shear-wave elastography (2D-SWE) is more affordable, accessible, and widely integrated into routine ultrasound systems. Objective: Our aim was to determine the optimal 2D-SWE cut-offs for detecting significant fibrosis (≥F2) and evaluate its diagnostic performance across fibrosis stages. Methods: In this prospective study, 71 patients with suspected CLD underwent same-day MRE and 2D-SWE. MRE-defined cut-offs categorized fibrosis stages (≥3.5 kPa for significant fibrosis). Sensitivity, specificity, area under the receiver operating characteristic curve (AUROC), and likelihood ratios were calculated for various 2D-SWE thresholds. Results: At a 2D-SWE cut-off of 7.0 kPa, sensitivity for detecting ≥F2 fibrosis was 100% with a specificity of 85.7% and a positive likelihood ratio (LR+) of 7.0. Increasing the threshold to 8.0 kPa improved specificity to 91.8% while maintaining a sensitivity of 86.4% and achieving an AUROC of 0.89. For cirrhosis, a cut-off of 11.0 kPa achieved 100% sensitivity and 96.9% specificity. A 5.0 kPa cut-off reliably excluded abnormal stiffness with 89.1% sensitivity. Conclusions: Two-dimensional SWE is a reliable method for staging liver fibrosis. Thresholds of 7.0 kPa for screening significant fibrosis, 8.0 kPa for confirmation, and 11.0 kPa for diagnosing cirrhosis demonstrate high diagnostic accuracy. A 5.0 kPa cut-off effectively excludes abnormal liver stiffness.
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Affiliation(s)
- Puwitch Charoenchue
- Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand; (P.C.); (N.I.); (W.N.C.); (A.A.)
| | - Jiraporn Khorana
- Department of Surgery, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand;
- Department of Biomedical Informatics and Clinical Epidemiology, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
- Clinical Surgical Research Center, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
| | - Taned Chitapanarux
- Department of Internal Medicine, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand;
| | - Nakarin Inmutto
- Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand; (P.C.); (N.I.); (W.N.C.); (A.A.)
| | - Wittanee Na Chiangmai
- Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand; (P.C.); (N.I.); (W.N.C.); (A.A.)
| | - Amonlaya Amantakul
- Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand; (P.C.); (N.I.); (W.N.C.); (A.A.)
| | - Suwalee Pojchamarnwiputh
- Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand; (P.C.); (N.I.); (W.N.C.); (A.A.)
| | - Apichat Tantraworasin
- Department of Surgery, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand;
- Clinical Surgical Research Center, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
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15
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Darwish OI, Koch V, Vogl TJ, Wolf M, Schregel K, Purushotham A, Vilgrain V, Paradis V, Neji R, Sinkus R. MR Elastography Using the Gravitational Transducer. SENSORS (BASEL, SWITZERLAND) 2024; 24:8038. [PMID: 39771774 PMCID: PMC11679839 DOI: 10.3390/s24248038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/04/2024] [Revised: 12/02/2024] [Accepted: 12/12/2024] [Indexed: 01/11/2025]
Abstract
MR elastography is a non-invasive imaging technique that provides quantitative maps of tissue biomechanical properties, i.e., elasticity and viscosity. Currently, hepatic MR elastography is deployed in the clinic to assess liver fibrosis in MAFLD patients. In addition, research has demonstrated MR elastography's ability to non-invasively assess chronic liver disease and to characterize breast cancer lesions and brain tumors. MR elastography requires efficient mechanical wave generation and penetration, motion-sensitized MRI sequences, and MR elastography inversion algorithms to retrieve the biomechanical properties of the tissue. MR elastography promises to enable non-invasive and versatile assessment of tissue, leading to better diagnosis and staging of several clinical conditions.
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Affiliation(s)
- Omar Isam Darwish
- Research Department of Imaging Physics and Engineering, School of Biomedical Engineering and Imaging Sciences, King’s College London, London WC2R 2LS, UK; (R.N.)
- MR Predevelopment, Siemens Healthineers, 91052 Erlangen, Germany
| | - Vitali Koch
- Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60629 Frankfurt am Main, Germany
| | - Thomas J. Vogl
- Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, 60629 Frankfurt am Main, Germany
| | - Marcos Wolf
- Centre for Medical Physics and Biomedical Engineering, Medical University of Vienna, 1090 Vienna, Austria
| | - Katharina Schregel
- Department of Neuroradiology, Heidelberg University Hospital, 69120 Heidelberg, Germany
| | - Arnie Purushotham
- School of Cancer & Pharmaceutical Sciences, King’s College London, London WC2R 2LS, UK
| | - Valérie Vilgrain
- INSERM, Centre de Recherche sur l’Inflammation, Universite Paris Cite, 45018 Paris, France
- Department of Radiology, Hospital Beaujon, 92110 Clichy, France
| | - Valérie Paradis
- INSERM, Centre de Recherche sur l’Inflammation, Universite Paris Cite, 45018 Paris, France
- Department of Pathology, Hospital Beaujon, 92110 Clichy, France
| | - Radhouene Neji
- Research Department of Imaging Physics and Engineering, School of Biomedical Engineering and Imaging Sciences, King’s College London, London WC2R 2LS, UK; (R.N.)
| | - Ralph Sinkus
- Research Department of Imaging Physics and Engineering, School of Biomedical Engineering and Imaging Sciences, King’s College London, London WC2R 2LS, UK; (R.N.)
- Laboratory for Vascular Translational Science (LVTS), INSERM U1148, 75877 Paris, France
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16
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Boraschi P, Mazzantini V, Donati F, Coco B, Vianello B, Pinna A, Morganti R, Colombatto P, Brunetto MR, Neri E. Primary sclerosing cholangitis: Is qualitative and quantitative 3 T MR imaging useful for the evaluation of disease severity? Eur J Radiol Open 2024; 13:100595. [PMID: 39206437 PMCID: PMC11357777 DOI: 10.1016/j.ejro.2024.100595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2024] [Revised: 08/02/2024] [Accepted: 08/05/2024] [Indexed: 09/04/2024] Open
Abstract
Purpose To analyze the role of qualitative and quantitative 3 T MR imaging assessment as a non-invasive method for the evaluation of disease severity in patients with primary sclerosing cholangitis (PSC). Methods A series of 26 patients, with histological diagnosis of PSC undergoing 3 T MRI and hepatological evaluation, was retrospectively enrolled. All MR examinations included diffusion-weighted imaging (DWI), T2-weighted (T2w) and T1-weighted (T1w) sequences, before and after administration of Gd-EOB-DTPA with the acquisition of both dynamic and hepato-biliary phase (HBP). Qualitative analysis was performed by assessment of liver parenchyma and biliary tract changes, also including biliary excretion of gadoxetic acid on HBP. Quantitative evaluation was conducted on liver parenchyma by measurement of apparent diffusion coefficient (ADC) and relative enhancement (RE) on 3-minute delayed phase and on HBP. Results of blood tests (ALT, ALP, GGT, total and direct bilirubin, albumin, and platelets) and transient elastography-derived liver stiffness measurements (TE-LSM) were collected and correlated with qualitative and quantitative MRI findings. Results Among qualitative and quantitative findings, fibrosis visual assessment and RE had the best performance in estimating disease severity, showing a statistically significant correlation with both biomarkers of cholestasis and TE-LSM. Statistical analysis also revealed a significant correlation of gadoxetic acid biliary excretion with ALT and direct bilirubin, as well as of ADC with total bilirubin. Conclusion Qualitative and quantitative 3 T MR evaluation is a promising non-invasive method for the assessment of disease severity in patients with PSC.
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Affiliation(s)
- Piero Boraschi
- 2nd Unit of Radiology, Department of Radiological Nuclear and Laboratory Medicine - Pisa University Hospital, Via Paradisa 2, Pisa 56124, Italy
| | - Valentina Mazzantini
- Academic Radiology, Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Via Roma 67, Pisa 56126, Italy
| | - Francescamaria Donati
- 2nd Unit of Radiology, Department of Radiological Nuclear and Laboratory Medicine - Pisa University Hospital, Via Paradisa 2, Pisa 56124, Italy
| | - Barbara Coco
- Hepatology Unit, Pisa University Hospital, Via Paradisa 2, Pisa 56124, Italy
| | - Barbara Vianello
- Hepatology Unit, Pisa University Hospital, Via Paradisa 2, Pisa 56124, Italy
| | - Andrea Pinna
- Hepatology Unit, Pisa University Hospital, Via Paradisa 2, Pisa 56124, Italy
| | - Riccardo Morganti
- Departmental Section of Statistical Support for Clinical Trials, Pisa University Hospital, Via Roma 67, Pisa 56126, Italy
| | - Piero Colombatto
- Hepatology Unit, Pisa University Hospital, Via Paradisa 2, Pisa 56124, Italy
| | | | - Emanuele Neri
- Academic Radiology, Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Via Roma 67, Pisa 56126, Italy
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17
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Gomes NBN, Torres US, Ferraz MLCG, D'Ippolito G. Advanced Magnetic Resonance Imaging for Detection of Liver Fibrosis and Inflammation in Autoimmune Hepatitis: A State-of-the-Art Review. Semin Ultrasound CT MR 2024; 45:464-475. [PMID: 39069278 DOI: 10.1053/j.sult.2024.07.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/30/2024]
Abstract
Autoimmune hepatitis is a rare chronic liver disease, associated with a high level of morbidity and high mortality; approximately 40% of patients with severe untreated disease die within 6 months of diagnosis. It should be treated to achieve complete biochemical and histologic resolution of the disease using corticosteroids and immunosuppression to prevent further progression to cirrhosis. The use of invasive liver biopsy is recommended for the staging and assessment of inflammation and fibrosis for treatment decision-making in the face of an unsatisfactory response or clinical remission, including being a determinant for withdrawal of immunosuppression. On the other hand, liver biopsy is invasive, costly, and not free of complications. It also has potential sampling error and poor interobserver agreement. The limitations of liver biopsy highlight the importance of developing new imaging biomarkers that allow accurate and non-invasive assessment of autoimmune hepatitis in terms of liver inflammation and fibrosis, developing the virtual biopsy concept. Therefore, we review the state-of-the-art of Magnetic Resonance Imaging sequences for the noninvasive evaluation of autoimmune hepatitis, including historical advances and future directions.
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Affiliation(s)
- Natália B N Gomes
- Department of Radiology, Grupo Fleury, São Paulo, São Paulo, Brazil; Department of Diagnostic Imaging, Escola Paulista de Medicina, Universidade Federal de São Paulo (UNIFESP), São Paulo, São Paulo, Brazil
| | - Ulysses S Torres
- Department of Radiology, Grupo Fleury, São Paulo, São Paulo, Brazil; Department of Diagnostic Imaging, Escola Paulista de Medicina, Universidade Federal de São Paulo (UNIFESP), São Paulo, São Paulo, Brazil.
| | - Maria Lucia C G Ferraz
- Department of Gastroenterology, Escola Paulista de Medicina, Universidade Federal de São Paulo (UNIFESP), São Paulo, São Paulo, Brazil
| | - Giuseppe D'Ippolito
- Department of Radiology, Grupo Fleury, São Paulo, São Paulo, Brazil; Department of Diagnostic Imaging, Escola Paulista de Medicina, Universidade Federal de São Paulo (UNIFESP), São Paulo, São Paulo, Brazil
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18
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Wang R, Wang Y, Qiu S, Ma S, Yan F, Yang GZ, Li R, Feng Y. A Comparative Study of Three Systems for Liver Magnetic Resonance Elastography. J Magn Reson Imaging 2024; 60:2472-2484. [PMID: 38449389 DOI: 10.1002/jmri.29335] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Revised: 02/21/2024] [Accepted: 02/21/2024] [Indexed: 03/08/2024] Open
Abstract
BACKGROUND Different MR elastography (MRE) systems may produce different stiffness measurements, making direct comparison difficult in multi-center investigations. PURPOSE To assess the repeatability and reproducibility of liver stiffness measured by three typical MRE systems. STUDY TYPE Prospective. POPULATION/PHANTOMS Thirty volunteers without liver disease history (20 males, aged 21-28)/5 gel phantoms. FIELD STRENGTH/SEQUENCE 3.0 T United Imaging Healthcare (UIH), 1.5 T Siemens Healthcare, 3.0 T General Electric Healthcare (GE)/Echo planar imaging-based MRE sequence. ASSESSMENT Wave images of volunteers and phantoms were acquired by three MRE systems. Tissue stiffness was evaluated by two observers, while phantom stiffness was assessed automatically by code. The reproducibility across three MRE systems was quantified based on the mean stiffness of each volunteer and phantom. STATISTICAL TESTS Intraclass correlation coefficients (ICC), coefficients of variation (CV), and Bland-Altman analyses were used to assess the interobserver reproducibility, the interscan repeatability, and the intersystem reproducibility. Paired t-tests were performed to assess the interobserver and interscan variation. Friedman tests with Dunn's multiple comparison correction were performed to assess the intersystem variation. P values less than 0.05 indicated significant difference. RESULTS The reproducibility of stiffness measured by the two observers demonstrated consistency with ICC > 0.92, CV < 4.32%, Mean bias < 2.23%, and P > 0.06. The repeatability of measurements obtained using the electromagnetic system for the liver revealed ICC > 0.96, CV < 3.86%, Mean bias < 0.19%, P > 0.90. When considering the range of reproducibility across the three systems for liver evaluations, results ranged with ICCs from 0.70 to 0.87, CVs from 6.46% to 10.99%, and Mean biases between 1.89% and 6.30%. Phantom studies showed similar results. The values of measured stiffness differed across all three systems significantly. DATA CONCLUSION Liver stiffness values measured from different MRE systems can be different, but the measurements across the three MRE systems produced consistent results with excellent reproducibility. EVIDENCE LEVEL 1 TECHNICAL EFFICACY: Stage 2.
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Affiliation(s)
- Runke Wang
- Department of Radiology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, China
- Institute of Medical Robotics, Shanghai Jiao Tong University, Shanghai, China
- National Engineering Research Center of Advanced Magnetic Resonance Technologies for Diagnosis and Therapy (NERC-AMRT), Shanghai Jiao Tong University, Shanghai, China
| | - Yikun Wang
- Department of Radiology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Faculty of Medical Imaging Technology, College of Health Science and Technology, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Suhao Qiu
- Department of Radiology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, China
- Institute of Medical Robotics, Shanghai Jiao Tong University, Shanghai, China
- National Engineering Research Center of Advanced Magnetic Resonance Technologies for Diagnosis and Therapy (NERC-AMRT), Shanghai Jiao Tong University, Shanghai, China
| | - Shengyuan Ma
- Department of Radiology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, China
- Institute of Medical Robotics, Shanghai Jiao Tong University, Shanghai, China
- National Engineering Research Center of Advanced Magnetic Resonance Technologies for Diagnosis and Therapy (NERC-AMRT), Shanghai Jiao Tong University, Shanghai, China
| | - Fuhua Yan
- Department of Radiology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Faculty of Medical Imaging Technology, College of Health Science and Technology, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Guang-Zhong Yang
- School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, China
- Institute of Medical Robotics, Shanghai Jiao Tong University, Shanghai, China
- National Engineering Research Center of Advanced Magnetic Resonance Technologies for Diagnosis and Therapy (NERC-AMRT), Shanghai Jiao Tong University, Shanghai, China
| | - Ruokun Li
- Department of Radiology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Faculty of Medical Imaging Technology, College of Health Science and Technology, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yuan Feng
- Department of Radiology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, China
- Institute of Medical Robotics, Shanghai Jiao Tong University, Shanghai, China
- National Engineering Research Center of Advanced Magnetic Resonance Technologies for Diagnosis and Therapy (NERC-AMRT), Shanghai Jiao Tong University, Shanghai, China
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Stroes ASR, Vos M, Benninga MA, Koot BGP. Pediatric MASLD: current understanding and practical approach. Eur J Pediatr 2024; 184:29. [PMID: 39560782 DOI: 10.1007/s00431-024-05848-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/25/2024] [Revised: 10/17/2024] [Accepted: 10/24/2024] [Indexed: 11/20/2024]
Abstract
Metabolic dysfunction-associated steatotic liver disease (MASLD) is now the most prevalent chronic liver disease in children in industrialized countries mainly due to the rise in obesity and overweight. Besides risk of progressive liver damage, MASLD also carries an increased risk of extra-hepatic morbidity, most importantly type 2 diabetes mellitus and cardiovascular disease. Important challenges remain in the prevention, detection, and treatment of this prevalent disorder. This review outlines the epidemiology and risk factors of MASLD and provides an approach to screening, diagnosis, and treatment based on current best available evidence and expert opinion. What is known: • NAFLD/MASLD is a common disorder in children strongly related to obesity/overweight and insulin resistance. • This silent disorder is underdiagnosed due to lack of awareness and lack of simple diagnostic criteria. What is new: • New diagnostic criteria have transformed NAFLD/MASLD from a diagnosis of exclusion to a positive diagnosis with simple criteria. • Effective treatments are emerging for adults and will likely become available for children. • Identifying children with NAFLD/MASLD has become even more important due to this new treatment perspective.
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Affiliation(s)
- Anne-Sophie R Stroes
- Department of Pediatric Gastroenterology, Emma Children's Hospital, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Miriam Vos
- Division of Pediatric Gastroenterology, Hepatology and Nutrition, Department of Pediatrics, Emory University School of Medicine & Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Marc A Benninga
- Department of Pediatric Gastroenterology, Emma Children's Hospital, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Bart G P Koot
- Department of Pediatric Gastroenterology, Emma Children's Hospital, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands.
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Meyer T, Castelein J, Schattenfroh J, Sophie Morr A, Vieira da Silva R, Tzschätzsch H, Reiter R, Guo J, Sack I. Magnetic resonance elastography in a nutshell: Tomographic imaging of soft tissue viscoelasticity for detecting and staging disease with a focus on inflammation. PROGRESS IN NUCLEAR MAGNETIC RESONANCE SPECTROSCOPY 2024; 144-145:1-14. [PMID: 39645347 DOI: 10.1016/j.pnmrs.2024.05.002] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/26/2024] [Revised: 05/24/2024] [Accepted: 05/27/2024] [Indexed: 12/09/2024]
Abstract
Magnetic resonance elastography (MRE) is an emerging clinical imaging modality for characterizing the viscoelastic properties of soft biological tissues. MRE shows great promise in the noninvasive diagnosis of various diseases, especially those associated with soft tissue changes involving the extracellular matrix, cell density, or fluid turnover including altered blood perfusion - all hallmarks of inflammation from early events to cancer development. This review covers the fundamental principles of measuring tissue viscoelasticity by MRE, which are based on the stimulation and encoding of shear waves and their conversion into parameter maps of mechanical properties by inverse problem solutions of the wave equation. Technical challenges posed by real-world biological tissue properties such as viscosity, heterogeneity, anisotropy, and nonlinear elastic behavior of tissues are discussed. Applications of MRE measurement in both humans and animal models are presented, with emphasis on the detection, characterization, and staging of diseases related to the cascade of biomechanical property changes from early to chronic inflammation in the liver and brain. Overall, MRE provides valuable insights into the biophysics of soft tissues for imaging-based detection and staging of inflammation-associated tissue changes.
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Affiliation(s)
- Tom Meyer
- Department of Radiology, Charité - Universitätsmedizin Berlin, Germany
| | - Johannes Castelein
- Department of Radiology & Nuclear Medicine and Molecular Imaging, University Medical Center Groningen, Netherlands; Department for Biomedical Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark
| | | | - Anna Sophie Morr
- Department of Radiology, Charité - Universitätsmedizin Berlin, Germany
| | - Rafaela Vieira da Silva
- Experimental and Clinical Research Center, a cooperation between the Max Delbrück Center for Molecular Medicine in the Helmholtz Association and Charité - Universitätsmedizin Berlin, Germany
| | - Heiko Tzschätzsch
- Institute of Medical Informatics, Charité - Universitätsmedizin Berlin, Germany
| | - Rolf Reiter
- Department of Radiology, Charité - Universitätsmedizin Berlin, Germany
| | - Jing Guo
- Department of Radiology, Charité - Universitätsmedizin Berlin, Germany
| | - Ingolf Sack
- Department of Radiology, Charité - Universitätsmedizin Berlin, Germany.
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21
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Park H, Kim M, Kim HL, Cho S, Yoon EL, Jun DW. Diagnostic performances of Fibrosis-4 index and nonalcoholic fatty liver disease fibrosis score in metabolic dysfunction-associated steatotic liver disease in Asian primary care clinics. Hepatol Res 2024; 54:1027-1034. [PMID: 38703383 DOI: 10.1111/hepr.14054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Revised: 03/23/2024] [Accepted: 04/18/2024] [Indexed: 05/06/2024]
Abstract
AIMS We aimed to explore the extent to which individuals previously diagnosed with nonalcoholic fatty liver disease (NAFLD) meet the criteria fulfilled with the new nomenclature, metabolic dysfunction-associated steatotic liver disease (MASLD), within an Asian primary clinic cohort. Additionally, we assessed the reliability of the diagnostic performance of FIB-4 and NAFLD fibrosis score (NFS) for MASLD within the primary clinic cohort. METHODS This retrospective cross-sectional study included participants who underwent magnetic resonance elastography and abdominal ultrasonography during their health checkups at nationwide health promotion centers (n = 6740). RESULTS The prevalence rates of NAFLD and MASLD diagnosed based on ultrasonography results were 36.7% and 38.0%, respectively. Notably, 96.8% of patients in the NAFLD cohort fulfilled the new criteria for MASLD. A small proportion of patients with NAFLD (n = 80, 3.2%) did not meet the MASLD criteria. Additionally, 168 patients (6.6%) were newly added to the MASLD group. The areas under the receiver operating characteristic curves for diagnosing advanced hepatic fibrosis for FIB-4 (0.824 in NAFLD vs. 0.818 in MASLD, p = 0.891) and NFS (0.803 in NAFLD vs. 0.781 in MASLD, p = 0.618) were comparable between the MASLD and NAFLD groups. Furthermore, the sensitivity, specificity, positive predictive value, and negative predictive value of FIB-4 and NFS for advanced fibrosis in MASLD were also comparable to those in NAFLD. CONCLUSIONS Most patients (96.8%) previously diagnosed with NAFLD fulfilled the new criteria for MASLD in an Asian primary clinic cohort. Diagnostic performance of FIB-4 in the MASLD cohort demonstrated satisfactory results.
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Affiliation(s)
- Huiyul Park
- Department of Family Medicine, Myoungji Hospital, Hanyang University College of Medicine, Seoul, Korea
| | - Mimi Kim
- Department of Radiology, Hanyang University College of Medicine, Seoul, Korea
| | - Hye-Lin Kim
- College of Pharmacy, Sahmyook University, Seoul, Korea
| | - Seon Cho
- Department of Laboratory Medicine, Health Promotion Research Institute, Seoul, Korea
| | - Eileen L Yoon
- Department of Internal Medicine, Hanyang University College of Medicine, Seoul, Korea
- Hanyang Institute of Bioscience and Biotechnology, Hanyang University, Seoul, Korea
| | - Dae Won Jun
- Department of Internal Medicine, Hanyang University College of Medicine, Seoul, Korea
- Hanyang Institute of Bioscience and Biotechnology, Hanyang University, Seoul, Korea
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22
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Sango-Solanas P, Tse Ve Koon K, Van Reeth E, Nicolle S, Palierne JF, Caussy C, Beuf O. Ultrashort echo time magnetic resonance elastography for quantification of the mechanical properties of short T2 tissues via optimal control-based radiofrequency pulses. NMR IN BIOMEDICINE 2024; 37:e5210. [PMID: 38993021 DOI: 10.1002/nbm.5210] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Revised: 05/22/2024] [Accepted: 06/11/2024] [Indexed: 07/13/2024]
Abstract
The aim of the current study is to demonstrate the feasibility of radiofrequency (RF) pulses generated via an optimal control (OC) algorithm to perform magnetic resonance elastography (MRE) and quantify the mechanical properties of materials with very short transverse relaxation times (T2 < 5 ms) for the first time. OC theory applied to MRE provides RF pulses that bring isochromats from the equilibrium state to a fixed target state, which corresponds to the phase pattern of a conventional MRE acquisition. Such RF pulses applied with a constant gradient allow to simultaneously perform slice selection and motion encoding in the slice direction. Unlike conventional MRE, no additional motion-encoding gradients (MEGs) are needed, enabling shorter echo times. OC pulses were implemented both in turbo spin echo (OC rapid acquisition with refocused echoes [RARE]) and ultrashort echo time (OC UTE) sequences to compare their motion-encoding efficiency with the conventional MEG encoding (classical MEG MRE). MRE experiments were carried out on agar phantoms with very short T2 values and on an ex vivo bovine tendon. Magnitude images, wave field images, phase-to-noise ratio (PNR), and shear storage modulus maps were compared between OC RARE, OC UTE, and classical MEG MRE in samples with different T2 values. Shear storage modulus values of the agar phantoms were in agreement with values found in the literature, and that of the bovine tendon was corroborated with rheometry measurements. Only the OC sequences could encode motion in very short T2 samples, and only OC UTE sequences yielded magnitude images enabling proper visualization of short T2 samples and tissues. The OC UTE sequence produced the best PNRs, demonstrating its ability to perform anatomical and mechanical characterization. Its success warrants in vivo confirmation in further studies.
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Affiliation(s)
- Pilar Sango-Solanas
- Univ Lyon, INSA-Lyon, Inserm, UCBL1, CNRS, CREATIS, UMR 5220, U1294, Villeurbanne, France
| | - Kevin Tse Ve Koon
- Univ Lyon, INSA-Lyon, Inserm, UCBL1, CNRS, CREATIS, UMR 5220, U1294, Villeurbanne, France
| | - Eric Van Reeth
- Univ Lyon, INSA-Lyon, Inserm, UCBL1, CNRS, CREATIS, UMR 5220, U1294, Villeurbanne, France
- CPE Lyon, Département Sciences du Numérique, Lyon, France
| | - Stéphane Nicolle
- Univ Lyon, Univ Gustave Eiffel, Univ Claude Bernard Lyon 1, LBMC UMR_T 9406, Lyon, France
| | | | - Cyrielle Caussy
- Univ Lyon, CarMen Laboratory, INSERM, INRA, INSA Lyon, Université Claude Bernard Lyon 1, Pierre-Bénite, France
- Hospices Civils de Lyon, Département Endocrinologie, Diabète et Nutrition, Hôpital Lyon Sud, Pierre-Bénite, France
| | - Olivier Beuf
- Univ Lyon, INSA-Lyon, Inserm, UCBL1, CNRS, CREATIS, UMR 5220, U1294, Villeurbanne, France
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23
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Allen AM, Younossi ZM, Diehl AM, Charlton MR, Lazarus JV. Envisioning how to advance the MASH field. Nat Rev Gastroenterol Hepatol 2024; 21:726-738. [PMID: 38834817 DOI: 10.1038/s41575-024-00938-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/02/2024] [Indexed: 06/06/2024]
Abstract
Since 1980, the cumulative effort of scientists and health-care stakeholders has advanced the prerequisites to address metabolic dysfunction-associated steatotic liver disease (MASLD), a prevalent chronic non-communicable liver disease. This effort has led to, among others, the approval of the first drug specific for metabolic dysfunction-associated steatohepatitis (MASH; formerly known as nonalcoholic steatohepatitis). Despite substantial progress, MASLD is still a leading cause of advanced chronic liver disease, including primary liver cancer. This Perspective contextualizes the nomenclature change from nonalcoholic fatty liver disease to MASLD and proposes important considerations to accelerate further progress in the field, optimize patient-centric multidisciplinary care pathways, advance pharmacological, behavioural and diagnostic research, and address health disparities. Key regulatory and other steps necessary to optimize the approval and access to upcoming additional pharmacological therapeutic agents for MASH are also outlined. We conclude by calling for increased education and awareness, enhanced health system preparedness, and concerted action by policy-makers to further the public health and policy agenda to achieve at least parity with other non-communicable diseases and to aid in growing the community of practice to reduce the human and economic burden and end the public health threat of MASLD and MASH by 2030.
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Affiliation(s)
- Alina M Allen
- Division of Gastroenterology and Hepatology, Department of Medicine, Mayo Clinic, Rochester, MN, USA
| | - Zobair M Younossi
- Beatty Liver and Obesity Research Program, Inova Health System, Falls Church, VA, USA
- The Global NASH Council, Washington DC, USA
| | | | - Michael R Charlton
- Center for Liver Diseases, Department of Medicine, The University of Chicago, Chicago, IL, USA
| | - Jeffrey V Lazarus
- The Global NASH Council, Washington DC, USA.
- CUNY Graduate School of Public Health and Health Policy (CUNY SPH), New York, NY, USA.
- Barcelona Institute for Global Health (ISGlobal), Hospital Clínic, University of Barcelona, Barcelona, Spain.
- Faculty of Medicine and Health Sciences, University of Barcelona, Barcelona, Spain.
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24
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Ito D, Habe T, Numano T, Okuda S, Soga S, Jinzaki M. A Versatile MR Elastography Research Tool with a Modified Motion Signal-to-noise Ratio Approach. Magn Reson Med Sci 2024; 23:417-427. [PMID: 37045750 PMCID: PMC11447463 DOI: 10.2463/mrms.mp.2022-0149] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Accepted: 03/23/2023] [Indexed: 04/14/2023] Open
Abstract
PURPOSE This study aimed to facilitate research progress in MR elastography (MRE) by providing a versatile and convenient application for MRE reconstruction, namely the MRE research tool (MRE-rTool). It can be used for a series of MRE image analyses, including phase unwrapping, arbitrary bandpass and directional filtering, noise assessment of the wave propagation image (motion SNR), and reconstruction of the elastogram in both 2D and 3D MRE acquisitions. To reinforce the versatility of MRE-rTool, the conventional method of motion SNR was modified into a new method that reflects the effects of image filtering. METHODS MRE tests of the phantom and liver were performed using different estimation algorithms for stiffness value (algebraic inversion of the differential equation [AIDE], local frequency estimation [LFE] in MRE-rTool, and multimodel direct inversion [MMDI] in clinical reconstruction) and acquiring dimensions (2D and 3D acquisitions). This study also tested the accuracy of masking low SNR regions using modified and conventional motion SNR under various mechanical vibration powers. RESULTS The stiffness values estimated using AIDE/LFE in MRE-rTool were comparable to that of MMDI (phantom, 3.71 ± 0.74, 3.60 ± 0.32, and 3.60 ± 0.54 kPa in AIDE, LFE, and MMDI; liver, 2.26 ± 0.31, 2.74 ± 0.16, and 2.21 ± 0.26 kPa in AIDE, LFE, and MMDI). The stiffness value in 3D acquisition was independent of the direction of the motion-encoding gradient and was more accurate than that of 2D acquisition. The masking of low SNR regions using the modified motion SNR worked better than that in the conventional motion SNR for each vibration power, especially when using a directional filter. CONCLUSION The performance of MRE-rTool on test data reached the level required in clinical MRE studies. MRE-rTool has the potential to facilitate MRE research, contribute to the future development of MRE, and has been freely released online.
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Affiliation(s)
- Daiki Ito
- Office of Radiation Technology, Keio University Hospital, Tokyo, Japan
- Department of Radiological Sciences, Graduate School of Human Health Sciences, Tokyo Metropolitan University, Tokyo, Japan
| | - Tetsushi Habe
- Office of Radiation Technology, Keio University Hospital, Tokyo, Japan
| | - Tomokazu Numano
- Department of Radiological Sciences, Graduate School of Human Health Sciences, Tokyo Metropolitan University, Tokyo, Japan
- Health Research Institute, National Institute of Advanced Industrial Science and Technology, Ibaraki, Japan
| | - Shigeo Okuda
- Department of Radiology, Keio University School of Medicine, Tokyo, Japan
| | - Shigeyoshi Soga
- Department of Radiology, Keio University School of Medicine, Tokyo, Japan
| | - Masahiro Jinzaki
- Department of Radiology, Keio University School of Medicine, Tokyo, Japan
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CHATELIN S, GARTEISER P, VAN BEERS BE. Biomechanics of the Liver. MECHANICS OF LIVING TISSUES 2024:1-32. [DOI: 10.1002/9781394306596.ch1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2025]
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Skrip LM, Moosburner S, Tang P, Guo J, Görner S, Tzschätzsch H, Brüggemann K, Walter KA, Hosse C, Fehrenbach U, Arnold A, Modest D, Krenzien F, Schöning W, Malinka T, Pratschke J, Papke B, Käs JA, Sack I, Sauer IM, Hillebrandt KH. Viscoelastic properties of colorectal liver metastases reflect tumour cell viability. J Transl Med 2024; 22:774. [PMID: 39152426 PMCID: PMC11328469 DOI: 10.1186/s12967-024-05559-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2024] [Accepted: 07/29/2024] [Indexed: 08/19/2024] Open
Abstract
BACKGROUND Colorectal cancer is the third most common tumour entity in the world and up to 50% of the patients develop liver metastases (CRLM) within five years. To improve and personalize therapeutic strategies, new diagnostic tools are urgently needed. For instance, biomechanical tumour properties measured by magnetic resonance elastography (MRE) could be implemented as such a diagnostic tool. We postulate that ex vivo MRE combined with histological and radiological evaluation of CRLM could provide biomechanics-based diagnostic markers for cell viability in tumours. METHODS 34 CRLM specimens from patients who had undergone hepatic resection were studied using ex vivo MRE in a frequency range from 500 Hz to 5300 Hz with increments of 400 Hz. Single frequency evaluation of shear wave speed and wave penetration rate as proxies for stiffness and viscosity was performed, along with rheological model fitting based on the spring-pot model and powerlaw exponent α, ranging between 0 (complete solid behaviour) and 1 (complete fluid behaviour). For histological analysis, samples were stained with H&E and categorized according to the degree of regression. Quantitative histologic analysis was performed to analyse nucleus size, aspect ratio, and density. Radiological response was assessed according to RECIST-criteria. RESULTS Five samples showed major response to chemotherapy, six samples partial response and 23 samples no response. For higher frequencies (> 2100 Hz), shear wave speed correlated significantly with the degree of regression (p ≤ 0.05) indicating stiffer properties with less viable tumour cells. Correspondingly, rheological analysis of α revealed more elastic-solid tissue properties at low cell viability and major response (α = 0.43 IQR 0.36, 0.47) than at higher cell viability and no response (α = 0.51 IQR 0.48, 0.55; p = 0.03). Quantitative histological analysis showed a decreased nuclear area and density as well as a higher nuclear aspect ratio in patients with major response to treatment compared to patients with no response (all p < 0.05). DISCUSSION Our results suggest that MRE could be useful in the characterization of biomechanical property changes associated with cell viability in CRLM. In the future, MRE could be applied in clinical diagnosis to support individually tailored therapy plans for patients with CRLM.
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Affiliation(s)
- Lisa-Marie Skrip
- Department of Surgery, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Simon Moosburner
- Department of Surgery, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Augustenburger Platz 1, 13353, Berlin, Germany
- Clinician Scientist Program, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, BIH Academy, Berlin, Germany
| | - Peter Tang
- Department of Surgery, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Jing Guo
- Department of Radiology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Steffen Görner
- Department of Radiology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Heiko Tzschätzsch
- Institute of Medical Informatics, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Kristin Brüggemann
- Department of Radiology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Kilian Alexander Walter
- Department of Surgery, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Clarissa Hosse
- Department of Radiology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Uli Fehrenbach
- Department of Radiology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Alexander Arnold
- Institute of Pathology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Dominik Modest
- Department of Hematology, Oncology, and Cancer Immunology (CVK/CCM), Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Felix Krenzien
- Department of Surgery, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Augustenburger Platz 1, 13353, Berlin, Germany
- Clinician Scientist Program, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, BIH Academy, Berlin, Germany
| | - Wenzel Schöning
- Department of Surgery, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Thomas Malinka
- Department of Surgery, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Johann Pratschke
- Department of Surgery, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Björn Papke
- Institute of Pathology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Josef A Käs
- Soft Matter Physics Division, Peter Debye Institute for Soft Matter Physics, University of Leipzig, Leipzig, Germany
| | - Ingolf Sack
- Clinician Scientist Program, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, BIH Academy, Berlin, Germany
| | - Igor M Sauer
- Department of Surgery, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Augustenburger Platz 1, 13353, Berlin, Germany.
| | - Karl H Hillebrandt
- Department of Surgery, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Augustenburger Platz 1, 13353, Berlin, Germany
- Clinician Scientist Program, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, BIH Academy, Berlin, Germany
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Zhang H, Hang JT, Chang Z, Yu S, Yang H, Xu GK. Scaling-law mechanical marker for liver fibrosis diagnosis and drug screening through machine learning. Front Bioeng Biotechnol 2024; 12:1404508. [PMID: 39081332 PMCID: PMC11286496 DOI: 10.3389/fbioe.2024.1404508] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2024] [Accepted: 06/28/2024] [Indexed: 08/02/2024] Open
Abstract
Studies of cell and tissue mechanics have shown that significant changes in cell and tissue mechanics during lesions and cancers are observed, which provides new mechanical markers for disease diagnosis based on machine learning. However, due to the lack of effective mechanic markers, only elastic modulus and iconographic features are currently used as markers, which greatly limits the application of cell and tissue mechanics in disease diagnosis. Here, we develop a liver pathological state classifier through a support vector machine method, based on high dimensional viscoelastic mechanical data. Accurate diagnosis and grading of hepatic fibrosis facilitates early detection and treatment and may provide an assessment tool for drug development. To this end, we used the viscoelastic parameters obtained from the analysis of creep responses of liver tissues by a self-similar hierarchical model and built a liver state classifier based on machine learning. Using this classifier, we implemented a fast classification of healthy, diseased, and mesenchymal stem cells (MSCs)-treated fibrotic live tissues, and our results showed that the classification accuracy of healthy and diseased livers can reach 0.99, and the classification accuracy of the three liver tissues mixed also reached 0.82. Finally, we provide screening methods for markers in the context of massive data as well as high-dimensional viscoelastic variables based on feature ablation for drug development and accurate grading of liver fibrosis. We propose a novel classifier that uses the dynamical mechanical variables as input markers, which can identify healthy, diseased, and post-treatment liver tissues.
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Affiliation(s)
- Honghao Zhang
- School of Mechanical Engineering, Northwestern Polytechnical University, Xi’an, China
| | - Jiu-Tao Hang
- Department of Engineering Mechanics, SVL, School of Aerospace Engineering, Xi’an Jiaotong University, Xi’an, China
| | - Zhuo Chang
- Department of Engineering Mechanics, SVL, School of Aerospace Engineering, Xi’an Jiaotong University, Xi’an, China
| | - Suihuai Yu
- School of Mechanical Engineering, Northwestern Polytechnical University, Xi’an, China
| | - Hui Yang
- School of Life Sciences, Northwestern Polytechnical University, Xi’an, China
| | - Guang-Kui Xu
- Department of Engineering Mechanics, SVL, School of Aerospace Engineering, Xi’an Jiaotong University, Xi’an, China
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Nakamura A, Yoshimura T, Ichikawa T, Okuyama K. Prognostic significance of low hepatic fat content in advanced chronic liver disease: MRI-PDFF insights. Ann Hepatol 2024; 29:101507. [PMID: 38723748 DOI: 10.1016/j.aohep.2024.101507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Revised: 03/19/2024] [Accepted: 04/18/2024] [Indexed: 05/14/2024]
Abstract
INTRODUCTION AND OBJECTIVES The mechanisms of hepatic fat loss in late-stage metabolic dysfunction-associated fatty liver disease (MASLD) are enigmatic and the prognostic significance of low hepatic fat content (LHF) in chronic liver disease (CLD) is unknown. Proton density fat fraction (PDFF), measured by magnetic resonance imaging (MRI), is considered the most accurate noninvasive method for quantifying hepatic fat content. This study aimed to address these issues by evaluating PDFF. PATIENTS AND METHODS This is a single-center, retrospective study involving 762 patients with CLD, measuring liver stiffness (LS) using MR elastography and PDFF using MRI. LHF was defined as a PDFF ≤ 2.7 % and hepatic reserve function was assessed using the albumin-bilirubin (ALBI) score. Multivariate analysis explored associations between variables. RESULTS LHF was 27 % in the entire cohort, and PDFF was significantly decreased with LS ≥ 5.5 kPa (p < 0.05). On the multivariate analysis, low body mass index and ALBI score were independently associated with LHF (p < 0.05). In advanced CLD (n = 288), ALBI score and PDFF showed a significant negative correlation regardless of etiology (MASLD/non-MASLD: r= -0.613/-0.233), and the prevalence of LHF increased with progression of ALBI grade (p < 0.01 each). In addition, lower PDFF was associated with increased liver-related and all-cause mortality (p < 0.01), and Cox proportional hazards models extracted LHF as an independent prognostic factor, along with ALBI score and hepatocellular carcinoma (p < 0.05 each). CONCLUSIONS In ACLD, hepatic reserve dysfunction contributed to hepatic fat loss independent of nutritional status, suggesting that LHF may be a poor prognostic factor in all etiologies.
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Affiliation(s)
- Atsushi Nakamura
- Gastroenterological Liver Disease Center, Nippon Koukan Hospital, Kawasaki, Kanagawa, Japan.
| | - Tsubasa Yoshimura
- Gastroenterological Liver Disease Center, Nippon Koukan Hospital, Kawasaki, Kanagawa, Japan
| | - Takeshi Ichikawa
- Gastroenterological Liver Disease Center, Nippon Koukan Hospital, Kawasaki, Kanagawa, Japan
| | - Keiji Okuyama
- Gastroenterological Liver Disease Center, Nippon Koukan Hospital, Kawasaki, Kanagawa, Japan
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Jung W, Asaduddin M, Keum H, Son Y, Yoo D, Kim D, Lee S, Lee DY, Roh J, Park SH, Jon S. Longitudinal Magnetic Resonance Imaging with ROS-Responsive Bilirubin Nanoparticles Enables Monitoring of Nonalcoholic Steatohepatitis Progression to Cirrhosis. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2024; 36:e2305830. [PMID: 38459924 DOI: 10.1002/adma.202305830] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Revised: 03/04/2024] [Indexed: 03/11/2024]
Abstract
Despite the vital importance of monitoring the progression of nonalcoholic fatty liver disease (NAFLD) and its progressive form, nonalcoholic steatohepatitis (NASH), an efficient imaging modality that is readily available at hospitals is currently lacking. Here, a new magnetic-resonance-imaging (MRI)-based imaging modality is presented that allows for efficient and longitudinal monitoring of NAFLD and NASH progression. The imaging modality uses manganese-ion (Mn2+)-chelated bilirubin nanoparticles (Mn@BRNPs) as a reactive-oxygen-species (ROS)-responsive MRI imaging probe. Longitudinal T1-weighted MR imaging of NASH model mice is performed after injecting Mn@BRNPs intravenously. The MR signal enhancement in the liver relative to muscle gradually increases up to 8 weeks of NASH progression, but decreases significantly as NASH progresses to the cirrhosis-like stage at weeks 10 and 12. A new dual input pseudo-three-compartment model is developed to provide information on NASH stage with a single MRI scan. It is also demonstrated that the ROS-responsive Mn@BRNPs can be used to monitor the efficacy of potential anti-NASH drugs with conventional MRI. The findings suggest that the ROS-responsive Mn@BRNPs have the potential to serve as an efficient MRI contrast for monitoring NASH progression and its transition to the cirrhosis-like stage.
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Affiliation(s)
- Wonsik Jung
- Department of Biological Sciences, Center for Precision Bio-Nanomedicine, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Daejeon, 34141, South Korea
| | - Muhammad Asaduddin
- Department of Bio and Brain Engineering, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Daejeon, 34141, South Korea
| | - Hyeongseop Keum
- Department of Biological Sciences, Center for Precision Bio-Nanomedicine, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Daejeon, 34141, South Korea
| | - Youngju Son
- Department of Biological Sciences, Center for Precision Bio-Nanomedicine, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Daejeon, 34141, South Korea
| | - Dohyun Yoo
- Department of Biological Sciences, Center for Precision Bio-Nanomedicine, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Daejeon, 34141, South Korea
| | - Dohyeon Kim
- Department of Biological Sciences, Center for Precision Bio-Nanomedicine, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Daejeon, 34141, South Korea
| | - Seojung Lee
- Department of Biological Sciences, Center for Precision Bio-Nanomedicine, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Daejeon, 34141, South Korea
| | - Dong Yun Lee
- Department of Nuclear Medicine, Asan Medical Center, University of Ulsan College of Medicine, 88 Olympic-ro 43-gil, Seoul, 05505, South Korea
| | - Jin Roh
- Department of Pathology, Ajou University School of Medicine, 164 Worldcup-ro, Suwon, 16499, South Korea
| | - Sung-Hong Park
- Department of Bio and Brain Engineering, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Daejeon, 34141, South Korea
| | - Sangyong Jon
- Department of Biological Sciences, Center for Precision Bio-Nanomedicine, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Daejeon, 34141, South Korea
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Ishihara Y, Numano T, Ito D, Nishijo H, Takamoto K, Kikuchi J, Konuma S, Oka H. Development of a suitable vibration pad for renal MR elastography. Magn Reson Imaging 2024; 109:120-126. [PMID: 38492785 DOI: 10.1016/j.mri.2024.03.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2024] [Revised: 03/04/2024] [Accepted: 03/13/2024] [Indexed: 03/18/2024]
Abstract
The aim of this study was to develop a vibration pad suitable for renal MR elastography (MRE). Chronic kidney disease (CKD) is a progressive condition affecting >800 million people worldwide. Renal fibrosis is a common pathological feature of CKD that causes fibrotic regions to be much stiffer than those in normal renal tissues. Therefore, MRE can be used to diagnose CKD because it can image organ stiffness. In MRE, the shear modulus is obtained from the wavelength of the shear waves. Therefore, it is highly important to propagate shear waves with sufficient vibration strength in the tissue. By using a three-dimensional (3D) printer, we created a "Flexible Pad" suitable for renal MRE. The Flexible Pad was placed under the back of the participant in the supine position and deformed in response to the participant's weight, adhering closely to the body surface. Six healthy volunteers participated in this study. Our Flexible Pad allowed for coherent shear waves (clear waves with little scattering and interference) to be efficiently transmitted to the kidney deep-lying tissues in the abdomen. The shear moduli of the kidney (n = 6) were 8.95 ± 0.84 kPa in the right kidney and 9.70 ± 0.99 kPa in the left kidney. Our results indicate that using our Flexible Pad for renal MRE can provide a more reliable measurement of renal shear modulus.
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Affiliation(s)
- Yoshito Ishihara
- Department of Radiological Sciences, Graduate School of Human Health Sciences, Tokyo Metropolitan University, 7-2-10, Higashiogu, Arakawa-ku, Tokyo 116-8551, Japan
| | - Tomokazu Numano
- Department of Radiological Sciences, Graduate School of Human Health Sciences, Tokyo Metropolitan University, 7-2-10, Higashiogu, Arakawa-ku, Tokyo 116-8551, Japan.
| | - Daiki Ito
- Department of Radiological Sciences, Graduate School of Human Health Sciences, Tokyo Metropolitan University, 7-2-10, Higashiogu, Arakawa-ku, Tokyo 116-8551, Japan; Office of Radiation Technology, Keio University Hospital, Shinanomachi, Shinjuku-ku, Tokyo 160-8582, Japan
| | - Hisao Nishijo
- Department of Sport and Health Sciences, Faculty of Human Sciences, University of East Asia, 2-1, Ichinomiya Gakuen-cho, Shimonoseki-shi, Yamaguchi 751-8503, Japan
| | - Koichi Takamoto
- Department of Sport and Health Sciences, Faculty of Human Sciences, University of East Asia, 2-1, Ichinomiya Gakuen-cho, Shimonoseki-shi, Yamaguchi 751-8503, Japan
| | - Jo Kikuchi
- Department of Radiological Sciences, Graduate School of Human Health Sciences, Tokyo Metropolitan University, 7-2-10, Higashiogu, Arakawa-ku, Tokyo 116-8551, Japan
| | - Shota Konuma
- Department of Radiological Sciences, Graduate School of Human Health Sciences, Tokyo Metropolitan University, 7-2-10, Higashiogu, Arakawa-ku, Tokyo 116-8551, Japan
| | - Hiromu Oka
- Department of Radiological Sciences, Graduate School of Human Health Sciences, Tokyo Metropolitan University, 7-2-10, Higashiogu, Arakawa-ku, Tokyo 116-8551, Japan
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Ozkaya E, Kennedy P, Chen J, Bane O, Dillman JR, Jhaveri KS, Ohliger MA, Rossman PJ, Tkach JA, Doucette JT, Venkatesh SK, Ehman RL, Taouli B. Precision and Test-Retest Repeatability of Stiffness Measurement with MR Elastography: A Multicenter Phantom Study. Radiology 2024; 311:e233136. [PMID: 38742971 PMCID: PMC11140535 DOI: 10.1148/radiol.233136] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2023] [Revised: 03/14/2024] [Accepted: 03/26/2024] [Indexed: 05/16/2024]
Abstract
Background MR elastography (MRE) has been shown to have excellent performance for noninvasive liver fibrosis staging. However, there is limited knowledge regarding the precision and test-retest repeatability of stiffness measurement with MRE in the multicenter setting. Purpose To determine the precision and test-retest repeatability of stiffness measurement with MRE across multiple centers using the same phantoms. Materials and Methods In this study, three cylindrical phantoms made of polyvinyl chloride gel mimicking different degrees of liver stiffness in humans (phantoms 1-3: soft, medium, and hard stiffness, respectively) were evaluated. Between January 2021 and January 2022, phantoms were circulated between five different centers and scanned with 10 MRE-equipped clinical 1.5-T and 3-T systems from three major vendors, using two-dimensional (2D) gradient-recalled echo (GRE) imaging and/or 2D spin-echo (SE) echo-planar imaging (EPI). Similar MRE acquisition parameters, hardware, and reconstruction algorithms were used at each center. Mean stiffness was measured by a single observer for each phantom and acquisition on a single section. Stiffness measurement precision and same-session test-retest repeatability were assessed using the coefficient of variation (CV) and the repeatability coefficient (RC), respectively. Results The mean precision represented by the CV was 5.8% (95% CI: 3.8, 7.7) for all phantoms and both sequences combined. For all phantoms, 2D GRE achieved a CV of 4.5% (95% CI: 3.3, 5.7) whereas 2D SE EPI achieved a CV of 7.8% (95% CI: 3.1, 12.6). The mean RC of stiffness measurement was 5.8% (95% CI: 3.7, 7.8) for all phantoms and both sequences combined, 4.9% (95% CI: 2.7, 7.0) for 2D GRE, and 7.0% (95% CI: 2.9, 11.2) for 2D SE EPI (all phantoms). Conclusion MRE had excellent in vitro precision and same-session test-retest repeatability in the multicenter setting when similar imaging protocols, hardware, and reconstruction algorithms were used. © RSNA, 2024 Supplemental material is available for this article. See also the editorial by Tang in this issue.
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Affiliation(s)
| | | | - Jun Chen
- From the BioMedical Engineering and Imaging Institute (E.O., P.K.,
O.B., B.T.) and Departments of Diagnostic, Molecular and Interventional
Radiology (E.O., P.K., O.B., B.T.) Environmental Medicine and Public Health
(J.T.D.), Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, New York,
NY 10029; Department of Radiology, Mayo Clinic, Rochester, Minn (J.C., P.J.R.,
S.K.V., R.L.E.); Department of Radiology, Nanjing University Medical School
Affiliated Drum Tower Hospital, Nanjing, China (J.C.); Department of Radiology,
Cincinnati Children’s Hospital Medical Center, University of Cincinnati
College of Medicine, Cincinnati, Ohio (J.R.D., J.A.T.); Joint Department of
Medical Imaging, University Health Network, Mount Sinai Hospital, and
Women’s College Hospital, University of Toronto, Toronto, Canada
(K.S.J.); Department of Radiology and Biomedical Imaging, University of
California, San Francisco, Calif (M.A.O.); and Department of Radiology,
Zuckerberg San Francisco General Hospital, San Francisco, Calif (M.A.O.)
| | - Octavia Bane
- From the BioMedical Engineering and Imaging Institute (E.O., P.K.,
O.B., B.T.) and Departments of Diagnostic, Molecular and Interventional
Radiology (E.O., P.K., O.B., B.T.) Environmental Medicine and Public Health
(J.T.D.), Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, New York,
NY 10029; Department of Radiology, Mayo Clinic, Rochester, Minn (J.C., P.J.R.,
S.K.V., R.L.E.); Department of Radiology, Nanjing University Medical School
Affiliated Drum Tower Hospital, Nanjing, China (J.C.); Department of Radiology,
Cincinnati Children’s Hospital Medical Center, University of Cincinnati
College of Medicine, Cincinnati, Ohio (J.R.D., J.A.T.); Joint Department of
Medical Imaging, University Health Network, Mount Sinai Hospital, and
Women’s College Hospital, University of Toronto, Toronto, Canada
(K.S.J.); Department of Radiology and Biomedical Imaging, University of
California, San Francisco, Calif (M.A.O.); and Department of Radiology,
Zuckerberg San Francisco General Hospital, San Francisco, Calif (M.A.O.)
| | - Jonathan R. Dillman
- From the BioMedical Engineering and Imaging Institute (E.O., P.K.,
O.B., B.T.) and Departments of Diagnostic, Molecular and Interventional
Radiology (E.O., P.K., O.B., B.T.) Environmental Medicine and Public Health
(J.T.D.), Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, New York,
NY 10029; Department of Radiology, Mayo Clinic, Rochester, Minn (J.C., P.J.R.,
S.K.V., R.L.E.); Department of Radiology, Nanjing University Medical School
Affiliated Drum Tower Hospital, Nanjing, China (J.C.); Department of Radiology,
Cincinnati Children’s Hospital Medical Center, University of Cincinnati
College of Medicine, Cincinnati, Ohio (J.R.D., J.A.T.); Joint Department of
Medical Imaging, University Health Network, Mount Sinai Hospital, and
Women’s College Hospital, University of Toronto, Toronto, Canada
(K.S.J.); Department of Radiology and Biomedical Imaging, University of
California, San Francisco, Calif (M.A.O.); and Department of Radiology,
Zuckerberg San Francisco General Hospital, San Francisco, Calif (M.A.O.)
| | - Kartik S. Jhaveri
- From the BioMedical Engineering and Imaging Institute (E.O., P.K.,
O.B., B.T.) and Departments of Diagnostic, Molecular and Interventional
Radiology (E.O., P.K., O.B., B.T.) Environmental Medicine and Public Health
(J.T.D.), Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, New York,
NY 10029; Department of Radiology, Mayo Clinic, Rochester, Minn (J.C., P.J.R.,
S.K.V., R.L.E.); Department of Radiology, Nanjing University Medical School
Affiliated Drum Tower Hospital, Nanjing, China (J.C.); Department of Radiology,
Cincinnati Children’s Hospital Medical Center, University of Cincinnati
College of Medicine, Cincinnati, Ohio (J.R.D., J.A.T.); Joint Department of
Medical Imaging, University Health Network, Mount Sinai Hospital, and
Women’s College Hospital, University of Toronto, Toronto, Canada
(K.S.J.); Department of Radiology and Biomedical Imaging, University of
California, San Francisco, Calif (M.A.O.); and Department of Radiology,
Zuckerberg San Francisco General Hospital, San Francisco, Calif (M.A.O.)
| | - Michael A. Ohliger
- From the BioMedical Engineering and Imaging Institute (E.O., P.K.,
O.B., B.T.) and Departments of Diagnostic, Molecular and Interventional
Radiology (E.O., P.K., O.B., B.T.) Environmental Medicine and Public Health
(J.T.D.), Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, New York,
NY 10029; Department of Radiology, Mayo Clinic, Rochester, Minn (J.C., P.J.R.,
S.K.V., R.L.E.); Department of Radiology, Nanjing University Medical School
Affiliated Drum Tower Hospital, Nanjing, China (J.C.); Department of Radiology,
Cincinnati Children’s Hospital Medical Center, University of Cincinnati
College of Medicine, Cincinnati, Ohio (J.R.D., J.A.T.); Joint Department of
Medical Imaging, University Health Network, Mount Sinai Hospital, and
Women’s College Hospital, University of Toronto, Toronto, Canada
(K.S.J.); Department of Radiology and Biomedical Imaging, University of
California, San Francisco, Calif (M.A.O.); and Department of Radiology,
Zuckerberg San Francisco General Hospital, San Francisco, Calif (M.A.O.)
| | - Phillip J. Rossman
- From the BioMedical Engineering and Imaging Institute (E.O., P.K.,
O.B., B.T.) and Departments of Diagnostic, Molecular and Interventional
Radiology (E.O., P.K., O.B., B.T.) Environmental Medicine and Public Health
(J.T.D.), Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, New York,
NY 10029; Department of Radiology, Mayo Clinic, Rochester, Minn (J.C., P.J.R.,
S.K.V., R.L.E.); Department of Radiology, Nanjing University Medical School
Affiliated Drum Tower Hospital, Nanjing, China (J.C.); Department of Radiology,
Cincinnati Children’s Hospital Medical Center, University of Cincinnati
College of Medicine, Cincinnati, Ohio (J.R.D., J.A.T.); Joint Department of
Medical Imaging, University Health Network, Mount Sinai Hospital, and
Women’s College Hospital, University of Toronto, Toronto, Canada
(K.S.J.); Department of Radiology and Biomedical Imaging, University of
California, San Francisco, Calif (M.A.O.); and Department of Radiology,
Zuckerberg San Francisco General Hospital, San Francisco, Calif (M.A.O.)
| | - Jean A. Tkach
- From the BioMedical Engineering and Imaging Institute (E.O., P.K.,
O.B., B.T.) and Departments of Diagnostic, Molecular and Interventional
Radiology (E.O., P.K., O.B., B.T.) Environmental Medicine and Public Health
(J.T.D.), Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, New York,
NY 10029; Department of Radiology, Mayo Clinic, Rochester, Minn (J.C., P.J.R.,
S.K.V., R.L.E.); Department of Radiology, Nanjing University Medical School
Affiliated Drum Tower Hospital, Nanjing, China (J.C.); Department of Radiology,
Cincinnati Children’s Hospital Medical Center, University of Cincinnati
College of Medicine, Cincinnati, Ohio (J.R.D., J.A.T.); Joint Department of
Medical Imaging, University Health Network, Mount Sinai Hospital, and
Women’s College Hospital, University of Toronto, Toronto, Canada
(K.S.J.); Department of Radiology and Biomedical Imaging, University of
California, San Francisco, Calif (M.A.O.); and Department of Radiology,
Zuckerberg San Francisco General Hospital, San Francisco, Calif (M.A.O.)
| | - John T. Doucette
- From the BioMedical Engineering and Imaging Institute (E.O., P.K.,
O.B., B.T.) and Departments of Diagnostic, Molecular and Interventional
Radiology (E.O., P.K., O.B., B.T.) Environmental Medicine and Public Health
(J.T.D.), Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, New York,
NY 10029; Department of Radiology, Mayo Clinic, Rochester, Minn (J.C., P.J.R.,
S.K.V., R.L.E.); Department of Radiology, Nanjing University Medical School
Affiliated Drum Tower Hospital, Nanjing, China (J.C.); Department of Radiology,
Cincinnati Children’s Hospital Medical Center, University of Cincinnati
College of Medicine, Cincinnati, Ohio (J.R.D., J.A.T.); Joint Department of
Medical Imaging, University Health Network, Mount Sinai Hospital, and
Women’s College Hospital, University of Toronto, Toronto, Canada
(K.S.J.); Department of Radiology and Biomedical Imaging, University of
California, San Francisco, Calif (M.A.O.); and Department of Radiology,
Zuckerberg San Francisco General Hospital, San Francisco, Calif (M.A.O.)
| | - Sudhakar K. Venkatesh
- From the BioMedical Engineering and Imaging Institute (E.O., P.K.,
O.B., B.T.) and Departments of Diagnostic, Molecular and Interventional
Radiology (E.O., P.K., O.B., B.T.) Environmental Medicine and Public Health
(J.T.D.), Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, New York,
NY 10029; Department of Radiology, Mayo Clinic, Rochester, Minn (J.C., P.J.R.,
S.K.V., R.L.E.); Department of Radiology, Nanjing University Medical School
Affiliated Drum Tower Hospital, Nanjing, China (J.C.); Department of Radiology,
Cincinnati Children’s Hospital Medical Center, University of Cincinnati
College of Medicine, Cincinnati, Ohio (J.R.D., J.A.T.); Joint Department of
Medical Imaging, University Health Network, Mount Sinai Hospital, and
Women’s College Hospital, University of Toronto, Toronto, Canada
(K.S.J.); Department of Radiology and Biomedical Imaging, University of
California, San Francisco, Calif (M.A.O.); and Department of Radiology,
Zuckerberg San Francisco General Hospital, San Francisco, Calif (M.A.O.)
| | - Richard L. Ehman
- From the BioMedical Engineering and Imaging Institute (E.O., P.K.,
O.B., B.T.) and Departments of Diagnostic, Molecular and Interventional
Radiology (E.O., P.K., O.B., B.T.) Environmental Medicine and Public Health
(J.T.D.), Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, New York,
NY 10029; Department of Radiology, Mayo Clinic, Rochester, Minn (J.C., P.J.R.,
S.K.V., R.L.E.); Department of Radiology, Nanjing University Medical School
Affiliated Drum Tower Hospital, Nanjing, China (J.C.); Department of Radiology,
Cincinnati Children’s Hospital Medical Center, University of Cincinnati
College of Medicine, Cincinnati, Ohio (J.R.D., J.A.T.); Joint Department of
Medical Imaging, University Health Network, Mount Sinai Hospital, and
Women’s College Hospital, University of Toronto, Toronto, Canada
(K.S.J.); Department of Radiology and Biomedical Imaging, University of
California, San Francisco, Calif (M.A.O.); and Department of Radiology,
Zuckerberg San Francisco General Hospital, San Francisco, Calif (M.A.O.)
| | - Bachir Taouli
- From the BioMedical Engineering and Imaging Institute (E.O., P.K.,
O.B., B.T.) and Departments of Diagnostic, Molecular and Interventional
Radiology (E.O., P.K., O.B., B.T.) Environmental Medicine and Public Health
(J.T.D.), Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, New York,
NY 10029; Department of Radiology, Mayo Clinic, Rochester, Minn (J.C., P.J.R.,
S.K.V., R.L.E.); Department of Radiology, Nanjing University Medical School
Affiliated Drum Tower Hospital, Nanjing, China (J.C.); Department of Radiology,
Cincinnati Children’s Hospital Medical Center, University of Cincinnati
College of Medicine, Cincinnati, Ohio (J.R.D., J.A.T.); Joint Department of
Medical Imaging, University Health Network, Mount Sinai Hospital, and
Women’s College Hospital, University of Toronto, Toronto, Canada
(K.S.J.); Department of Radiology and Biomedical Imaging, University of
California, San Francisco, Calif (M.A.O.); and Department of Radiology,
Zuckerberg San Francisco General Hospital, San Francisco, Calif (M.A.O.)
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Moura Cunha G, Fan B, Navin PJ, Olivié D, Venkatesh SK, Ehman RL, Sirlin CB, Tang A. Interpretation, Reporting, and Clinical Applications of Liver MR Elastography. Radiology 2024; 310:e231220. [PMID: 38470236 PMCID: PMC10982829 DOI: 10.1148/radiol.231220] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Revised: 11/21/2023] [Accepted: 11/24/2023] [Indexed: 03/13/2024]
Abstract
Chronic liver disease is highly prevalent and often leads to fibrosis or cirrhosis and complications such as liver failure and hepatocellular carcinoma. The diagnosis and staging of liver fibrosis is crucial to determine management and mitigate complications. Liver biopsy for histologic assessment has limitations such as sampling bias and high interreader variability that reduce precision, which is particularly challenging in longitudinal monitoring. MR elastography (MRE) is considered the most accurate noninvasive technique for diagnosing and staging liver fibrosis. In MRE, low-frequency vibrations are applied to the abdomen, and the propagation of shear waves through the liver is analyzed to measure liver stiffness, a biomarker for the detection and staging of liver fibrosis. As MRE has become more widely used in clinical care and research, different contexts of use have emerged. This review focuses on the latest developments in the use of MRE for the assessment of liver fibrosis; provides guidance for image acquisition and interpretation; summarizes diagnostic performance, along with thresholds for diagnosis and staging of liver fibrosis; discusses current and emerging clinical applications; and describes the latest technical developments.
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Affiliation(s)
- Guilherme Moura Cunha
- From the Department of Radiology, University of Washington, Seattle,
Wash (G.M.C.); Department of Radiology, Université Laval, Québec,
Québec, Canada (B.F.); Department of Radiology, Mayo Clinic, Rochester,
Minn (P.J.N., S.K.V., R.L.E.); Department of Radiology, Centre Hospitalier de
l'Université de Montréal, 1058 Rue Saint-Denis,
Montréal, QC, Canada H2X 3J4 (D.O., A.T.); and Department of Radiology,
University of California San Diego, San Diego, Calif (C.B.S.)
| | - Boyan Fan
- From the Department of Radiology, University of Washington, Seattle,
Wash (G.M.C.); Department of Radiology, Université Laval, Québec,
Québec, Canada (B.F.); Department of Radiology, Mayo Clinic, Rochester,
Minn (P.J.N., S.K.V., R.L.E.); Department of Radiology, Centre Hospitalier de
l'Université de Montréal, 1058 Rue Saint-Denis,
Montréal, QC, Canada H2X 3J4 (D.O., A.T.); and Department of Radiology,
University of California San Diego, San Diego, Calif (C.B.S.)
| | - Patrick J. Navin
- From the Department of Radiology, University of Washington, Seattle,
Wash (G.M.C.); Department of Radiology, Université Laval, Québec,
Québec, Canada (B.F.); Department of Radiology, Mayo Clinic, Rochester,
Minn (P.J.N., S.K.V., R.L.E.); Department of Radiology, Centre Hospitalier de
l'Université de Montréal, 1058 Rue Saint-Denis,
Montréal, QC, Canada H2X 3J4 (D.O., A.T.); and Department of Radiology,
University of California San Diego, San Diego, Calif (C.B.S.)
| | - Damien Olivié
- From the Department of Radiology, University of Washington, Seattle,
Wash (G.M.C.); Department of Radiology, Université Laval, Québec,
Québec, Canada (B.F.); Department of Radiology, Mayo Clinic, Rochester,
Minn (P.J.N., S.K.V., R.L.E.); Department of Radiology, Centre Hospitalier de
l'Université de Montréal, 1058 Rue Saint-Denis,
Montréal, QC, Canada H2X 3J4 (D.O., A.T.); and Department of Radiology,
University of California San Diego, San Diego, Calif (C.B.S.)
| | - Sudhakar K. Venkatesh
- From the Department of Radiology, University of Washington, Seattle,
Wash (G.M.C.); Department of Radiology, Université Laval, Québec,
Québec, Canada (B.F.); Department of Radiology, Mayo Clinic, Rochester,
Minn (P.J.N., S.K.V., R.L.E.); Department of Radiology, Centre Hospitalier de
l'Université de Montréal, 1058 Rue Saint-Denis,
Montréal, QC, Canada H2X 3J4 (D.O., A.T.); and Department of Radiology,
University of California San Diego, San Diego, Calif (C.B.S.)
| | - Richard L. Ehman
- From the Department of Radiology, University of Washington, Seattle,
Wash (G.M.C.); Department of Radiology, Université Laval, Québec,
Québec, Canada (B.F.); Department of Radiology, Mayo Clinic, Rochester,
Minn (P.J.N., S.K.V., R.L.E.); Department of Radiology, Centre Hospitalier de
l'Université de Montréal, 1058 Rue Saint-Denis,
Montréal, QC, Canada H2X 3J4 (D.O., A.T.); and Department of Radiology,
University of California San Diego, San Diego, Calif (C.B.S.)
| | - Claude B. Sirlin
- From the Department of Radiology, University of Washington, Seattle,
Wash (G.M.C.); Department of Radiology, Université Laval, Québec,
Québec, Canada (B.F.); Department of Radiology, Mayo Clinic, Rochester,
Minn (P.J.N., S.K.V., R.L.E.); Department of Radiology, Centre Hospitalier de
l'Université de Montréal, 1058 Rue Saint-Denis,
Montréal, QC, Canada H2X 3J4 (D.O., A.T.); and Department of Radiology,
University of California San Diego, San Diego, Calif (C.B.S.)
| | - An Tang
- From the Department of Radiology, University of Washington, Seattle,
Wash (G.M.C.); Department of Radiology, Université Laval, Québec,
Québec, Canada (B.F.); Department of Radiology, Mayo Clinic, Rochester,
Minn (P.J.N., S.K.V., R.L.E.); Department of Radiology, Centre Hospitalier de
l'Université de Montréal, 1058 Rue Saint-Denis,
Montréal, QC, Canada H2X 3J4 (D.O., A.T.); and Department of Radiology,
University of California San Diego, San Diego, Calif (C.B.S.)
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Abe R, Fukuzawa K, Yoshihara C, Tano M, Saitoh S. Comparison of spin-echo echo planar imaging and gradient-recalled echo sequences in magnetic resonance elastography of liver at 1.5T same MRI scanner. Abdom Radiol (NY) 2024; 49:694-702. [PMID: 38012395 DOI: 10.1007/s00261-023-04098-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Revised: 10/11/2023] [Accepted: 10/18/2023] [Indexed: 11/29/2023]
Abstract
PURPOSE Magnetic resonance elastography (MRE) is used to measure liver stiffness with gradient-recalled echo (GRE)-based and spin-echo echo planar imaging (SE-EPI)-based sequences. We compared the liver stiffness (LS) values of the two sequences on a 1.5-T MR imaging scanner. METHODS This is a retrospective study. An MRE imaging section was obtained from a horizontal section of the liver. Region of interest was drawn on the elastogram, and the mean LS and pixel values were measured and compared. The correlations between proton density fat fraction, R2* values, and biochemical data from electronic medical records were confirmed, and multivariate analysis was performed. RESULTS The mean LS values were 3.01 ± 1.78 kPa for GRE and 3.13 ± 1.57 kPa for SE-EPI, showing excellent agreement and a strong correlation between the two sequences (correlation coefficient r = 0.96). The mean pixel values were 369.5 ± 142.7 pixels for GRE and 490.1 ± 197.9 pixels for SE-EPI, showing a significant difference by the Wilcoxon rank sum test (p < 0.01). There were no LS unmeasurable cases in SE-EPI, but seven (2.5%) were unmeasurable in GRE, and multivariate analysis showed a significant difference with p < 0.001 in R2* values (mean, 92.7 Hz) for the GRE method. CONCLUSION The GRE and SE-EPI methods were comparable for LS measurements in 1.5-T liver MRE, indicating that SE-EPI MRE is more useful because GRE MRE may not measure cases with high R2* values and the region of interest tends to be smaller.
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Affiliation(s)
- Ryouna Abe
- Department of Radiological Technology, Toranomon Hospital, 2-2-2 Toranomon, Minato-ku, Tokyo, Japan.
| | - Kei Fukuzawa
- Department of Radiological Technology, Toranomon Hospital, 2-2-2 Toranomon, Minato-ku, Tokyo, Japan
| | - Chiharu Yoshihara
- Department of Radiological Technology, Toranomon Hospital, 2-2-2 Toranomon, Minato-ku, Tokyo, Japan
| | - Masakatsu Tano
- Department of Radiological Technology, Toranomon Hospital, 2-2-2 Toranomon, Minato-ku, Tokyo, Japan
| | - Satoshi Saitoh
- Department of Hepatology, Toranomon Hospital, 2-2-2 Toranomon, Minato-ku, Tokyo, Japan
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Lee HJ, Cho SB, Lee JK, Kim JS, Oh CH, Kim HJ, Yoon H, Ahn HK, Kim M, Hwang YG, Kwon HY, Hwang MJ. The feasibility of MR elastography with transpelvic vibration for localization of focal prostate lesion. Sci Rep 2024; 14:3864. [PMID: 38366042 PMCID: PMC10873507 DOI: 10.1038/s41598-024-54341-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Accepted: 02/12/2024] [Indexed: 02/18/2024] Open
Abstract
We aimed to evaluate the feasibility of MR elastography (MRE) using a transpelvic approach. Thirty-one patients who underwent prostate MRE and had a pathological diagnosis were included in this study. MRE was obtained using a passive driver placed at the umbilicus and iliac crests. The shear stiffness, clinical data, and conventional imaging findings of prostate cancer and benign prostatic hyperplasia (BPH) were compared. Inter-reader agreements were evaluated using the intraclass coefficient class (ICC). Prostate MRE was successfully performed for all patients (100% technical success rate). Nineteen cancer and 10 BPH lesions were visualized on MRE. The mean shear stiffness of cancer was significantly higher than that of BPH (5.99 ± 1.46 kPa vs. 4.67 ± 1.54 kPa, p = 0.045). One cancer was detected on MRE but not on conventional sequences. Six tiny cancer lesions were not visualized on MRE. The mean size of cancers that were not detected on MRE was smaller than that of cancers that were visible on MRE (0.8 ± 0.3 cm vs. 2.3 ± 1.8 cm, p = 0.001). The inter-reader agreement for interpreting MRE was excellent (ICC = 0.95). Prostate MRE with transpelvic vibration is feasible without intracavitary actuators. Transpelvic prostate MRE is reliable for detecting focal lesions, including clinically significant prostate cancer and BPH.
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Affiliation(s)
- Hyo Jeong Lee
- Department of Radiology, Ewha Womans University College of Medicine, Seoul, South Korea
| | - Soo Buem Cho
- Department of Radiology, Ewha Womans University College of Medicine, Seoul, South Korea.
| | - Jeong Kyong Lee
- Department of Radiology, Ewha Womans University College of Medicine, Seoul, South Korea
| | - Jin Sil Kim
- Department of Radiology, Ewha Womans University College of Medicine, Seoul, South Korea
| | - Chang Hoon Oh
- Department of Radiology, Ewha Womans University College of Medicine, Seoul, South Korea
| | - Hyun Jin Kim
- Department of Radiology, Ewha Womans University College of Medicine, Seoul, South Korea
| | - Hana Yoon
- Department of Urology, Ewha Womans University College of Medicine, Seoul, South Korea
| | - Hyun Kyu Ahn
- Department of Urology, Ewha Womans University College of Medicine, Seoul, South Korea
| | - Myong Kim
- Department of Urology, Ewha Womans University College of Medicine, Seoul, South Korea
| | - Yeok Gu Hwang
- Department of Orthopedic Surgery, Ewha Womans University College of Medicine, Seoul, South Korea
| | - Hye Young Kwon
- Department of Radiology, Chungnam National University College of Medicine, Daejeon, South Korea
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Zerunian M, Masci B, Caruso D, Pucciarelli F, Polici M, Nardacci S, De Santis D, Iannicelli E, Laghi A. Liver Magnetic Resonance Elastography: Focus on Methodology, Technique, and Feasibility. Diagnostics (Basel) 2024; 14:379. [PMID: 38396418 PMCID: PMC10887609 DOI: 10.3390/diagnostics14040379] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2023] [Revised: 01/31/2024] [Accepted: 02/06/2024] [Indexed: 02/25/2024] Open
Abstract
Magnetic resonance elastography (MRE) is an imaging technique that combines low-frequency mechanical vibrations with magnetic resonance imaging to create visual maps and quantify liver parenchyma stiffness. As in recent years, diffuse liver diseases have become highly prevalent worldwide and could lead to a chronic condition with different stages of fibrosis. There is a strong necessity for a non-invasive, highly accurate, and standardised quantitative assessment to evaluate and manage patients with different stages of fibrosis from diagnosis to follow-up, as the actual reference standard for the diagnosis and staging of liver fibrosis is biopsy, an invasive method with possible peri-procedural complications and sampling errors. MRE could quantitatively evaluate liver stiffness, as it is a rapid and repeatable method with high specificity and sensitivity. MRE is based on the propagation of mechanical shear waves through the liver tissue that are directly proportional to the organ's stiffness, expressed in kilopascals (kPa). To obtain a valid assessment of the real hepatic stiffness values, it is mandatory to obtain a high-quality examination. To understand the pearls and pitfalls of MRE, in this review, we describe our experience after one year of performing MRE from indications and patient preparation to acquisition, quality control, and image analysis.
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Affiliation(s)
- Marta Zerunian
- Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant’Andrea University Hospital, Via di Grottarossa, 1035-1039, 00189 Rome, Italy; (M.Z.); (B.M.); (M.P.); (S.N.); (D.D.S.); (E.I.); (A.L.)
- PhD School in Translational Medicine and Oncology, Department of Medical and Surgical Sciences and Translational Medicine, Faculty of Medicine and Psychology, Sapienza University of Rome, 00189 Rome, Italy
| | - Benedetta Masci
- Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant’Andrea University Hospital, Via di Grottarossa, 1035-1039, 00189 Rome, Italy; (M.Z.); (B.M.); (M.P.); (S.N.); (D.D.S.); (E.I.); (A.L.)
| | - Damiano Caruso
- Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant’Andrea University Hospital, Via di Grottarossa, 1035-1039, 00189 Rome, Italy; (M.Z.); (B.M.); (M.P.); (S.N.); (D.D.S.); (E.I.); (A.L.)
| | - Francesco Pucciarelli
- Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant’Andrea University Hospital, Via di Grottarossa, 1035-1039, 00189 Rome, Italy; (M.Z.); (B.M.); (M.P.); (S.N.); (D.D.S.); (E.I.); (A.L.)
| | - Michela Polici
- Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant’Andrea University Hospital, Via di Grottarossa, 1035-1039, 00189 Rome, Italy; (M.Z.); (B.M.); (M.P.); (S.N.); (D.D.S.); (E.I.); (A.L.)
- PhD School in Translational Medicine and Oncology, Department of Medical and Surgical Sciences and Translational Medicine, Faculty of Medicine and Psychology, Sapienza University of Rome, 00189 Rome, Italy
| | - Stefano Nardacci
- Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant’Andrea University Hospital, Via di Grottarossa, 1035-1039, 00189 Rome, Italy; (M.Z.); (B.M.); (M.P.); (S.N.); (D.D.S.); (E.I.); (A.L.)
| | - Domenico De Santis
- Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant’Andrea University Hospital, Via di Grottarossa, 1035-1039, 00189 Rome, Italy; (M.Z.); (B.M.); (M.P.); (S.N.); (D.D.S.); (E.I.); (A.L.)
| | - Elsa Iannicelli
- Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant’Andrea University Hospital, Via di Grottarossa, 1035-1039, 00189 Rome, Italy; (M.Z.); (B.M.); (M.P.); (S.N.); (D.D.S.); (E.I.); (A.L.)
| | - Andrea Laghi
- Department of Surgical and Medical Sciences and Translational Medicine, Sapienza University of Rome, Sant’Andrea University Hospital, Via di Grottarossa, 1035-1039, 00189 Rome, Italy; (M.Z.); (B.M.); (M.P.); (S.N.); (D.D.S.); (E.I.); (A.L.)
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Han X, Yang D, Xu H, Wang Y, Yin H, Yang Z. Superiority of spleen stiffness on two-dimensional magnetic resonance elastography over liver stiffness and serum tests in assessing portal hypertension in chronic liver disease. Quant Imaging Med Surg 2024; 14:1429-1440. [PMID: 38415128 PMCID: PMC10895134 DOI: 10.21037/qims-22-1415] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Accepted: 11/17/2023] [Indexed: 02/29/2024]
Abstract
Background The value of magnetic resonance elastography (MRE) in portal hypertension (PH) has yet to be determined in the context of chronic liver disease (CLD). This study examined the value of MRE for the prediction of hepatic venous pressure gradient (HVPG) and high-risk esophageal varices (EVs) in a CLD cohort with a generally high HVPG. Methods Patients with CLD who underwent both HVPG measurement and two-dimensional MRE examination at Beijing Friendship Hospital between April 2018 and March 2022 were prospectively included. Two-dimensional MRE was performed within the liver and spleen. Endoscopy results and laboratory parameters were collected. Some selected published serum markers were calculated, including fibrosis 4, aspartate aminotransferase-to-platelet ratio index, and King's score. The efficacy of the parameters for assessing PH was analyzed by using the Pearson correlation coefficient, linear and logistic regression, and receiver operating characteristic curve analyses. Results A total of 48 patients were included. The mean HVPG was 16.8±5.8 mmHg. Among these patients, 47 patients had PH (HVPG >5 mmHg), and 43 patients had clinically significant PH (HVPG ≥10 mmHg). Among the parameters associated with HVPG, the strongest correlation was found for spleen stiffness (SS) (R=0.638; P<0.001). In multiple regression analyses, SS was independently associated with an elevated HVPG and high-risk EVs. The areas under the receiver operating characteristic curve of SS for identifying patients with an HVPG ≥16 mmHg, HVPG ≥20 mmHg, and high-risk EVs were 0.790, 0.822, and 0.886, respectively, which were higher than those of liver stiffness (LS) and serum markers but slightly inferior to that of fibrosis 4 (area under the receiver operating characteristic curve =0.844) in identifying an HVPG ≥16 mmHg. SS cutoff values of 9.5, 10.05, and 9.9 kPa were selected to rule out the presence of an HVPG ≥16 mmHg, HVPG ≥20 mmHg, and high-risk EVs (sensitivity: 100%, 100%, and 100%, respectively; specificity: 45.5%, 50%, and 60%, respectively). Conclusions In patients with generally high HVPG, SS measured by two-dimensional MRE may be a better predictor of HVPG values and high-risk EVs than LS and serum markers.
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Affiliation(s)
- Xinjun Han
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Dawei Yang
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Hui Xu
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Yu Wang
- Liver Research Center, Beijing Friendship Hospital, Capital Medical University, Beijing, China
- State Key Lab of Digestive Health & National Clinical Research Center for Digestive Diseases, Beijing, China
| | - Hongxia Yin
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Zhenghan Yang
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, Beijing, China
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Kalwa PL, Walz S, Granai M, Fend F, Stenzl A, Schäffer TE. Differentiation of bladder cancer with water flow elastography (WaFE). J Mech Behav Biomed Mater 2024; 150:106319. [PMID: 38142569 DOI: 10.1016/j.jmbbm.2023.106319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2023] [Revised: 12/04/2023] [Accepted: 12/10/2023] [Indexed: 12/26/2023]
Abstract
Cancer affects the mechanical properties of tissue. Therefore, elastography techniques can be used to differentiate cancerous from healthy tissue. Due to probe size and restricted handling, most elastography techniques are not applicable in minimally invasive surgery (MIS). Established techniques such as endoscopic ultrasound elastography measure under undefined boundary conditions, making the determination of quantitative mechanical properties challenging. Water flow elastography (WaFE) has recently been introduced for application in MIS. Here, we present an improved WaFE measurement method in which the probe attaches itself to the sample with a small suction pressure. This leads to defined boundary conditions, allowing for a quantitative determination of the Young's modulus of tissue. To facilitate fast measurements, we developed a correction model for the hydrodynamic resistance and the fluid inertia of the tubing. We used WaFE for ex vivo measurements on human bladders and found a significantly larger Young's modulus for cancerous vs. healthy tissue. We determined the optimal classification threshold for the Young's modulus to be 8 kPa and found that WaFE can differentiate between cancerous and healthy tissue with a sensitivity of 0.96 and a specificity of 1. Our results underline that WaFE can be a helpful differentiating tool in MIS.
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Affiliation(s)
- Paul L Kalwa
- Institute of Applied Physics, University of Tübingen, Auf der Morgenstelle 10, 72076 Tübingen, Germany
| | - Simon Walz
- Department of Urology, University of Tübingen Medical Center, Hoppe-Seyler-Str. 3, 72076 Tübingen, Germany
| | - Massimo Granai
- Institute of Pathology and Neuropathology, University Hospital of Tübingen, Liebermeisterstr. 8, 72076 Tübingen, Germany
| | - Falko Fend
- Institute of Pathology and Neuropathology, University Hospital of Tübingen, Liebermeisterstr. 8, 72076 Tübingen, Germany
| | - Arnulf Stenzl
- Department of Urology, University of Tübingen Medical Center, Hoppe-Seyler-Str. 3, 72076 Tübingen, Germany
| | - Tilman E Schäffer
- Institute of Applied Physics, University of Tübingen, Auf der Morgenstelle 10, 72076 Tübingen, Germany.
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Pringle TA, Ramon-Gil E, Leslie J, Oakley F, Wright MC, Knight JC, Luli S. Synthesis and preclinical evaluation of a 89Zr-labelled human single chain antibody for non-invasive detection of hepatic myofibroblasts in acute liver injury. Sci Rep 2024; 14:633. [PMID: 38182623 PMCID: PMC10770171 DOI: 10.1038/s41598-023-50779-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Accepted: 12/25/2023] [Indexed: 01/07/2024] Open
Abstract
Synaptophysin is expressed on fibrogenic hepatic myofibroblasts. C1-3 is a single chain human antibody (scAb) that binds specifically to synaptophysin on hepatic myofibroblasts, providing a targeting vector for novel in vivo imaging agents of chronic liver disease. C1-3 and a negative control scAb, CSBD9, were radiolabelled with zirconium-89 via desferrioxamine chelation to enable non-invasive molecular imaging with positron emission tomography (PET). DFO-scAb conjugates were characterised by gel electrophoresis (SDS-PAGE) and MALDI-TOF spectrometry, and 89Zr-labelled with high radiolabelling efficiency (99%). [89Zr]Zr-DFO-C1-3 exhibited high in vitro stability (> 99%) in mouse and human sera over 3 days at 25 and 37 °C. Activated hepatic myofibroblasts incubated with [89Zr]Zr-DFO-C1-3 displayed significantly higher internalised activity (59.46%, P = 0.001) compared to the [89Zr]Zr-DFO-CSBD9 control, indicating synaptophysin-mediated uptake and high binding specificity of [89Zr]Zr-DFO-C1-3. Mice with CCl4-induced acute liver damage exhibited significantly higher liver uptake of [89Zr]Zr-DFO-C1-3, compared to controls, confirmed by both Cerenkov imaging and ex vivo gamma counting (4.41 ± 0.19%ID/g, P < 0.0001). CCl4-induced liver damage and the number of hepatic myofibroblasts was confirmed by αSMA staining of liver sections. These findings indicate that [89Zr]Zr-DFO-C1-3 has promising utility as a PET imaging agent for non-invasive detection of hepatic myofibroblasts following acute liver injury.
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Affiliation(s)
- Toni A Pringle
- School of Natural and Environmental Sciences, Newcastle University, Bedson Building, Newcastle upon Tyne, NE1 7RU, UK
| | - Erik Ramon-Gil
- Newcastle Fibrosis Research Group, Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
- Newcastle Centre for Cancer, Newcastle University, Newcastle upon Tyne, UK
| | - Jack Leslie
- Newcastle Fibrosis Research Group, Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
- Newcastle Centre for Cancer, Newcastle University, Newcastle upon Tyne, UK
| | - Fiona Oakley
- Newcastle Fibrosis Research Group, Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
- Newcastle Centre for Cancer, Newcastle University, Newcastle upon Tyne, UK
| | - Matthew C Wright
- Liver Research Group, Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - James C Knight
- School of Natural and Environmental Sciences, Newcastle University, Bedson Building, Newcastle upon Tyne, NE1 7RU, UK.
- Newcastle Centre for Cancer, Newcastle University, Newcastle upon Tyne, UK.
| | - Saimir Luli
- Newcastle Fibrosis Research Group, Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK.
- Newcastle Centre for Cancer, Newcastle University, Newcastle upon Tyne, UK.
- Preclinical In Vivo Imaging, Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK.
- Medical School, Newcastle University, 4th Floor William Leech Building, Newcastle upon Tyne, NE2 4HH, UK.
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Ahmed ANA. Preoperative Magnetic Resonance Elastography (MRE) of Skull Base Tumours: A Review. Indian J Otolaryngol Head Neck Surg 2023; 75:4173-4178. [PMID: 37974805 PMCID: PMC10645913 DOI: 10.1007/s12070-023-03955-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Accepted: 06/08/2023] [Indexed: 11/19/2023] Open
Abstract
Conventional magnetic resonance imaging (MRI) can detect tumors consistency, but it can't predict tumor stiffness or adherence of the tumor to nearby structures. Magnetic resonance elastography (MRE) is a known non-invasive MRI based imaging technique used to assess the viscoelasticity of the tissues particularly liver fibrosis. This study discussed the importance of preoperative MRE in skull base tumors and the future implications of this new imaging modality. We did review of the English literature (by searching PubMed) regarding the use of MRE in preoperative assessment of skull base tumours stiffness and adherence to surrounding tissues. Recent research demonstrated that MRE can detect the stiffness and adherence of skull base tumors to surrounding structures by recording the spread of mechanical waves in the different tissues. In addition to non-radiation exposure, this technique is fast and can be incorporated into the conventional (MRI) study. MRE can palpate skull base tumours by imaging, allowing the stiffness of the tumour to be assessed. Preoperative assessment of brain tumours consistency, stiffness, and adherence to surrounding tissues is critical to avoid injury of important nearby structures and better preoperative patient counselling regarding surgical approach (endoscopic or open), operative time, and suspected surgical complications. However, the accuracy of MRE is less in small and highly vascular tumors. Also, MRE can't accurately detect tumour-brain adherence, but the new modality (slip-interface imaging) can. Hence, adding MRE to the conventional MRI study may help in preoperative diagnosis and treatment of skull base tumours.
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Affiliation(s)
- Ahmed Nabil Abdelhamid Ahmed
- Department of Otorhinolaryngology, Faculty of Medicine, Ain Shams University, 6th Nile Valley Street, Hadayek Alkoba, Cairo, 11331 Egypt
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Khair AM, McIlvain G, McGarry MDJ, Kandula V, Yue X, Kaur G, Averill LW, Choudhary AK, Johnson CL, Nikam RM. Clinical application of magnetic resonance elastography in pediatric neurological disorders. Pediatr Radiol 2023; 53:2712-2722. [PMID: 37794174 PMCID: PMC11086054 DOI: 10.1007/s00247-023-05779-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Revised: 09/15/2023] [Accepted: 09/18/2023] [Indexed: 10/06/2023]
Abstract
Magnetic resonance elastography is a relatively new, rapidly evolving quantitative magnetic resonance imaging technique which can be used for mapping the viscoelastic mechanical properties of soft tissues. MR elastography measurements are akin to manual palpation but with the advantages of both being quantitative and being useful for regions which are not available for palpation, such as the human brain. MR elastography is noninvasive, well tolerated, and complements standard radiological and histopathological studies by providing in vivo measurements that reflect tissue microstructural integrity. While brain MR elastography studies in adults are becoming frequent, published studies on the utility of MR elastography in children are sparse. In this review, we have summarized the major scientific principles and recent clinical applications of brain MR elastography in diagnostic neuroscience and discuss avenues for impact in assessing the pediatric brain.
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Affiliation(s)
| | - Grace McIlvain
- Department of Biomedical Engineering, University of Delaware, Newark, DE, USA
| | | | - Vinay Kandula
- Department of Radiology, Nemours Children's Hospital, Wilmington, DE, USA
| | - Xuyi Yue
- Department of Radiology, Nemours Children's Hospital, Wilmington, DE, USA
- Department of Biomedical Research, Nemours Children's Hospital, Wilmington, DE, USA
| | - Gurcharanjeet Kaur
- Department of Neurology, New York-Presbyterian / Columbia University Irving Medical Center, New York, NY, USA
| | - Lauren W Averill
- Department of Radiology, Nemours Children's Hospital, Wilmington, DE, USA
| | - Arabinda K Choudhary
- Department of Radiology, University of Arkansas for Medical Sciences, Little Rock, AR, USA
| | - Curtis L Johnson
- Department of Biomedical Engineering, University of Delaware, Newark, DE, USA
- Department of Biomedical Research, Nemours Children's Hospital, Wilmington, DE, USA
| | - Rahul M Nikam
- Department of Radiology, Nemours Children's Hospital, Wilmington, DE, USA.
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Song K, Kim HS, Chae HW. Nonalcoholic fatty liver disease and insulin resistance in children. Clin Exp Pediatr 2023; 66:512-519. [PMID: 36634667 PMCID: PMC10694550 DOI: 10.3345/cep.2022.01312] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Revised: 12/19/2022] [Accepted: 12/29/2022] [Indexed: 01/11/2023] Open
Abstract
Nonalcoholic fatty liver disease (NAFLD), a spectrum of liver diseases characterized by excessive fat accumulation, is the leading cause of chronic liver disease. The global prevalence of NAFLD is increasing in both adults and children. In Korea, the prevalence of pediatric NAFLD increased from 8.2% in 2009 to 12.1% in 2018 according to a national surveillance study. For early screening of pediatric NAFLD, laboratory tests including aspartate aminotransferase and alanine aminotransferase; biomarkers including hepatic steatosis index, triglyceride glucose index, and fibrosis-4 index; and imaging studies including ultrasonography and magnetic resonance imaging are required. Insulin resistance plays a major role in the pathogenesis of NAFLD, which promotes insulin resistance. Thus, the association between NAFLD and insulin resistance, diabetes mellitus, and metabolic syndrome has been reported in many studies. This review addresses issues related to the epidemiology and investigation of NAFLD as well as the association between NAFLD and insulin resistance and metabolic syndrome with focus on pediatric NAFLD.
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Affiliation(s)
- Kyungchul Song
- Department of Pediatrics, Yonsei University College of Medicine, Seoul, Korea
| | - Ho-Seong Kim
- Department of Pediatrics, Yonsei University College of Medicine, Seoul, Korea
| | - Hyun Wook Chae
- Department of Pediatrics, Yonsei University College of Medicine, Seoul, Korea
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Nakamura A, Yoshimura T, Ichikawa T. Liver Disease-Related Sarcopenia: A Predictor of Poor Prognosis by Accelerating Hepatic Decompensation in Advanced Chronic Liver Disease. Cureus 2023; 15:e49078. [PMID: 38024081 PMCID: PMC10658123 DOI: 10.7759/cureus.49078] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/19/2023] [Indexed: 12/01/2023] Open
Abstract
Background Sarcopenia is considered a prognostic factor for advanced chronic liver disease (ACLD) independent of liver function, but the underlying mechanisms are unknown. Here, we investigated whether sarcopenia contributed to hepatic decompensation and worsened prognosis. Methods This was a single-center retrospective study of 708 patients with chronic liver disease who underwent magnetic resonance elastography (MRE). Magnetic resonance imaging (MRI) was used to diagnose sarcopenia and hepatic decompensation (presence of ascites). Results The incidence of sarcopenia (29% overall) and age were significantly correlated to increased liver stiffness (LS) (p < 0.01 each), but age did not differ for LS ≥ 4 kPa. Rates of thrombocytopenia and varices increased at ≥4 kPa, and ascites (n = 52) accounted for 81% of patients with ≥6 kPa LS. Age, alcoholic liver disease, C-reactive protein, sodium level, and controlling nutritional status score were extracted as factors contributing to sarcopenia (all p < 0.05). In ACLD, sarcopenia was an independent predictor of ascites (p < 0.01), and in a follow-up analysis of 163 patients without ascites at baseline, the incidence of ascites in patients with sarcopenia was significantly higher, even after adjusting for LS and liver severity (p < 0.01). The Cox proportional hazards model indicated albumin-bilirubin score and sarcopenia as independent prognostic factors (p < 0.01 each). Conclusions In ACLD, both portal hypertension and liver disease-related sarcopenia were found to occur at ≥4 kPa. Sarcopenia was accompanied by mildly decreased sodium levels and contributed to the early development of ascites and poor prognosis, independent of liver function.
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Bhuiyan EH, Ozkaya E, Kennedy P, Del Hoyo JL, Achkar BE, Thung S, Lewis S, Bane O, Taouli B. Magnetic resonance elastography for noninvasive detection of liver fibrosis: is there an added value of 3D acquisition? Abdom Radiol (NY) 2023; 48:3420-3429. [PMID: 37700185 DOI: 10.1007/s00261-023-04036-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 08/22/2023] [Accepted: 08/24/2023] [Indexed: 09/14/2023]
Abstract
PURPOSE (1) Assess the diagnostic performance of liver 3D magnetic resonance elastography (MRE) parameters (including stiffness, storage/loss modulus and damping ratio) compared to liver stiffness measured with 2D MRE for noninvasive detection of advanced liver fibrosis (F3-F4) and cirrhosis (F4) in patients with chronic liver disease. (2) Assess the value of serum markers (FIB-4) in detecting advanced liver fibrosis and cirrhosis in the same patients. METHODS This was a single center, prospective IRB-approved cross-sectional study that included 49 patients (M/F: 23/26, mean age 50.8 y) with chronic liver disease and concomitant liver biopsy. MRE was acquired at 1.5T using a spin echo-EPI sequence. The following parameters were measured: liver stiffness using 2D MRE (LS-2D) and 3D MRE parameters (LS-3D, liver storage, loss modulus and damping ratio). The Mann-Whitney U test, ROC curve analysis, Spearman correlation and logistic regression were performed to evaluate diagnostic performance of MRE parameters and FIB-4. RESULTS LS-2D and LS-3D had similar diagnostic performance for diagnosis of F3-F4, with AUCs of 0.87 and 0.88, sensitivity of 0.71 and 0.81, specificity of 0.89 for both. For diagnosis of F4, LS-2D and LS-3D had similar performance with AUCs of 0.81 for both, sensitivity of 0.75 and 0.83, and specificity of 0.84 and 0.73, respectively. Additional 3D parameters (storage modulus, loss modulus, damping ratio) had variable performance, with AUC range of 0.59-0.78 for F3-F4; and 0.52-0.70 for F4. FIB-4 had lower diagnostic performance, with AUCs of 0.66 for F3-F4, and 0.68 for F4. CONCLUSION Our study shows no added value of 3D MRE compared to 2D MRE for detection of advanced fibrosis and cirrhosis, while FIB-4 had lower diagnostic performance.
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Affiliation(s)
- Enamul H Bhuiyan
- BioMedical Engineering and Imaging Institute (BMEII), Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Efe Ozkaya
- BioMedical Engineering and Imaging Institute (BMEII), Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Paul Kennedy
- BioMedical Engineering and Imaging Institute (BMEII), Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Juan Lloret Del Hoyo
- Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Radiology, NYU Grossman School of Medicine, New York, NY, USA
| | - Bassam El Achkar
- Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Swan Thung
- Department of Pathology, Molecular and Cell-Based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sara Lewis
- BioMedical Engineering and Imaging Institute (BMEII), Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Octavia Bane
- BioMedical Engineering and Imaging Institute (BMEII), Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Bachir Taouli
- BioMedical Engineering and Imaging Institute (BMEII), Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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Wu T, Shen EX, Jin ZB, Jiang Y, Chen Y, Tao C, Yuan J, Ge Y, Liu XJ. Characterization of anisotropy of elastic modulus with three-dimensional freehand scan shear wave elasticity imaging. J Med Imaging (Bellingham) 2023; 10:066002. [PMID: 38074631 PMCID: PMC10704188 DOI: 10.1117/1.jmi.10.6.066002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Revised: 10/24/2023] [Accepted: 11/06/2023] [Indexed: 11/19/2024] Open
Abstract
Purpose The purpose of this study is to develop a freehand scan three-dimensional (3D) shear wave elasticity imaging (SWEI) method for characterizing the anisotropy of elastic properties in biological tissues. The motivation behind this work lies in addressing the limitations of traditional two-dimensional (2D) SWEI, which only measures shear wave speeds in a single direction, as well as fulfilling the clinical demand for improved medical imaging. Approach Our imaging system utilizes a high-definition optical camera to continuously track the ultrasonic transducer, collecting spatial position-angle data of the transducer and corresponding two-dimensional SWEI data. By reconstructing three-dimensional SWEI images using these data, we achieved freehand SWEI. Results We validated the accuracy of 2D SWEI on a standard elastic phantom, and then performed 3D SWEI on the pork tenderloin and the triceps brachii of two volunteers. We obtained shear wave speed of 1.82 to 3.12 m / s in the pork tenderloin, shear wave speed of 1.16 to 2.36 m / s in the triceps brachii of non-exercising volunteers, and shear wave speed of 0.55 to 1.63 m / s in the triceps brachii of exercising volunteers, and the maximum shear wave speed directions were generally aligned with the orientation of muscle fibers. Conclusions We proposed a method that can overcome the limitations of 2D-SWEI regarding imaging angle while also extending the imaging angle of 3D-SWEI, which could have significant implications for improving the accuracy and safety of medical diagnoses.
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Affiliation(s)
- Tong Wu
- Nanjing University, the School of Electronic Science and Engineering, Nanjing, China
| | - En-Xiang Shen
- Nanjing University, the School of Electronic Science and Engineering, Nanjing, China
| | - Zhi-Bin Jin
- The Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing, China
| | - Yong Jiang
- The Shenzhen Wisonic Medical Technology Co., Ltd., Shenzhen, China
| | - Ying Chen
- Nanjing University, the School of Electronic Science and Engineering, Nanjing, China
| | - Chao Tao
- Nanjing University, the School of Physics, Nanjing, China
| | - Jie Yuan
- Nanjing University, the School of Electronic Science and Engineering, Nanjing, China
| | - Yun Ge
- Nanjing University, the School of Electronic Science and Engineering, Nanjing, China
| | - Xiao-Jun Liu
- Nanjing University, the School of Physics, Nanjing, China
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Park H, Yoon EL, Kim M, Lee J, Kim HL, Cho S, Nah EH, Jun DW. Diagnostic performance of the fibrosis-4 index and the NAFLD fibrosis score for screening at-risk individuals in a health check-up setting. Hepatol Commun 2023; 7:e0249. [PMID: 37738414 PMCID: PMC10519473 DOI: 10.1097/hc9.0000000000000249] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2023] [Accepted: 06/26/2023] [Indexed: 09/24/2023] Open
Abstract
BACKGROUND The fibrosis-4 index (FIB-4) and the NAFLD fibrosis score (NFS) have been used as noninvasive screening methods for advanced fibrosis in patients with NAFLD. However, their diagnostic performance has not been evaluated in at-risk individuals regardless of hepatic steatosis. This study evaluated the performance of the FIB-4 and NFS in at-risk groups of health check-up examinees at mass screening centers. METHODS This retrospective, cross-sectional study included 8545 participants who underwent voluntary magnetic resonance elastography at a discounted fee during their regular health check-ups at 13 mass screening centers nationwide. The at-risk group was defined as those with any of the following conditions: NAFLD, 2 or more metabolic abnormalities, diabetes mellitus, or abnormal aminotransferase levels. A magnetic resonance elastography cutoff of ≥3.6 kPa was used to define conventional advanced fibrosis. RESULTS According to the proposed criteria, the proportion of at-risk individuals was 67.4%-80.2% in the health check-up cohort without viral or alcohol-associated liver disease. The prevalence of individuals with advanced hepatic fibrosis in each at-risk group was ~2.3%-2.8% according to various criteria. It was higher in patients without NAFLD than in those with NAFLD. A total of 28.2%-39.6% of those in each at-risk group did not show hepatic steatosis on ultrasonography. The performance of FIB-4 for advanced fibrosis in the at-risk group was comparable with that in the NAFLD group. FIB-4 showed a better area under the receiver operating characteristic curve and sensitivity than NFS in the at-risk group. CONCLUSIONS FIB-4 demonstrated superior performance compared with the NFS, and its performance in at-risk individuals was similar to that observed for patients with NAFLD.
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Affiliation(s)
- Huiyul Park
- Department of Family Medicine, Myoungji Hospital, Hanyang University College of Medicine, Seoul, Korea
| | - Eileen L. Yoon
- Department of Internal Medicine, Hanyang University College of Medicine, Seoul, Korea
- Hanyang Institute of Bioscience and Biotechnology, Hanyang University, Seoul, Korea
| | - Mimi Kim
- Department of Radiology, Hanyang University College of Medicine, Seoul, Korea
| | - Jonghyun Lee
- Department of Medical and Digital Engineering, Hanyang University College of Engineering, Seoul, Republic of Korea
| | - Hye-Lin Kim
- College of Pharmacy, Sahmyook University, Seoul, Korea
| | - Seon Cho
- Department of Laboratory Medicine, Health Promotion Research Institute, Seoul, Korea
| | - Eun-Hee Nah
- Department of Laboratory Medicine, Health Promotion Research Institute, Seoul, Korea
- Department of Laboratory Medicine, Chonnam National University Hwasun Hospital, Hwasun, South Korea
| | - Dae Won Jun
- Department of Internal Medicine, Hanyang University College of Medicine, Seoul, Korea
- Hanyang Institute of Bioscience and Biotechnology, Hanyang University, Seoul, Korea
- Department of Medical and Digital Engineering, Hanyang University College of Engineering, Seoul, Republic of Korea
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Imajo K, Saigusa Y, Kobayashi T, Nagai K, Nishida S, Kawamura N, Doi H, Iwaki M, Nogami A, Honda Y, Kessoku T, Ogawa Y, Kirikoshi H, Yasuda S, Toyoda H, Hayashi H, Kokubu S, Utsunomiya D, Takahashi H, Aishima S, Kim BK, Tamaki N, Saito S, Yoneda M, Loomba R, Nakajima A. M-PAST score is better than MAST score for the diagnosis of active fibrotic nonalcoholic steatohepatitis. Hepatol Res 2023; 53:844-856. [PMID: 37237426 PMCID: PMC10792544 DOI: 10.1111/hepr.13927] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Revised: 04/26/2023] [Accepted: 05/05/2023] [Indexed: 05/28/2023]
Abstract
BACKGROUND Clinical trials enroll patients with active fibrotic nonalcoholic steatohepatitis (NASH) (nonalcoholic fatty liver disease [NAFLD] activity score ≥ 4) and significant fibrosis (F ≥ 2); however, screening failure rates are high following biopsy. We developed new scores to identify active fibrotic NASH using FibroScan and magnetic resonance imaging (MRI). METHODS We undertook prospective primary (n = 176), retrospective validation (n = 169), and University of California San Diego (UCSD; n = 234) studies of liver biopsy-proven NAFLD. Liver stiffness measurement (LSM) using FibroScan or magnetic resonance elastography (MRE), controlled attenuation parameter (CAP), or proton density fat fraction (PDFF), and aspartate aminotransferase (AST) were combined to develop a two-step strategy-FibroScan-based LSM followed by CAP with AST (F-CAST) and MRE-based LSM followed by PDFF with AST (M-PAST)-and compared with FibroScan-AST (FAST) and MRI-AST (MAST) for diagnosing active fibrotic NASH. Each model was categorized using rule-in and rule-out criteria. RESULTS Areas under receiver operating characteristic curves (AUROCs) of F-CAST (0.826) and M-PAST (0.832) were significantly higher than those of FAST (0.744, p = 0.004) and MAST (0.710, p < 0.001). Following the rule-in criteria, positive predictive values of F-CAST (81.8%) and M-PAST (81.8%) were higher than those of FAST (73.5%) and MAST (70.0%). Following the rule-out criteria, negative predictive values of F-CAST (90.5%) and M-PAST (90.9%) were higher than those of FAST (84.0%) and MAST (73.9%). In the validation and UCSD cohorts, AUROCs did not differ significantly between F-CAST and FAST, but M-PAST had a higher diagnostic performance than MAST. CONCLUSIONS The two-step strategy, especially M-PAST, showed reliability of rule-in/-out for active fibrotic NASH, with better predictive performance compared with MAST. This study is registered with ClinicalTrials.gov (number, UMIN000012757).
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Affiliation(s)
- Kento Imajo
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
- Department of Gastroenterology, Shin-yurigaoka General Hospital, Kawasaki, Japan
| | - Yusuke Saigusa
- Department of Biostatistics, Yokohama City University School of Medicine, Yokohama, Japan
| | - Takashi Kobayashi
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Koki Nagai
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
- Department of Gastroenterology, Shin-yurigaoka General Hospital, Kawasaki, Japan
| | - Shinya Nishida
- Department of Gastroenterology, Shin-yurigaoka General Hospital, Kawasaki, Japan
| | - Nobuyoshi Kawamura
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
- Department of Gastroenterology, Shin-yurigaoka General Hospital, Kawasaki, Japan
| | - Hiroyoshi Doi
- Department of Gastroenterology, Shin-yurigaoka General Hospital, Kawasaki, Japan
| | - Michihiro Iwaki
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Asako Nogami
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Yasushi Honda
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Takaomi Kessoku
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Yuji Ogawa
- Department of Gastroenterology, National Hospital Organization Yokohama Medical Center, Yokohama, Japan
| | - Hiroyuki Kirikoshi
- Department of Clinical Laboratory, Yokohama City University Hospital, Yokohama, Japan
| | - Satoshi Yasuda
- Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Gifu, Japan
| | - Hidenori Toyoda
- Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Gifu, Japan
| | - Hideki Hayashi
- Department of Gastroenterology and Hepatology, Gifu Municipal Hospital, Gifu, Japan
| | - Shigehiro Kokubu
- Department of Gastroenterology, Shin-yurigaoka General Hospital, Kawasaki, Japan
| | - Daisuke Utsunomiya
- Department of Radiology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Hirokazu Takahashi
- Division of Metabolism and Endocrinology, Faculty of Medicine, Saga University, Saga, Japan
| | - Shinichi Aishima
- Department of Pathology and Microbiology, Faculty of Medicine, Saga University, Saga, Japan
| | - Beom Kyung Kim
- NAFLD Research Center, Division of Gastroenterology and Hepatology, Department of Medicine, University of California San Diego, La Jolla, California, USA
| | - Nobuharu Tamaki
- NAFLD Research Center, Division of Gastroenterology and Hepatology, Department of Medicine, University of California San Diego, La Jolla, California, USA
- Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Tokyo, Japan
| | - Satoru Saito
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Masato Yoneda
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Rohit Loomba
- NAFLD Research Center, Division of Gastroenterology and Hepatology, Department of Medicine, University of California San Diego, La Jolla, California, USA
| | - Atsushi Nakajima
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
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Tun KM, Noureddin N, Noureddin M. Noninvasive tests in the evaluation of nonalcoholic fatty liver disease: A review. Clin Liver Dis (Hoboken) 2023; 22:103-112. [PMID: 37799634 PMCID: PMC10550044 DOI: 10.1097/cld.0000000000000066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Accepted: 04/08/2023] [Indexed: 10/07/2023] Open
Abstract
1_kpnc0f20Kaltura.
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Affiliation(s)
- Kyaw Min Tun
- Department of Internal Medicine, Kirk Kerkorian School of Medicine, University of Nevada, Las Vegas, Nevada, USA
| | - Nabil Noureddin
- Division of Gastroenterology, Department of Medicine, University of California, San Diego, School of Medicine, California, USA
| | - Mazen Noureddin
- Houston Research Institute and Houston Liver Institute, Texas, USA
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48
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Tipirneni-Sajja A, Brasher S, Shrestha U, Johnson H, Morin C, Satapathy SK. Quantitative MRI of diffuse liver diseases: techniques and tissue-mimicking phantoms. MAGMA (NEW YORK, N.Y.) 2023; 36:529-551. [PMID: 36515810 DOI: 10.1007/s10334-022-01053-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Revised: 11/29/2022] [Accepted: 11/30/2022] [Indexed: 12/15/2022]
Abstract
Quantitative magnetic resonance imaging (MRI) techniques are emerging as non-invasive alternatives to biopsy for assessment of diffuse liver diseases of iron overload, steatosis and fibrosis. For testing and validating the accuracy of these techniques, phantoms are often used as stand-ins to human tissue to mimic diffuse liver pathologies. However, currently, there is no standardization in the preparation of MRI-based liver phantoms for mimicking iron overload, steatosis, fibrosis or a combination of these pathologies as various sizes and types of materials are used to mimic the same liver disease. Liver phantoms that mimic specific MR features of diffuse liver diseases observed in vivo are important for testing and calibrating new MRI techniques and for evaluating signal models to accurately quantify these features. In this study, we review the liver morphology associated with these diffuse diseases, discuss the quantitative MR techniques for assessing these liver pathologies, and comprehensively examine published liver phantom studies and discuss their benefits and limitations.
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Affiliation(s)
- Aaryani Tipirneni-Sajja
- Department of Biomedical Engineering, The University of Memphis, Memphis, TN, USA.
- Department of Diagnostic Imaging, St. Jude Children's Research Hospital, Memphis, TN, USA.
| | - Sarah Brasher
- Department of Biomedical Engineering, The University of Memphis, Memphis, TN, USA
| | - Utsav Shrestha
- Department of Biomedical Engineering, The University of Memphis, Memphis, TN, USA
| | - Hayden Johnson
- Department of Biomedical Engineering, The University of Memphis, Memphis, TN, USA
| | - Cara Morin
- Department of Diagnostic Imaging, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Sanjaya K Satapathy
- Northwell Health Center for Liver Diseases and Transplantation, Northshore University Hospital/Northwell Health, Manhasset, NY, USA
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Nakamura A, Yoshimura T, Ichikawa T. Mildly Low Serum Sodium Levels in Chronic Liver Disease: At Risk for Sarcopenia and Portal Hypertension. Cureus 2023; 15:e44419. [PMID: 37664343 PMCID: PMC10473259 DOI: 10.7759/cureus.44419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/30/2023] [Indexed: 09/05/2023] Open
Abstract
OBJECTIVE Hyponatremia and sarcopenia in advanced chronic liver disease (ACLD) are both associated with portal hypertension (PHT) and worse prognosis. This study investigated their interrelationship. METHODS This retrospective study analyzed 751 patients with CLD who underwent magnetic resonance elastography (MRE) at Nippon Kokan Hospital (Kawasaki, Japan). Patients were classified and studied in five groups based on serum sodium (Na) levels: <135, 135-136, 137-138, 139-140, and >140 mEq/L. PHT was assessed by thrombocytopenia, varices, and ascites, and magnetic resonance imaging (MRI) data were used to diagnose sarcopenia. RESULTS The proportions of the five groups were 3/4/13/32/48 (%), and the mean liver stiffness (LS) was 6.6/5.7/4.2/3.2/3.2 (kPa), with significant progressive increases at Na < 139 (p< 0.01). The incidence of all PHT events and sarcopenia also increased at <139 (each p < 0.01). By contrast, the LS thresholds for predicting thrombocytopenia, varices, and ascites increased from 3.5 to 4.7 and 5.1, respectively, and were the same at 3.4 for low Na (<139) and sarcopenia (all p < 0.01). Multivariate analysis of factors associated with low Na identified LS and sarcopenia as independent factors (p < 0.05 both). In the Cox proportional hazards model, low Na was a significant prognostic factor in ACLD (hazard ratio (HR) 5.33, p < 0.01); however, the albumin-bilirubin (ALBI) score (HR 2.49) and sarcopenia (HR 4.03) were extracted in the multivariate analysis (p < 0.05 both). CONCLUSIONS Studies using MRE imaging showed that low Na levels in CLD are associated with worse prognosis, not only due to elevated LS (i.e., PHT) but also the strong association with sarcopenia.
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Jang W, Jo S, Song JS, Hwang HP, Kim SH. Correction to: Comparison of diffusion‑weighted imaging and MR elastography in staging liver fibrosis: a meta‑analysis. Abdom Radiol (NY) 2023; 48:2763-2768. [PMID: 37231220 DOI: 10.1007/s00261-023-03942-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Affiliation(s)
- Weon Jang
- Department of Radiology, Jeonbuk National University Medical School and Hospital, Jeonju, Korea
- Research Institute of Clinical Medicine of Jeonbuk National University, Jeonju, Korea
- Biomedical Research Institute of Jeonbuk National University Hospital, 20 Geonji-ro, Deokjin-gu, Jeonju, Jeonbuk, 54907, Korea
| | - Seongil Jo
- Department of Statistics, Inha University, Incheon, Korea
| | - Ji Soo Song
- Department of Radiology, Jeonbuk National University Medical School and Hospital, Jeonju, Korea.
- Research Institute of Clinical Medicine of Jeonbuk National University, Jeonju, Korea.
- Biomedical Research Institute of Jeonbuk National University Hospital, 20 Geonji-ro, Deokjin-gu, Jeonju, Jeonbuk, 54907, Korea.
| | - Hong Pil Hwang
- Department of Surgery, Jeonbuk National University Medical School and Hospital, Jeonju, Korea
| | - Seong-Hun Kim
- Department of Internal Medicine, Jeonbuk National University Medical School and Hospital, Jeonju, Korea
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