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Jackson E, Dennis A, Alkhouri N, Samala N, Vuppalanchi R, Sanyal AJ, Muthiah M, Banerjee R, Banerjee A. Cardiac and liver impairment on multiorgan MRI and risk of major adverse cardiovascular and liver events. Nat Med 2025:10.1038/s41591-025-03654-2. [PMID: 40335668 DOI: 10.1038/s41591-025-03654-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2024] [Accepted: 03/11/2025] [Indexed: 05/09/2025]
Abstract
Cardiovascular disease and metabolic dysfunction-associated steatotic liver disease are common conditions associated with high mortality and morbidity, yet opportunities for integrated prevention are underinvestigated. We explored the association between impairment in the liver (defined by increased iron-corrected T1 (cT1) time) and/or heart (reduced left ventricular ejection fraction ≤ 50) and risk of experiencing cardiovascular- or liver-related events or all-cause mortality among 28,841 UK Biobank participants who underwent magnetic resonance imaging. Using Cox proportional hazard models, adjusted for age, sex, body mass index, type 2 diabetes and dyslipidaemia, we observed that cardiac impairment was associated with increased incidence of cardiovascular events (hazard ratio (HR) 2.3 (1.9-2.7)) and hospitalization (HR 2.1 (1.8-2.4)). Liver impairment was associated with incident cardiovascular hospitalization (cT1 ≥ 800 ms, HR 1.3 (1.1-1.5)), liver events (cT1 ≥ 875 ms, HR 9.2 (3.2-26) and hospitalization (cT1 ≥ 875 ms, HR 5.5 (3.2-9.3). Associations between cT1 and liver events were maintained in participants with metabolic dysfunction-associated steatotic liver disease (N = 6,223). Reduced left ventricular ejection fraction (≤50) combined with elevated cT1 (≥800 ms) were associated with earlier cardiovascular events (time to event 0.8 versus 2.4 years; P < 0.05). Cardiac and liver impairment are independently, or in combination, associated with cardiovascular or liver events, suggesting a dual role for magnetic resonance imaging in integrated prevention pathways.
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Affiliation(s)
| | | | - Naim Alkhouri
- Arizona Liver Health, Phoenix, AZ, USA
- Summit Clinical Research, San Antonio, AZ, USA
| | | | | | | | - Mark Muthiah
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Division of Gastroenterology and Hepatology, Department of Medicine, National University Hospital, Singapore, Singapore
| | - Rajarshi Banerjee
- Perspectum Ltd, Oxford, UK
- Oxford University Hospitals NHS Trust, Oxford, UK
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Meneses JP, Qadir A, Surendran N, Arrieta C, Tejos C, Andia ME, Chen Z, Uribe S. Unbiased and reproducible liver MRI-PDFF estimation using a scan protocol-informed deep learning method. Eur Radiol 2025; 35:2843-2854. [PMID: 39500799 DOI: 10.1007/s00330-024-11164-x] [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: 05/07/2024] [Revised: 08/30/2024] [Accepted: 09/29/2024] [Indexed: 04/25/2025]
Abstract
OBJECTIVE To estimate proton density fat fraction (PDFF) from chemical shift encoded (CSE) MR images using a deep learning (DL)-based method that is precise and robust to different MR scanners and acquisition echo times (TEs). METHODS Variable echo times neural network (VET-Net) is a two-stage framework that first estimates nonlinear variables of the CSE-MR signal model, to posteriorly estimate water/fat signal components using the least-squares method. VET-Net incorporates a vector with TEs as an auxiliary input, therefore enabling PDFF calculation with any TE setting. A single-site liver CSE-MRI dataset (188 subjects, 4146 axial slices) was considered, which was split into training (150 subjects), validation (18), and testing (20) subsets. Testing subjects were scanned using several protocols with different TEs, which we then used to measure the PDFF reproducibility coefficient (RDC) at two regions of interest (ROIs): the right posterior and left hepatic lobes. An open-source multi-site and multi-vendor fat-water phantom dataset was also used for PDFF bias assessment. RESULTS VET-Net showed RDCs of 1.71% and 1.04% on the right posterior and left hepatic lobes, respectively, across different TEs, which was comparable to a reference graph cuts-based method (RDCs = 1.71% and 0.86%). VET-Net also showed a smaller PDFF bias (-0.55%) than graph cuts (0.93%) when tested on a multi-site phantom dataset. Reproducibility (1.94% and 1.59%) and bias (-2.04%) were negatively affected when the auxiliary TE input was not considered. CONCLUSION VET-Net provided unbiased and precise PDFF estimations using CSE-MR images from different hardware vendors and different TEs, outperforming conventional DL approaches. KEY POINTS Question Reproducibility of liver PDFF DL-based approaches on different scan protocols or manufacturers is not validated. Findings VET-Net showed a PDFF bias of -0.55% on a multi-site phantom dataset, and RDCs of 1.71% and 1.04% at two liver ROIs. Clinical relevance VET-Net provides efficient, in terms of scan and processing times, and unbiased PDFF estimations across different MR scanners and scan protocols, and therefore it can be leveraged to expand the use of MRI-based liver fat quantification to assess hepatic steatosis.
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Affiliation(s)
- Juan P Meneses
- Biomedical Imaging Center, Pontificia Universidad Católica de Chile, Santiago, Chile
- i-HEALTH Millennium Institute for Intelligent Healthcare Engineering, Santiago, Chile
- Department of Electrical Engineering, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Ayyaz Qadir
- Department of Medical Imaging and Radiation Sciences, Monash University, Melbourne, VIC, Australia
| | - Nirusha Surendran
- Department of Medical Imaging and Radiation Sciences, Monash University, Melbourne, VIC, Australia
| | - Cristobal Arrieta
- i-HEALTH Millennium Institute for Intelligent Healthcare Engineering, Santiago, Chile
- Faculty of Engineering, Universidad Alberto Hurtado, Santiago, Chile
| | - Cristian Tejos
- Biomedical Imaging Center, Pontificia Universidad Católica de Chile, Santiago, Chile
- i-HEALTH Millennium Institute for Intelligent Healthcare Engineering, Santiago, Chile
- Department of Electrical Engineering, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Marcelo E Andia
- i-HEALTH Millennium Institute for Intelligent Healthcare Engineering, Santiago, Chile
- School of Medicine and Centro de Envejecimiento y Regeneración (CARE), Facultad de Ciencias Biológicas, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Zhaolin Chen
- Monash Biomedical Imaging, Monash University, Melbourne, VIC, Australia
- Department of Data Science and AI, Monash University, Melbourne, VIC, Australia
| | - Sergio Uribe
- Biomedical Imaging Center, Pontificia Universidad Católica de Chile, Santiago, Chile.
- Department of Medical Imaging and Radiation Sciences, Monash University, Melbourne, VIC, Australia.
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Zhao C, Ma Q, Hou X, Yan Y, Cheng X, Xie L, Yang Z. Influence of sleeve gastrectomy on bone marrow fat in metabolic syndrome patients with and without diabetes: a prospective follow-up study. Hormones (Athens) 2025:10.1007/s42000-025-00660-4. [PMID: 40266536 DOI: 10.1007/s42000-025-00660-4] [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: 09/12/2024] [Accepted: 04/10/2025] [Indexed: 04/24/2025]
Abstract
OBJECTIVES To evaluate bone marrow fat concentration changes after sleeve gastrectomy in metabolic syndrome patients with and without diabetes. METHODS A total of 58 metabolic syndrome patients (29 metabolic syndrome patients with diabetes (35.10 years ± 6.62) and 29 metabolic syndrome patients without diabetes (35.07 years ± 6.47)) who underwent sleeve gastrectomy received prospective follow-up for 2 years. Echo asymmetry, least square estimation-MRI, and laboratory tests were performed on all patients before and 2 years after surgery. The differences between baseline and end-of-study parameters were analyzed with the paired Student's t test. In addition, the associations of vertebral bone marrow fat concentration (denoted by proton density fat fraction, PDFF) with other variables were determined using multiple linear regression analysis. RESULTS Bone proton density fat fraction decreased significantly among patients with diabetes (from 38.62 ± 8.01 to 34.54 ± 7.54, P = 0.003) and without diabetes (from 36.82 ± 8.80 to 35.09 ± 8.33, P = 0.011) after sleeve gastrectomy. Among patients with diabetes, multivariable predictors of changes in proton density fat fraction by descending order of standardized coefficient were changes in HbA1c (2.690, P < 0.001), baseline HbA1c (2.354, P < 0.001), changes in insulin (0.627, P < 0.001), changes in low-density lipoprotein cholesterol (0.597, P = 0.013), and changes in C-peptide (-0.664, P = 0.001). Among patients without diabetes, multivariable predictors of changes in proton density fat fraction were changes in low-density lipoprotein cholesterol (1.486, P < 0.001), changes in high-density lipoprotein cholesterol (0.460, P = 0.003), baseline low-density lipoprotein cholesterol (0.438, P = 0.014), changes in triglyceride (0.383, P = 0.007), and changes in total cholesterol (-1.614, P < 0.001). CONCLUSIONS Sleeve gastrectomy may decrease bone marrow fat concentration of MetS patients regardless of diabetes status. Changes in bone marrow fat concentration may be influenced by different factors based on diabetes status.
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Affiliation(s)
- Chenglin Zhao
- Radiology Department, Capital Medical University Affiliated Beijing Friendship Hospital, 95 YongAn Road, Beijing, 100050, P.R. China
| | - Qiang Ma
- Radiology Department, Capital Medical University Affiliated Beijing Friendship Hospital, 95 YongAn Road, Beijing, 100050, P.R. China.
| | - Xinmeng Hou
- Radiology Department, Capital Medical University Affiliated Beijing Friendship Hospital, 95 YongAn Road, Beijing, 100050, P.R. China
| | - Yuanyuan Yan
- Radiology Department, Capital Medical University Affiliated Beijing Friendship Hospital, 95 YongAn Road, Beijing, 100050, P.R. China
| | - Xiaoyue Cheng
- Radiology Department, Capital Medical University Affiliated Beijing Friendship Hospital, 95 YongAn Road, Beijing, 100050, P.R. China
| | - Lizhi Xie
- GE Healthcare, MR Research China, Beijing, 100176, P.R. China
| | - Zhenghan Yang
- Radiology Department, Capital Medical University Affiliated Beijing Friendship Hospital, 95 YongAn Road, Beijing, 100050, P.R. China.
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Dag N, Sarici B, Igci G, Yagin FH, Yilmaz S, Kutlu R. Diagnostic Performance of Ultrasound-Based Liver Fat Quantification With Reference to Magnetic Resonance Imaging Proton Density Fat Fraction and Histology. JOURNAL OF CLINICAL ULTRASOUND : JCU 2025. [PMID: 40231394 DOI: 10.1002/jcu.24010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/15/2024] [Revised: 02/08/2025] [Accepted: 03/20/2025] [Indexed: 04/16/2025]
Abstract
PURPOSE To investigate the diagnostic performance of ultrasound attenuation imaging technology (USAT) in the evaluation of hepatic steatosis using magnetic resonance imaging proton density fat fraction (MRI PDFF) and histology as reference standards. METHODS In this single-center, prospective study, the liver fat content of 117 potential liver donor candidates was assessed by USAT and MRI PDFF between April and August 2024. Intraoperative liver biopsy was performed in 47 liver donors. Cut-off values of 6%, 17%, 22%, and 5%, 33%, 66% were used for mild, moderate, and severe steatosis in MRI PDFF and histology, respectively. The correlation between USAT and MRI PDFF was evaluated using Spearman's rho technique. Receiver operating characteristic (ROC) analysis was performed for the diagnostic performance of USAT, and optimal USAT cut-off values for different grades of hepatosteatosis were obtained. RESULTS There was a very strong correlation between USAT and MRI PDFF (rho = 0.933, p < 0.001). For MRI PDFF values greater than 6%, the area under the curve (AUC) was 0.97 [95% confidence interval (CI): 0.93-0.99] (p < 0.001). USAT cut-off values for differentiating between different grades of liver steatosis were 0.57, 0.68, and 0.76 dB/cm/MHz for mild, moderate, and severe steatosis, with sensitivities of 88.9%, 90.0%, and 86.7%, respectively. For histologically confirmed steatosis greater than 5%, the AUC was 0.94 (95% CI: 0.83-0.99) (p < 0.001), with a cut-off of 0.56 dB/cm/MHz for 84.6% sensitivity. CONCLUSION USAT demonstrates excellent diagnostic accuracy in both the quantification and grading of hepatic steatosis.
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Affiliation(s)
- Nurullah Dag
- Faculty of Medicine, Department of Radiology, Inonu University, Malatya, Türkiye
| | - Baris Sarici
- Faculty of Medicine, School of Medicine, Department of General Surgery and Liver Transplant Institute, Inonu University, Malatya, Türkiye
| | - Gulnur Igci
- Faculty of Medicine, Department of Radiology, Inonu University, Malatya, Türkiye
| | - Fatma Hilal Yagin
- Faculty of Medicine, Department of Biostatistics and Medical Informatics, Inonu University, Malatya, Türkiye
| | - Sezai Yilmaz
- Faculty of Medicine, School of Medicine, Department of General Surgery and Liver Transplant Institute, Inonu University, Malatya, Türkiye
| | - Ramazan Kutlu
- Faculty of Medicine, Department of Radiology, Inonu University, Malatya, Türkiye
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Cheng S, Lv W, You T, Zhang S. Influence variables of ultrasound-derived fat fraction in liver fat content measurement: preprandial and postprandial states. Abdom Radiol (NY) 2025:10.1007/s00261-025-04909-9. [PMID: 40220168 DOI: 10.1007/s00261-025-04909-9] [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: 02/22/2025] [Revised: 03/16/2025] [Accepted: 03/18/2025] [Indexed: 04/14/2025]
Abstract
PURPOSE To investigate whether there is any effect of preprandial and postprandial states of patients on Ultrasound-derived fat fraction(UDFF) in liver fat content measurement. METHODS A retrospective study was conducted on 1596 patients who underwent UDFF from January to September 2024; UDFF measurements were performed by a sonographer, who repeated each measurement 5 times before and after meals, respectively, and finally expressed them as the mean; then paired t-tests and analyses of variance (ANOVA) were used to compare the differences in preprandial and postprandial UDFF and Auto p-SWE( Auto point shear wave elastography) values among groups, and linear regression was used to analyze the differences in preprandial and postprandial UDFF and Auto p-SWE values between each group. RESULTS The study enrolled 1036 patients(491 males and 545 females), aged 18-89 years, mean age (56.50 ± 14.67) years. The differences in UDFF and Auto p-SWE values between the group eating protein and fatty foods (n = 613) and the group eating light foods (n = 423) were not statistically significant (p > 0.05); the differences in UDFF and Auto p-SWE values between the group with a body mass index(BMI) < 25 kg/m2 (n = 703) and the group with a BMI ≥ 25 kg/m2 (n = 333) were statistically significant (p < 0.05). Preprandial and postprandiall UDFF and Auto p-SWE values were highly positively correlated in the eating group, the protein and greasy food group, and the light food group (r = 0.985, 0.983, 0.988, r = 0.834, 0.849, 0.810, all p < 0.001). CONCLUSIONS UDFF has good consistency in the measurement of liver fat content in preprandial and postprandial states.
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Affiliation(s)
- Shuai Cheng
- The First Affiliated Hospital of Ningbo University, Ningbo, China
| | - Wenhao Lv
- The First Affiliated Hospital of Ningbo University, Ningbo, China
| | | | - Shengmin Zhang
- The First Affiliated Hospital of Ningbo University, Ningbo, China.
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Avram O, Durmus B, Rakocz N, Corradetti G, An U, Nittala MG, Terway P, Rudas A, Chen ZJ, Wakatsuki Y, Hirabayashi K, Velaga S, Tiosano L, Corvi F, Verma A, Karamat A, Lindenberg S, Oncel D, Almidani L, Hull V, Fasih-Ahmad S, Esmaeilkhanian H, Cannesson M, Wykoff CC, Rahmani E, Arnold CW, Zhou B, Zaitlen N, Gronau I, Sankararaman S, Chiang JN, Sadda SR, Halperin E. Accurate prediction of disease-risk factors from volumetric medical scans by a deep vision model pre-trained with 2D scans. Nat Biomed Eng 2025; 9:507-520. [PMID: 39354052 DOI: 10.1038/s41551-024-01257-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Accepted: 08/23/2024] [Indexed: 10/03/2024]
Abstract
The application of machine learning to tasks involving volumetric biomedical imaging is constrained by the limited availability of annotated datasets of three-dimensional (3D) scans for model training. Here we report a deep-learning model pre-trained on 2D scans (for which annotated data are relatively abundant) that accurately predicts disease-risk factors from 3D medical-scan modalities. The model, which we named SLIViT (for 'slice integration by vision transformer'), preprocesses a given volumetric scan into 2D images, extracts their feature map and integrates it into a single prediction. We evaluated the model in eight different learning tasks, including classification and regression for six datasets involving four volumetric imaging modalities (computed tomography, magnetic resonance imaging, optical coherence tomography and ultrasound). SLIViT consistently outperformed domain-specific state-of-the-art models and was typically as accurate as clinical specialists who had spent considerable time manually annotating the analysed scans. Automating diagnosis tasks involving volumetric scans may save valuable clinician hours, reduce data acquisition costs and duration, and help expedite medical research and clinical applications.
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Affiliation(s)
- Oren Avram
- Department of Computational Medicine, University of California, Los Angeles, Los Angeles, CA, USA.
- Department of Computer Science, University of California, Los Angeles, Los Angeles, CA, USA.
- Department of Anesthesiology and Perioperative Medicine, University of California, Los Angeles, Los Angeles, CA, USA.
| | - Berkin Durmus
- Department of Computer Science, University of California, Los Angeles, Los Angeles, CA, USA
| | - Nadav Rakocz
- Department of Computer Science, University of California, Los Angeles, Los Angeles, CA, USA
| | - Giulia Corradetti
- Doheny Eye Institute, University of California, Los Angeles, Pasadena, CA, USA
- Department of Ophthalmology, University of California, Los Angeles, Los Angeles, CA, USA
| | - Ulzee An
- Department of Computational Medicine, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Computer Science, University of California, Los Angeles, Los Angeles, CA, USA
| | - Muneeswar G Nittala
- Doheny Eye Institute, University of California, Los Angeles, Pasadena, CA, USA
- Department of Ophthalmology, University of California, Los Angeles, Los Angeles, CA, USA
| | - Prerit Terway
- Department of Computational Medicine, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Computer Science, University of California, Los Angeles, Los Angeles, CA, USA
| | - Akos Rudas
- Department of Computational Medicine, University of California, Los Angeles, Los Angeles, CA, USA
| | - Zeyuan Johnson Chen
- Department of Computer Science, University of California, Los Angeles, Los Angeles, CA, USA
| | - Yu Wakatsuki
- Doheny Eye Institute, University of California, Los Angeles, Pasadena, CA, USA
| | | | - Swetha Velaga
- Doheny Eye Institute, University of California, Los Angeles, Pasadena, CA, USA
| | - Liran Tiosano
- Doheny Eye Institute, University of California, Los Angeles, Pasadena, CA, USA
- Department of Ophthalmology, Hadassah-Hebrew University Medical Center, Jerusalem, Israel
| | - Federico Corvi
- Doheny Eye Institute, University of California, Los Angeles, Pasadena, CA, USA
| | - Aditya Verma
- Doheny Eye Institute, University of California, Los Angeles, Pasadena, CA, USA
- Department of Ophthalmology and Visual Sciences, University of Louisville, Louisville, KY, USA
| | - Ayesha Karamat
- Doheny Eye Institute, University of California, Los Angeles, Pasadena, CA, USA
| | - Sophiana Lindenberg
- Doheny Eye Institute, University of California, Los Angeles, Pasadena, CA, USA
| | - Deniz Oncel
- Doheny Eye Institute, University of California, Los Angeles, Pasadena, CA, USA
| | - Louay Almidani
- Doheny Eye Institute, University of California, Los Angeles, Pasadena, CA, USA
| | - Victoria Hull
- Doheny Eye Institute, University of California, Los Angeles, Pasadena, CA, USA
| | - Sohaib Fasih-Ahmad
- Doheny Eye Institute, University of California, Los Angeles, Pasadena, CA, USA
| | | | - Maxime Cannesson
- Department of Anesthesiology and Perioperative Medicine, University of California, Los Angeles, Los Angeles, CA, USA
| | - Charles C Wykoff
- Retina Consultants of Texas, Retina Consultants of America, Houston, TX, USA
- Blanton Eye Institute, Houston Methodist Hospital, Houston, TX, USA
| | - Elior Rahmani
- Department of Computational Medicine, University of California, Los Angeles, Los Angeles, CA, USA
| | - Corey W Arnold
- Department of Radiology, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Bioengineering, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Pathology, University of California, Los Angeles, Los Angeles, CA, USA
| | - Bolei Zhou
- Department of Computational Medicine, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Computer Science, University of California, Los Angeles, Los Angeles, CA, USA
| | - Noah Zaitlen
- Department of Neurology, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Human Genetics, University of California, Los Angeles, Los Angeles, CA, USA
| | - Ilan Gronau
- School of Computer Science, Reichman University, Herzliya, Israel
| | - Sriram Sankararaman
- Department of Computational Medicine, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Computer Science, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Human Genetics, University of California, Los Angeles, Los Angeles, CA, USA
| | - Jeffrey N Chiang
- Department of Computational Medicine, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Neurosurgery, University of California, Los Angeles, Los Angeles, CA, USA
| | - Srinivas R Sadda
- Doheny Eye Institute, University of California, Los Angeles, Pasadena, CA, USA.
- Department of Ophthalmology, University of California, Los Angeles, Los Angeles, CA, USA.
| | - Eran Halperin
- Department of Computer Science, University of California, Los Angeles, Los Angeles, CA, USA.
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Azizi N, Naghibi H, Shakiba M, Morsali M, Zarei D, Abbastabar H, Ghanaati H. Evaluation of MRI proton density fat fraction in hepatic steatosis: a systematic review and meta-analysis. Eur Radiol 2025; 35:1794-1807. [PMID: 39254718 DOI: 10.1007/s00330-024-11001-1] [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: 02/10/2024] [Revised: 06/24/2024] [Accepted: 07/15/2024] [Indexed: 09/11/2024]
Abstract
BACKGROUND Amidst the global rise of metabolic dysfunction-associated steatotic liver disease (MASLD), driven by increasing obesity rates, there is a pressing need for precise, non-invasive diagnostic tools. Our research aims to validate MRI Proton Density Fat Fraction (MRI-PDFF) utility, compared to liver biopsy, in grading hepatic steatosis in MASLD. METHODS A systematic search was conducted across Embase, PubMed/Medline, Scopus, and Web of Science until January 13, 2024, selecting studies that compare MRI-PDFF with liver biopsy for hepatic steatosis grading, defined as grades 0 (< 5% steatosis), 1 (5-33% steatosis), 2 (34-66% steatosis), and 3 (> 66% steatosis). RESULTS Twenty-two studies with 2844 patients were included. The analysis showed high accuracy of MRI-PDFF with AUCs of 0.97 (95% CI = 0.96-0.98) for grade 0 vs ≥ 1, 0.91 (95% CI = 0.88-0.93) for ≤ 1 vs ≥ 2, and 0.91 (95% CI = 0.88-0.93) for ≤ 2 vs 3, diagnostic odds ratio (DOR) from 98.74 (95% CI = 58.61-166.33) to 23.36 (95% CI = 13.76-39.68), sensitivity and specificity from 0.93 (95% CI = 0.88-0.96) to 0.76 (95% CI = 0.63-0.85) and 0.93 (95% CI = 0.88-0.96) to 0.89 (95% CI = 0.84-0.93), respectively. Likelihood ratio (LR) + ranged from 13.3 (95% CI = 7.4-24.0) to 7.2 (95% CI = 4.9-10.5), and LR - from 0.08 (95% CI = 0.05-0.13) to 0.27 (95% CI = 0.17-0.42). The proposed MRI-PDFF threshold of 5.7% for liver fat content emerges as a potential cut-off for the discrimination between grade 0 vs ≥ 1 (p = 0.075). CONCLUSION MRI-PDFF is a precise non-invasive technique for diagnosing and grading hepatic steatosis, warranting further studies to establish its diagnostic thresholds. CLINICAL RELEVANCE STATEMENT This study underscores the high diagnostic accuracy of MRI-PDFF for distinguishing between various grades of hepatic steatosis for early detection and management of MASLD, though further research is necessary for broader application. KEY POINTS MRI-PDFF offers precision in diagnosing and monitoring hepatic steatosis. The diagnostic accuracy of MRI-PDFF decreases as the grade of hepatic steatosis advances. A 5.7% MRI-PDFF threshold differentiates steatotic from non-steatotic livers.
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Affiliation(s)
- Narges Azizi
- Advanced Diagnostic and Interventional Radiology Research Center (ADIR), Tehran University of Medical Science, Tehran, Iran
| | - Hamed Naghibi
- Advanced Diagnostic and Interventional Radiology Research Center (ADIR), Tehran University of Medical Science, Tehran, Iran
| | - Madjid Shakiba
- Advanced Diagnostic and Interventional Radiology Research Center (ADIR), Tehran University of Medical Science, Tehran, Iran
| | - Mina Morsali
- Advanced Diagnostic and Interventional Radiology Research Center (ADIR), Tehran University of Medical Science, Tehran, Iran
| | - Diana Zarei
- Advanced Diagnostic and Interventional Radiology Research Center (ADIR), Tehran University of Medical Science, Tehran, Iran
| | - Hedayat Abbastabar
- Advanced Diagnostic and Interventional Radiology Research Center (ADIR), Tehran University of Medical Science, Tehran, Iran
| | - Hossein Ghanaati
- Advanced Diagnostic and Interventional Radiology Research Center (ADIR), Tehran University of Medical Science, Tehran, Iran.
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Wu S, Pan J, Song M, Zhao YC, Chen W, Huang H, Zhu Y, Chen F. Performance of Magnetic Resonance Imaging and Ultrasound for Identifying the Different Degrees of Hepatic Steatosis: A Systematic Review and Meta-analysis. Acad Radiol 2025:S1076-6332(25)00204-1. [PMID: 40164534 DOI: 10.1016/j.acra.2025.03.008] [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: 01/02/2025] [Revised: 03/05/2025] [Accepted: 03/06/2025] [Indexed: 04/02/2025]
Abstract
BACKGROUND MRI proton density fat fraction (MRI-PDFF), controlled attenuation parameters (CAP), and attenuation coefficients (AC) are capable of steatosis characterization and may be useful as noninvasive alternatives for diagnosing hepatic steatosis. PURPOSE This meta-analysis aimed to evaluate the performance of MRI-PDFF, CAP, and AC in grading hepatic steatosis, using histology as the reference standard. METHODS We conducted a comprehensive search of the PubMed, Cochrane Library, Embase, and Web of Science databases until June 2024. The quality of eligible studies was assessed. Pooled sensitivity, specificity, and area under receiver operating characteristic (AUC) curves were calculated using a bivariate random-effects model. Meta-regression analysis, subgroup analysis, and Deeks' test were performed to explore heterogeneity and assess publication bias. RESULTS This meta-analysis included 38 studies with 5056 patients with metabolic dysfunction-associated steatotic liver disease. The AUC values for grading steatosis ≥S1, ≥S2, and ≥S3 were 0.99, 0.89, and 0.90 for MRI-PDFF, 0.95, 0.84, and 0.77 for CAP, and 0.97, 0.90, and 0.89 for AC, respectively. CAP demonstrated lower accuracy for detecting steatosis grades ≥S2 and ≥S3 compared to MRI-PDFF (0.89 vs. 0.84, p<0.001; 0.90 vs. 0.77, p<0.001) and AC (0.90 vs. 0.84, p<0.001; 0.89 vs. 0.77, p<0.001). Subgroup analyses revealed that MRI-PDFF and CAP exhibited superior diagnostic performance in diagnosing ≥S2 and ≥S3 steatosis among individuals in Asia, with a body mass index ≤30 kg/m2, and age <51 years. CONCLUSION A direct comparison with CAP showed greater accuracy for MRI-PDFF and AC in diagnosing moderate and severe steatosis, and similar diagnostic performance for MRI-PDFF and AC. For patients with steatosis, AC should be incorporated into routine ultrasound screening.
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Affiliation(s)
- Shuzhen Wu
- Department of Radiology, The First Affiliated Hospital, Zhejiang University School of Medicine, No.79 Qingchun Road, Hangzhou 310003, China (S.W., J.P., M.S., Y.C.Z., W.C., H.H., Y.Z., F.C.)
| | - Junhan Pan
- Department of Radiology, The First Affiliated Hospital, Zhejiang University School of Medicine, No.79 Qingchun Road, Hangzhou 310003, China (S.W., J.P., M.S., Y.C.Z., W.C., H.H., Y.Z., F.C.)
| | - Mengchen Song
- Department of Radiology, The First Affiliated Hospital, Zhejiang University School of Medicine, No.79 Qingchun Road, Hangzhou 310003, China (S.W., J.P., M.S., Y.C.Z., W.C., H.H., Y.Z., F.C.); Department of Radiology, Shulan (Hang Zhou) Hospital, No. 848 Dongxin Road, Hangzhou 310003, China (M.S.)
| | - Yan-Ci Zhao
- Department of Radiology, The First Affiliated Hospital, Zhejiang University School of Medicine, No.79 Qingchun Road, Hangzhou 310003, China (S.W., J.P., M.S., Y.C.Z., W.C., H.H., Y.Z., F.C.)
| | - Wuyue Chen
- Department of Radiology, The First Affiliated Hospital, Zhejiang University School of Medicine, No.79 Qingchun Road, Hangzhou 310003, China (S.W., J.P., M.S., Y.C.Z., W.C., H.H., Y.Z., F.C.)
| | - Huizhen Huang
- Department of Radiology, The First Affiliated Hospital, Zhejiang University School of Medicine, No.79 Qingchun Road, Hangzhou 310003, China (S.W., J.P., M.S., Y.C.Z., W.C., H.H., Y.Z., F.C.)
| | - Yanyan Zhu
- Department of Radiology, The First Affiliated Hospital, Zhejiang University School of Medicine, No.79 Qingchun Road, Hangzhou 310003, China (S.W., J.P., M.S., Y.C.Z., W.C., H.H., Y.Z., F.C.)
| | - Feng Chen
- Department of Radiology, The First Affiliated Hospital, Zhejiang University School of Medicine, No.79 Qingchun Road, Hangzhou 310003, China (S.W., J.P., M.S., Y.C.Z., W.C., H.H., Y.Z., F.C.).
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9
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Tada T, Kumada T, Gotoh T, Niwa F, Ogawa S, Yasuda S, Koshiyama Y, Akita T, Tanaka J, Kodama Y, Toyoda H. Validation of a B-mode ultrasonography scoring system for assessing liver steatosis: A comparison with MRI-Derived proton density fat fraction. Hepatol Res 2025. [PMID: 40318112 DOI: 10.1111/hepr.14190] [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: 02/05/2025] [Revised: 03/10/2025] [Accepted: 03/18/2025] [Indexed: 05/07/2025]
Abstract
AIM Noninvasive detection of liver steatosis and monitoring its progression are essential for effective therapeutic management. We validated the diagnostic performance of an ultrasonography (US)-based steatotic liver scoring system, derived from the B-mode method and the hepatic steatosis index (HSI) for the detection of liver steatosis, as identified by proton density fat fraction (PDFF) measurements on magnetic resonance imaging (MRI). METHODS A total of 916 patients with chronic liver disease were included in the analysis. RESULTS The median MRI-PDFF value was 4.0% (interquartile range: 2.0-9.7). The distribution of scores (0/1/2/3/4/5/6) according to the US-based steatotic liver scoring system was as follows: 475, 36, 99, 78, 141, 66, and 21, respectively. The median HSI was 32.8 (28.9-37.4). A significant positive association between advancing scores of the US-based steatotic liver scoring system and increasing MRI-PDFF values was observed (p < 0.001). The diagnostic performance of the US-based steatotic liver scoring system and HSI for detecting steatosis grades ≥1, ≥2, and 3, as determined by MRI-PDFF, showed areas under the receiver operating characteristic curve of 0.940 and 0.842 (p < 0.001), 0.949 and 0.847 (p < 0.001), and 0.945 and 0.864 (p < 0.001), respectively. When the cutoff values of the scoring system were set at 2, 3, and 4 for steatosis grades ≥1, ≥2, and 3, the sensitivity and specificity were 90.6% and 90.5%, 92.9% and 83.0%, and 93.3% and 84.0%, respectively. CONCLUSION The B-mode US-based steatotic liver scoring system demonstrated robust diagnostic capability in detecting liver steatosis.
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Affiliation(s)
- Toshifumi Tada
- Division of Gastroenterology, Department of Internal Medicine, Kobe University Graduate School of Medicine, Kobe, Japan
| | - Takashi Kumada
- Gifu Kyoritsu University, Ogaki, Japan
- Institute of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Tatsuya Gotoh
- Department of Imaging Diagnosis, Ogaki Municipal Hospital, Ogaki, Japan
| | - Fumihiko Niwa
- Department of Imaging Diagnosis, Ogaki Municipal Hospital, Ogaki, Japan
| | - Sadanobu Ogawa
- Department of Imaging Diagnosis, Ogaki Municipal Hospital, Ogaki, Japan
| | - Satoshi Yasuda
- Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan
| | - Yuichi Koshiyama
- Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan
| | - Tomoyuki Akita
- Institute of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Junko Tanaka
- Institute of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Yuzo Kodama
- Division of Gastroenterology, Department of Internal Medicine, Kobe University Graduate School of Medicine, Kobe, Japan
| | - Hidenori Toyoda
- Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan
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10
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Shih SF, Tasdelen B, Yagiz E, Zhang Z, Zhong X, Cui SX, Nayak KS, Wu HH. Improved liver fat and R 2 * quantification at 0.55 T using locally low-rank denoising. Magn Reson Med 2025; 93:1348-1364. [PMID: 39385473 DOI: 10.1002/mrm.30324] [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: 06/09/2024] [Revised: 08/19/2024] [Accepted: 09/13/2024] [Indexed: 10/12/2024]
Abstract
PURPOSE To improve liver proton density fat fraction (PDFF) andR 2 * $$ {R}_2^{\ast } $$ quantification at 0.55 T by systematically validating the acquisition parameter choices and investigating the performance of locally low-rank denoising methods. METHODS A Monte Carlo simulation was conducted to design a protocol for PDFF andR 2 * $$ {R}_2^{\ast } $$ mapping at 0.55 T. Using this proposed protocol, we investigated the performance of robust locally low-rank (RLLR) and random matrix theory (RMT) denoising. In a reference phantom, we assessed quantification accuracy (concordance correlation coefficient [ρ c $$ {\rho}_c $$ ] vs. reference values) and precision (using SD) across scan repetitions. We performed in vivo liver scans (11 subjects) and used regions of interest to compare means and SDs of PDFF andR 2 * $$ {R}_2^{\ast } $$ measurements. Kruskal-Wallis and Wilcoxon signed-rank tests were performed (p < 0.05 considered significant). RESULTS In the phantom, RLLR and RMT denoising improved accuracy in PDFF andR 2 * $$ {R}_2^{\ast } $$ withρ c $$ {\rho}_c $$ >0.992 and improved precision with >67% decrease in SD across 50 scan repetitions versus conventional reconstruction (i.e., no denoising). For in vivo liver scans, the mean PDFF and meanR 2 * $$ {R}_2^{\ast } $$ were not significantly different between the three methods (conventional reconstruction; RLLR and RMT denoising). Without denoising, the SDs of PDFF andR 2 * $$ {R}_2^{\ast } $$ were 8.80% and 14.17 s-1. RLLR denoising significantly reduced the values to 1.79% and 5.31 s-1 (p < 0.001); RMT denoising significantly reduced the values to 2.00% and 4.81 s-1 (p < 0.001). CONCLUSION We validated an acquisition protocol for improved PDFF andR 2 * $$ {R}_2^{\ast } $$ quantification at 0.55 T. Both RLLR and RMT denoising improved the accuracy and precision of PDFF andR 2 * $$ {R}_2^{\ast } $$ measurements.
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Affiliation(s)
- Shu-Fu Shih
- Department of Radiological Sciences, University of California Los Angeles, Los Angeles, California, USA
- Department of Bioengineering, University of California Los Angeles, Los Angeles, California, USA
| | - Bilal Tasdelen
- Ming Hsieh Department of Electrical and Computer Engineering, University of Southern California, Los Angeles, California, USA
| | - Ecrin Yagiz
- Ming Hsieh Department of Electrical and Computer Engineering, University of Southern California, Los Angeles, California, USA
| | - Zhaohuan Zhang
- Department of Radiological Sciences, University of California Los Angeles, Los Angeles, California, USA
- Department of Bioengineering, University of California Los Angeles, Los Angeles, California, USA
| | - Xiaodong Zhong
- Department of Radiological Sciences, University of California Los Angeles, Los Angeles, California, USA
- Department of Bioengineering, University of California Los Angeles, Los Angeles, California, USA
| | - Sophia X Cui
- MR R&D Collaborations, Siemens Medical Solutions USA, Inc., Los Angeles, California, USA
| | - Krishna S Nayak
- Ming Hsieh Department of Electrical and Computer Engineering, University of Southern California, Los Angeles, California, USA
| | - Holden H Wu
- Department of Radiological Sciences, University of California Los Angeles, Los Angeles, California, USA
- Department of Bioengineering, University of California Los Angeles, Los Angeles, California, USA
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11
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Chang YC, Yen KC, Liang PC, Ho MC, Ho CM, Hsiao CY, Hsiao CH, Lu CH, Wu CH. Automated liver volumetry and hepatic steatosis quantification with magnetic resonance imaging proton density fat fraction. J Formos Med Assoc 2025; 124:264-270. [PMID: 38643056 DOI: 10.1016/j.jfma.2024.04.012] [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: 05/13/2023] [Revised: 04/04/2024] [Accepted: 04/16/2024] [Indexed: 04/22/2024] Open
Abstract
BACKGROUND Preoperative imaging evaluation of liver volume and hepatic steatosis for the donor affects transplantation outcomes. However, computed tomography (CT) for liver volumetry and magnetic resonance spectroscopy (MRS) for hepatic steatosis are time consuming. Therefore, we investigated the correlation of automated 3D-multi-echo-Dixon sequence magnetic resonance imaging (ME-Dixon MRI) and its derived proton density fat fraction (MRI-PDFF) with CT liver volumetry and MRS hepatic steatosis measurements in living liver donors. METHODS This retrospective cross-sectional study was conducted from December 2017 to November 2022. We enrolled donors who received a dynamic CT scan and an MRI exam within 2 days. First, the CT volumetry was processed semiautomatically using commercial software, and ME-Dixon MRI volumetry was automatically measured using an embedded sequence. Next, the signal intensity of MRI-PDFF volumetric data was correlated with MRS as the gold standard. RESULTS We included the 165 living donors. The total liver volume of ME-Dixon MRI was significantly correlated with CT (r = 0.913, p < 0.001). The fat percentage measured using MRI-PDFF revealed a strong correlation between automatic segmental volume and MRS (r = 0.705, p < 0.001). Furthermore, the hepatic steatosis group (MRS ≥5%) had a strong correlation than the non-hepatic steatosis group (MRS <5%) in both volumetric (r = 0.906 vs. r = 0.887) and fat fraction analysis (r = 0.779 vs. r = 0.338). CONCLUSION Automated ME-Dixon MRI liver volumetry and MRI-PDFF were strongly correlated with CT liver volumetry and MRS hepatic steatosis measurements, especially in donors with hepatic steatosis.
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Affiliation(s)
- Yuan-Chen Chang
- Department of Medical Imaging and Radiology, National Taiwan University Hospital and College of Medicine, Taiwan
| | - Kuang-Chen Yen
- Department of Medical Imaging and Radiology, National Taiwan University Hospital and College of Medicine, Taiwan
| | - Po-Chin Liang
- Department of Medical Imaging and Radiology, National Taiwan University Hospital and College of Medicine, Taiwan
| | - Ming-Chih Ho
- Departments of Surgery, National Taiwan University Hospital and College of Medicine, National Taiwan University, Taipei, Taiwan; Center for Functional Image and Interventional Image, National Taiwan University, Taipei, Taiwan; Department of Surgery, National Taiwan University Hospital Hsin-Chu Branch, Hsin-Chu, Taiwan
| | - Cheng-Maw Ho
- Departments of Surgery, National Taiwan University Hospital and College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Chih-Yang Hsiao
- Departments of Surgery, National Taiwan University Hospital and College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Chiu-Han Hsiao
- Research Center for Information Technology Innovation, Academia Sinica, Taiwan
| | - Chia-Hsun Lu
- Department of Radiology, Wan-Fang Hospital, Taipei Medical University, Taipei, Taiwan
| | - Chih-Horng Wu
- Department of Medical Imaging and Radiology, National Taiwan University Hospital and College of Medicine, Taiwan; Hepatits Research Center, National Taiwan University Hospital, Taipei, Taiwan; Center of Minimal-Invasive Interventional Radiology, National Taiwan University Hospital, Taipei, Taiwan.
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12
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Altay C, Başara Akın I, Özgül HA, Şen V, Bozkurt O, Tuna EB, Yörükoğlu K, Seçil M. Is fat quantification based on proton density fat fraction useful for differentiating renal tumor types? Abdom Radiol (NY) 2025; 50:1254-1265. [PMID: 39333411 DOI: 10.1007/s00261-024-04596-y] [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: 07/02/2024] [Revised: 09/12/2024] [Accepted: 09/16/2024] [Indexed: 09/29/2024]
Abstract
PURPOSE This study retrospectively assessed the diagnostic accuracy of fat quantification based on proton density fat fraction (PDFF) for differentiating renal tumors. METHODS In this retrospective study, 98 histologically confirmed clear cell renal cell carcinomas (ccRCCs), 35 papillary renal cell carcinomas (pRCCs), 14 renal oncocytomas, 16 chromophobe renal cell carcinomas (chRCCs), 10 lymphomas, 19 uroepithelial tumors, 10 lipid-poor angiomyolipomas (AMLs), and 25 lipid-rich AMLs were identified in 226 patients (127 males and 99 females) over 5 years. All patients underwent multiparametric kidney MRI. The MRI protocol included an axial plane and a volumetric 3D fat fraction sequence known as mDIXON-Quant for PDFF measurement. Demographic data were recorded, and PDFF values were independently reviewed by two radiologists blinded to pathologic results. MRI examinations were performed using a 1.5 T system. MRI-PDFF measurements were obtained from the solid parts of all renal tumors. Fat quantification was performed using a standard region of interest for each tumor, compared to histopathological diagnoses. Sensitivity and specificity analyses were performed to calculate the diagnostic accuracy for each histopathological tumor type. Nonparametric variables were compared among the subgroups using the Kruskal-Wallis H test and Mann Whitney U test. P-values < 0.05 were considered statistically significant. RESULTS In all, 102 patients underwent partial nephrectomy, 70 patients underwent radical nephrectomy, and the remaining 54 had biopsies. Patient age (mean: 58.11 years; range: 18-87 years) and tumor size (mean: 29.5 mm; range: 14-147 mm) did not significantly differ across groups. All measurements exhibited good interobserver agreement. The mean ccRCC MRI-PDFF was 12.6 ± 5.06% (range: 11.58-13.61%), the mean pRCC MRI-PDFF was 2.72 ± 2.42% (range: 2.12-3.32%), and the mean chRCC MRI-PDFF was 1.8 ± 1.4% (range: 1.09-2.5%). Clear cell RCCs presented a significantly higher fat ratio than other RCC types, uroepithelial tumors, lymphomas, and lipid-poor AMLs (p < 0.05). Lipid-rich AMLs demonstrated a very high fat ratio. CONCLUSION MRI-PDFF facilitated accurate differentiation of ccRCCs from other renal tumors with high sensitivity and specificity.
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Tian Y, Zhou Y, Liao W, Xia J, Hu Q, Zhao Q, Zhang R, Sun G, Yang L, Li L. Flaxseed powder supplementation in non-alcoholic fatty liver disease: a randomized controlled clinical trial. Food Funct 2025; 16:1389-1406. [PMID: 39878023 DOI: 10.1039/d4fo05847j] [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: 01/31/2025]
Abstract
Background: Non-alcoholic fatty liver disease (NAFLD) has become a growing public health problem worldwide, and dietary interventions have important potential in the prevention and treatment of NAFLD. Moreover, previous animal studies have shown that flaxseed has a good improvement effect in animal NAFLD models. Objectives: Assess whether flaxseed powder could improve the liver lipid content in patients with NAFLD. Methods: In this 12-week randomized controlled clinical trial, 50 patients were randomly assigned to the flaxseed group (n = 25) and the control group (n = 25). The flaxseed group received 30 g d-1 flaxseed powder orally before lunch or dinner along with health education, while the control group received only health education. The primary outcome was the intrahepatic lipid content assessed by the proton density fat fraction estimated by magnetic resonance imaging, and secondary outcomes were body composition measurements, liver function, and glucolipid metabolism. Results: Patients in the flaxseed group showed significantly lower liver fat content, body fat percentage, obesity index, visceral fat area, serum total bilirubin (TBIL), direct bilirubin (DBIL), indirect bilirubin (IBIL), aspartate aminotransferase (AST), total cholesterol (TC), and triglyceride (TG) levels after a 12-week intervention compared to pre-intervention levels, while serum apolipoprotein A1 (Apo A1) and high-density lipoprotein cholesterol (HDL-C) levels were significantly increased, with all differences being statistically significant (P < 0.05). Analysis of the gut microbiota showed that, at the phylum level, flaxseed intervention significantly increased the abundance of Bacteroides and Actinobacteria, while decreasing the ratio of Firmicutes to Bacteroidetes. At the genus level, the relative abundance of Clostridium_sensu_stricto_1, Parasutterella, Lachnospiraceae_NK4A136_group, Eubacterium_xylanophilum_group, and Bifidobacterium in the gut microbiota of the flaxseed group was significantly higher than that of the control group (P < 0.05), whereas the relative abundance of Coriobacteriaceae_UCG-002 was significantly lower than that of the control group (P < 0.05). Conclusions: Flaxseed powder intervention for 12 weeks had the effect of improving liver lipid deposition, liver function, body composition indicators, and lipid metabolism in patients with NAFLD. It also regulated the gut microbiota in NAFLD patients, increasing the abundance of beneficial bacteria while reducing harmful bacteria. This suggested that flaxseed is one of the natural and effective foods for improving NAFLD.
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Affiliation(s)
- Yanyan Tian
- Key Laboratory of Environmental Medicine and Engineering of Ministry of Education, and Department of Nutrition and Food Hygiene, School of Public Health, Southeast University, Nanjing 210009, China.
| | - Yuhao Zhou
- Key Laboratory of Environmental Medicine and Engineering of Ministry of Education, and Department of Nutrition and Food Hygiene, School of Public Health, Southeast University, Nanjing 210009, China.
| | - Wang Liao
- Key Laboratory of Environmental Medicine and Engineering of Ministry of Education, and Department of Nutrition and Food Hygiene, School of Public Health, Southeast University, Nanjing 210009, China.
| | - Jiayue Xia
- Key Laboratory of Environmental Medicine and Engineering of Ministry of Education, and Department of Nutrition and Food Hygiene, School of Public Health, Southeast University, Nanjing 210009, China.
| | - Qiaosheng Hu
- Lianshui People's Hospital Affiliated to Kangda College of Nanjing Medical University, Huai'an, Jiangsu, 223400, China.
| | - Qing Zhao
- Lianshui People's Hospital Affiliated to Kangda College of Nanjing Medical University, Huai'an, Jiangsu, 223400, China.
| | - Rui Zhang
- Lianshui People's Hospital Affiliated to Kangda College of Nanjing Medical University, Huai'an, Jiangsu, 223400, China.
| | - Guiju Sun
- Key Laboratory of Environmental Medicine and Engineering of Ministry of Education, and Department of Nutrition and Food Hygiene, School of Public Health, Southeast University, Nanjing 210009, China.
| | - Ligang Yang
- Key Laboratory of Environmental Medicine and Engineering of Ministry of Education, and Department of Nutrition and Food Hygiene, School of Public Health, Southeast University, Nanjing 210009, China.
| | - Lihua Li
- Lianshui People's Hospital Affiliated to Kangda College of Nanjing Medical University, Huai'an, Jiangsu, 223400, China.
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14
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Panc K, Gundogdu H, Sekmen S, Basaran M, Gurun E. Liver and pancreatic fat fractions as predictors of disease severity in acute pancreatitis: an MRI IDEAL-IQ study. Abdom Radiol (NY) 2025:10.1007/s00261-025-04809-y. [PMID: 39883165 DOI: 10.1007/s00261-025-04809-y] [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: 11/12/2024] [Revised: 01/06/2025] [Accepted: 01/13/2025] [Indexed: 01/31/2025]
Abstract
PURPOSE Metabolic dysfunction-associated steatotic liver disease (MASLD) and non-alcoholic fatty pancreatic disease (NAFPD) are metabolic diseases with rising incidence. Fatty infiltration may lead to dysfunction of the liver and pancreatic tissues. This study aims to quantify liver and pancreatic fat fractions and examine their correlation with disease severity in acute pancreatitis patients. METHODS The severity of acute pancreatitis was assessed using the revised Atlanta classification (RAC), computed tomography severity index (CTSI), and modified CTSI (mCTSI). Proton density fat fraction (PDFF) levels of the liver and pancreas were measured via IDEAL MRI. Patients were categorized into biliary and non-biliary pancreatitis groups. Correlations between PDFF levels and the RAC, CTSI, and mCTSI scores were analyzed. RESULTS A total of 127 patients were included, with MASLD present in 40.9% and NAFPD in 30%. Liver PDFF values were significantly higher in non-biliary pancreatitis (p = 0.040). Patients with MASLD exhibited higher CTSI and mCTSI scores (p = 0.009, p = 0.033, respectively). No significant differences were observed in severity scales between patients with and without NAFPD. Liver PDFF was positively correlated with CTSI and mCTSI scores in biliary pancreatitis. ROC analysis identified a liver PDFF > 3.9% (p = 0.002) and pancreatic corpus PDFF > 12.1% (0.028) as diagnostic markers for severe pancreatitis. In addition, a liver PDFF < 4.5% (p = 0.042) was an indicator for biliary pancreatitis. CONCLUSION MASLD is associated with increased severity in acute pancreatitis. IDEAL MRI-derived PDFF levels of the liver and pancreas show potential in predicting severe acute pancreatitis and distinguishing between biliary and non-biliary etiologies.
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Affiliation(s)
- Kemal Panc
- Karakoçan State Hospital, Elazığ, Turkey
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15
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Kemp JM, Ghosh A, Dillman JR, Krishnasarma R, Manhard MK, Tipirneni-Sajja A, Shrestha U, Trout AT, Morin CE. Practical approach to quantitative liver and pancreas MRI in children. Pediatr Radiol 2025; 55:36-57. [PMID: 39760887 DOI: 10.1007/s00247-024-06133-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/04/2024] [Revised: 11/29/2024] [Accepted: 12/03/2024] [Indexed: 01/07/2025]
Abstract
Quantitative abdominal magnetic resonance imaging (MRI) offers non-invasive, objective assessment of diseases in the liver, pancreas, and other organs and is increasingly being used in the pediatric population. Certain quantitative MRI techniques, such as liver proton density fat fraction (PDFF), R2* mapping, and MR elastography, are already in wide clinical use. Other techniques, such as liver T1 mapping and pancreas quantitative imaging methods, are emerging and show promise for enhancing diagnostic sensitivity and treatment monitoring. Quantitative imaging techniques have historically required a breath-hold, making them more difficult to implement in the pediatric population. However, technological advances, including free-breathing techniques and compressed sensing imaging, are making these techniques easier to implement. The purpose of this article is to review current liver and pancreas quantitative techniques and to provide a practical guide for implementing these techniques in pediatric practice. Future directions of liver and pancreas quantitative imaging will be briefly discussed.
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Affiliation(s)
- Justine M Kemp
- Department of Radiology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA.
- Department of Radiology, University of Cincinnati College of Medicine, 3188 Bellevue Avenue, Cincinnati, OH, 45219, USA.
| | - Adarsh Ghosh
- Department of Radiology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA
| | - Jonathan R Dillman
- Department of Radiology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA
- Department of Radiology, University of Cincinnati College of Medicine, 3188 Bellevue Avenue, Cincinnati, OH, 45219, USA
| | - Rekha Krishnasarma
- Department of Radiology and Radiological Sciences, Monroe Carell Jr. Children's Hospital, Vanderbilt University Medical Center, 2200 Children's Way, Nashville, TN, 37232, USA
| | - Mary Kate Manhard
- Department of Radiology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA
- Department of Radiology, University of Cincinnati College of Medicine, 3188 Bellevue Avenue, Cincinnati, OH, 45219, USA
| | - 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
| | - Utsav Shrestha
- Department of Biomedical Engineering, The University of Memphis, Memphis, TN, USA
- Department of Diagnostic Imaging, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Andrew T Trout
- Department of Radiology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA
- Department of Radiology, University of Cincinnati College of Medicine, 3188 Bellevue Avenue, Cincinnati, OH, 45219, USA
| | - Cara E Morin
- Department of Radiology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA.
- Department of Radiology, University of Cincinnati College of Medicine, 3188 Bellevue Avenue, Cincinnati, OH, 45219, USA.
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16
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Qi H, Jiang S, Nan J, Guo H, Cheng C, He X, Jin H, Zhang R, Lei J. Application and research progress of magnetic resonance proton density fat fraction in metabolic dysfunction-associated steatotic liver disease: a comprehensive review. Abdom Radiol (NY) 2025; 50:185-197. [PMID: 39048719 DOI: 10.1007/s00261-024-04448-9] [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: 04/29/2024] [Revised: 06/06/2024] [Accepted: 06/07/2024] [Indexed: 07/27/2024]
Abstract
Metabolic Dysfunction-Associated Steatotic Liver Disease (MASLD), formerly known as Non-Alcoholic Fatty Liver Disease (NAFLD), is a chronic liver disorder associated with disturbances in lipid metabolism. The disease is prevalent worldwide, particularly closely linked with metabolic syndromes such as obesity and diabetes. Magnetic Resonance Proton Density Fat Fraction (MRI-PDFF), serving as a non-invasive and highly quantitative imaging assessment tool, holds promising applications in the diagnosis and research of MASLD. This paper aims to comprehensively review and summarize the applications and research progress of MRI-PDFF technology in MASLD, analyze its strengths and challenges, and anticipate its future developments in clinical practice.
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Affiliation(s)
- Hongyan Qi
- The First Clinical Medical College of Lanzhou University, No.1 Donggang West Road, Chengguan District, Lanzhou City, 730000, Gansu Province, China
| | | | - Jiang Nan
- Department of Radiology, The First Hospital of Lanzhou University, Lanzhou, Gansu, China
| | - Hang Guo
- Department of Radiology, The First Hospital of Lanzhou University, Lanzhou, Gansu, China
| | - Cai Cheng
- Department of Radiology, The First Hospital of Lanzhou University, Lanzhou, Gansu, China
| | - Xin He
- Department of Radiology, The First Hospital of Lanzhou University, Lanzhou, Gansu, China
| | - Hongyang Jin
- Department of Radiology, The First Hospital of Lanzhou University, Lanzhou, Gansu, China
| | - Rongfan Zhang
- Department of Radiology, The First Hospital of Lanzhou University, Lanzhou, Gansu, China
| | - Junqiang Lei
- The First Clinical Medical College of Lanzhou University, No.1 Donggang West Road, Chengguan District, Lanzhou City, 730000, Gansu Province, China.
- Department of Radiology, The First Hospital of Lanzhou University, Lanzhou, Gansu, China.
- Radiological Clinical Medicine Research Center of Gansu Province, Lanzhou, Gansu, China.
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Misaka T, Takenaka S, Ishida T. [Accuracy of Proton Density Fat Fraction Measurement Using Chemical Shift-encoded MRI with Fast Imaging Techniques]. Nihon Hoshasen Gijutsu Gakkai Zasshi 2025; 81:1-15. [PMID: 39909433 DOI: 10.6009/jjrt.25-1464] [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] [Indexed: 02/07/2025]
Abstract
PURPOSE To investigate the accuracy of proton density fat fraction (PDFF) measurement using chemical shift-encoded MRI (CSE-MRI) with fast imaging techniques in a phantom. METHODS A 1.5T imaging system (Prodiva; Philips Healthcare) and PDFF phantom (Fat Fraction Phantom Model 300; Calimetrix) were used in this study. The acquisitions without fast imaging techniques (conventional acquisition), with parallel imaging in phase-encode direction (SENSE acquisition), with compressed sensing (CS-SENSE acquisition), and with parallel imaging in both phase-encode and slice-encode direction (Dual-SENSE acquisition) were performed. The following acceleration factors in SENSE and CS-SENSE acquisition were used: 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, and 8.0. For Dual-SENSE acquisition, the same acceleration factors (1.5, 2.0, 3.0, 4.0, 5.0) were set in each of the two directions. The relationships between reference PDFF values and PDFF measurements obtained using each acquisition were assessed using linear regression analysis and Bland-Altman analysis. RESULTS According to the linear regression analysis, the slopes and intercepts of regression lines were from 0.87 to 1.02 and from 0.06% to 3.55%, respectively. According to Bland-Altman analysis, there were fixed bias between reference PDFF values and PDFF measurements obtained using SENSE acquisition with reduction factor 8.0 and Dual-SENSE acquisition with reduction factor 5.0. For CS-SENSE acquisition with reduction factor from 7.0 to 8.0, SENSE acquisition with reduction factor from 3.0 to 8.0, and Dual-SENSE acquisition with reduction factor from 2.0 to 5.0, some vials had ±1.5% or more errors between the reference PDFF values and PDFF measurements in the range of 0% to 50% PDFF. CONCLUSION In CS-SENSE acquisition, the accuracy of PDFF measurement was maintained within 1.5% up to a reduction factor 6.0. The accuracy of PDFF measurement was maintained within 1.5% up to a reduction factor 2.0 in SENSE acquisition and a reduction factor 1.5 in Dual-SENSE acquisition.
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Affiliation(s)
- Tomofumi Misaka
- Department of Radiology, Kindai University Nara Hospital
- Division of Health Sciences, Graduate School of Medicine, Osaka University
| | | | - Takayuki Ishida
- Division of Health Sciences, Graduate School of Medicine, Osaka University
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Dionisi T, Galasso L, Antuofermo L, Mancarella FA, Esposto G, Mignini I, Ainora ME, Gasbarrini A, Addolorato G, Zocco MA. Shear Wave Dispersion Elastography in ALD and MASLD: Comparative Pathophysiology and Clinical Potential-A Narrative Review. J Clin Med 2024; 13:7799. [PMID: 39768720 PMCID: PMC11728374 DOI: 10.3390/jcm13247799] [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: 11/12/2024] [Revised: 12/10/2024] [Accepted: 12/16/2024] [Indexed: 01/16/2025] Open
Abstract
Alcohol-related liver disease (ALD) is a major cause of global morbidity and mortality, progressing from steatosis to cirrhosis and hepatocellular carcinoma. While liver biopsy remains the gold standard for identifying liver disease, non-invasive methods like shear wave dispersion (SWD) elastography offer promising alternatives. This scoping review evaluates SWD's potential in the study of ALD, comparing it to metabolic dysfunction-associated steatotic liver disease (MASLD). SWD measures changes in shear wave speed in relation to liver viscosity and necroinflammation. Studies in MASLD suggest that SWD effectively correlates with fibrosis and inflammation stages, but its application in ALD remains underexplored. Both ALD and MASLD show similar inflammatory and fibrotic pathways, despite having different etiologies and histological features. This review emphasizes the necessity to identify ALD-specific SWD reference values and verify SWD's ability to improve diagnosis and disease progression. Prospective studies comparing SWD findings with histological benchmarks in ALD are essential for establishing its clinical utility. Incorporating SWD into clinical practice could revolutionize the non-invasive evaluation of ALD, offering a safer, cost-effective, and repeatable diagnostic tool.
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Affiliation(s)
- Tommaso Dionisi
- Unit of Internal Medicine, Department of Medical and Surgical Sciences, IRCCS “A. Gemelli” University Polyclinic Foundation, 00168 Rome, Italy; (T.D.); (F.A.M.); (A.G.); (G.A.)
- Internal Medicine and Alcohol Related Disease Unit, Columbus-Gemelli Hospital, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy;
| | - Linda Galasso
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino, Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy; (L.G.); (G.E.); (I.M.); (M.E.A.)
| | - Luigiandrea Antuofermo
- Internal Medicine and Alcohol Related Disease Unit, Columbus-Gemelli Hospital, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy;
| | - Francesco Antonio Mancarella
- Unit of Internal Medicine, Department of Medical and Surgical Sciences, IRCCS “A. Gemelli” University Polyclinic Foundation, 00168 Rome, Italy; (T.D.); (F.A.M.); (A.G.); (G.A.)
- Internal Medicine and Alcohol Related Disease Unit, Columbus-Gemelli Hospital, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy;
| | - Giorgio Esposto
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino, Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy; (L.G.); (G.E.); (I.M.); (M.E.A.)
- CEMAD Digestive Disease Center, Fondazione Policlinico Universitario Agostino, Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
| | - Irene Mignini
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino, Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy; (L.G.); (G.E.); (I.M.); (M.E.A.)
- CEMAD Digestive Disease Center, Fondazione Policlinico Universitario Agostino, Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
| | - Maria Elena Ainora
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino, Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy; (L.G.); (G.E.); (I.M.); (M.E.A.)
- CEMAD Digestive Disease Center, Fondazione Policlinico Universitario Agostino, Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
| | - Antonio Gasbarrini
- Unit of Internal Medicine, Department of Medical and Surgical Sciences, IRCCS “A. Gemelli” University Polyclinic Foundation, 00168 Rome, Italy; (T.D.); (F.A.M.); (A.G.); (G.A.)
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino, Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy; (L.G.); (G.E.); (I.M.); (M.E.A.)
- CEMAD Digestive Disease Center, Fondazione Policlinico Universitario Agostino, Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
| | - Giovanni Addolorato
- Unit of Internal Medicine, Department of Medical and Surgical Sciences, IRCCS “A. Gemelli” University Polyclinic Foundation, 00168 Rome, Italy; (T.D.); (F.A.M.); (A.G.); (G.A.)
- Internal Medicine and Alcohol Related Disease Unit, Columbus-Gemelli Hospital, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy;
| | - Maria Assunta Zocco
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino, Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy; (L.G.); (G.E.); (I.M.); (M.E.A.)
- CEMAD Digestive Disease Center, Fondazione Policlinico Universitario Agostino, Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
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19
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Yang AH, Tincopa MA, Tavaglione F, Ajmera VH, Richards LM, Amangurbanova M, Butcher C, Hernandez C, Madamba E, Singh S, Bettencourt R, Schnabl B, Sirlin CB, Loomba R. Prevalence of steatotic liver disease, advanced fibrosis and cirrhosis among community-dwelling overweight and obese individuals in the USA. Gut 2024; 73:2045-2053. [PMID: 39117370 DOI: 10.1136/gutjnl-2024-332917] [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: 05/23/2024] [Accepted: 07/24/2024] [Indexed: 08/10/2024]
Abstract
BACKGROUND There are limited prospective data among overweight and obese individuals on the prevalence of advanced fibrosis, and cirrhosis using advanced MRI-based methods in the USA. The aim of this study was to fill that gap in knowledge by prospectively determining the MRI-based prevalence of steatotic liver disease (SLD) and its subcategories, advanced fibrosis and cirrhosis among overweight and obese individuals residing in the USA. METHODS This is a cross-sectional analysis of prospectively enrolled overweight or obese adults aged 40-75 years from primary care and community-based settings in Southern California. Participants were classified as having SLD if MRI proton density fat fraction ≥5%, and subclassified as metabolic dysfunction-associated steatotic liver disease (MASLD), metabolic dysfunction and alcohol-associated liver disease (MetALD) and alcohol-related liver disease (ALD) consistently with the new nomenclature guidance per AASLD-EASL-ALEH. Advanced fibrosis and cirrhosis were defined as magnetic resonance elastography (MRE) ≥3.63 kPa and MRE ≥4.67 kPa, respectively. RESULTS The cohort included 539 participants with mean (±SD) age of 51.5 (±13.1) years and body mass index of 32.6 (±6.2) kg/m2, respectively. The prevalence of SLD, advanced fibrosis and cirrhosis was 75%, 10.8% and 4.5%, respectively. The prevalence of MASLD, MetALD and ALD was 67.3%, 4.8% and 2.6%, respectively. There was no difference in prevalence of advanced fibrosis and cirrhosis among subcategories. CONCLUSIONS Using advanced MRI methods among community-dwelling overweight and obese adults, the prevalence of cirrhosis was 4.5%. Most common SLD subcategory was MASLD with 67% of individuals, whereas MetALD and ALD were less common. Systematic screening for advanced fibrosis among overweight/obese adults may be considered.
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Affiliation(s)
- Alexander H Yang
- University of California at San Diego, La Jolla, California, USA
| | - Monica A Tincopa
- University of California at San Diego, La Jolla, California, USA
| | - Federica Tavaglione
- University of California at San Diego, La Jolla, California, USA
- Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Roma, Italy
| | - Veeral H Ajmera
- University of California at San Diego, La Jolla, California, USA
| | - Lisa M Richards
- University of California at San Diego, La Jolla, California, USA
| | | | | | | | - Egbert Madamba
- University of California at San Diego, La Jolla, California, USA
| | - Seema Singh
- University of California at San Diego, La Jolla, California, USA
| | | | - Bernd Schnabl
- Department of Medicine, University of California at San Diego, La Jolla, California, USA
| | - Claude B Sirlin
- Department of Radiology, University of California at San Diego, La Jolla, California, USA
| | - Rohit Loomba
- University of California at San Diego, La Jolla, California, USA
- Division of Gastroenterology and Epidemiology, University of California at San Diego, La Jolla, California, USA
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20
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Öz DK, Ellik Z, Çoruh AG, Adıgüzel M, Gümüşsoy M, Kiremitci S, Kırımker EO, Gökcan H, Elhan AH, Balcı D, Savaş B, Erden A, İdilman R. Assessing hepatic steatosis by magnetic resonance in potential living liver donors. Diagn Interv Radiol 2024; 30:351-356. [PMID: 38737404 PMCID: PMC11589523 DOI: 10.4274/dir.2024.242697] [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: 02/05/2024] [Accepted: 04/17/2024] [Indexed: 05/14/2024]
Abstract
PURPOSE To determine the accuracy of magnetic resonance imaging-proton density fat fraction (MRI-PDFF) measurements for detecting liver fat content in potential living liver donors and to compare these results using liver biopsy findings. METHODS A total of 139 living liver donors (men/women: 83/56) who underwent MRI between January 2017 and September 2021 were included in this analysis retrospectively. The PDFFs were measured using both MR spectroscopy (MRS) and chemical shift-based MRI (CS-MRI) for each donor in a blinded manner. RESULTS Significant positive correlations were found between liver biopsy and MRS-PDFF and CS-MRI PDFF in terms of hepatic steatosis detection [r = 0.701, 95% confidence interval (CI): 0.604–0.798, r = 0.654, 95% CI: 0.544–0.765, P < 0.001, respectively). A weak level correlation was observed between liver biopsy, MRI methods, and vibration-controlled transient elastography attenuation parameters in 42 available donors. Based on receiver operating characteristic (ROC) analysis, MRS-PDFF and CS-MRI PDFF significantly distinguished >5% of histopathologically detected hepatic steatosis with an area under the ROC curve (AUC) of 0.837 ± 0.036 (P < 0.001, 95% CI: 0.766–0.907) and 0.810 ± 0.036 (P < 0.001, 95% CI: 0.739–0.881), respectively. The negative predictive values (NPVs) of MRS-PDFF and CS-MRI PDFF were 88.3% and 81.3%, respectively. In terms of distinguishing between clinically significant hepatic steatosis (≥10% on histopathology), the AUC of MRS-PDFF and CS-MRI were 0.871 ± 0.034 (P < 0.001 95% CI: 0.804–0.937) and 0.855 ± 0.036 (P < 0.001, 95% CI: 0.784–0.925), respectively. The NPVs of MRS-PDFF and CS-MRI were 99% and 92%, respectively. CONCLUSION The methods of MRS-PDFF and CS-MRI PDFF provide a non-invasive and accurate approach for assessing hepatic steatosis in potential living liver donor candidates. These MRI PDFF techniques present a promising clinical advantage in the preoperative evaluation of living liver donors by eliminating the requirement for invasive procedures like liver biopsy.
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Affiliation(s)
- Diğdem Kuru Öz
- Ankara University Faculty of Medicine, Department of Radiology, Ankara, Türkiye
| | - Zeynep Ellik
- Ankara University Faculty of Medicine, Department of Gastroenterology, Ankara, Türkiye
| | | | - Mehmet Adıgüzel
- Ankara University Faculty of Medicine, Department of Radiology, Ankara, Türkiye
| | - Mesut Gümüşsoy
- Ankara University Faculty of Medicine, Department of Gastroenterology, Ankara, Türkiye
| | - Saba Kiremitci
- Ankara University Faculty of Medicine, Department of Pathology, Ankara, Türkiye
| | - Elvan Onur Kırımker
- Ankara University Faculty of Medicine, Department of General Surgery, Ankara, Türkiye
| | - Hale Gökcan
- Ankara University Faculty of Medicine, Department of Gastroenterology, Ankara, Türkiye
| | - Atilla Halil Elhan
- Ankara University Faculty of Medicine, Department of Biostatistics, Ankara, Türkiye
| | - Deniz Balcı
- Bahçesehir University Faculty of Medicine, Department of General Surgery, İstanbul, Türkiye
| | - Berna Savaş
- Ankara University Faculty of Medicine, Department of Pathology, Ankara, Türkiye
| | - Ayşe Erden
- Ankara University Faculty of Medicine, Department of Radiology, Ankara, Türkiye
| | - Ramazan İdilman
- Ankara University Faculty of Medicine, Department of Gastroenterology, Ankara, Türkiye
- Ankara University Hepatology Institute, Ankara, Türkiye
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21
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Haghshomar M, Antonacci D, Smith AD, Thaker S, Miller FH, Borhani AA. Diagnostic Accuracy of CT for the Detection of Hepatic Steatosis: A Systematic Review and Meta-Analysis. Radiology 2024; 313:e241171. [PMID: 39499183 DOI: 10.1148/radiol.241171] [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: 11/07/2024]
Abstract
Background CT plays an important role in the opportunistic identification of hepatic steatosis. CT performance for steatosis detection has been inconsistent across various studies, and no clear guidelines on optimum thresholds have been established. Purpose To conduct a systematic review and meta-analysis to assess CT diagnostic accuracy in hepatic steatosis detection and to determine reliable cutoffs for the commonly mentioned measures in the literature. Materials and Methods A systematic search of the PubMed, Embase, and Scopus databases (English-language studies published from September 1977 to January 2024) was performed. Studies evaluating the diagnostic accuracy of noncontrast CT (NCCT), contrast-enhanced (CECT), and dual-energy CT (DECT) for hepatic steatosis detection were included. Reference standards included biopsy, MRI proton density fat fraction (PDFF), or NCCT. In several CECT and DECT studies, NCCT was used as the reference standard, necessitating subgroup analysis. Statistical analysis included a random-effects meta-analysis, assessment of heterogeneity with use of the I2 statistic, and meta-regression to explore potential sources of heterogeneity. When available, mean liver attenuation, liver-spleen attenuation difference, liver to spleen attenuation ratio, and the DECT-derived fat fraction for hepatic steatosis diagnosis were assessed. Results Forty-two studies (14 186 participants) were included. NCCT had a sensitivity and specificity of 72% and 88%, respectively, for steatosis (>5% fat at biopsy) detection and 82% and 94% for at least moderate steatosis (over 20%-33% fat at biopsy) detection. CECT had a sensitivity and specificity of 66% and 90% for steatosis detection and 68% and 93% for at least moderate steatosis detection. DECT had a sensitivity and specificity of 85% and 88% for steatosis detection. In the subgroup analysis, the sensitivity and specificity for detecting steatosis were 80% and 99% for CECT and 84% and 93% for DECT. There was heterogeneity among studies focusing on CECT and DECT. Liver attenuation less than 40-45 HU, liver-spleen attenuation difference less than -5 to 0 HU, and liver to spleen attenuation ratio less than 0.9-1 achieved high specificity for detection of at least moderate steatosis. Conclusion NCCT showed high performance for detection of at least moderate steatosis. © RSNA, 2024 Supplemental material is available for this article.
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Affiliation(s)
- Maryam Haghshomar
- From the Department of Radiology, Northwestern University Feinberg School of Medicine, 676 N St. Clair St, Arkes Family Pavilion, Ste 800, Chicago, IL 60611 (M.H., D.A., S.T., F.H.M., A.A.B.); and Department of Diagnostic Imaging, St. Jude Children's Research Hospital, Memphis, Tenn (A.D.S.)
| | - Dominic Antonacci
- From the Department of Radiology, Northwestern University Feinberg School of Medicine, 676 N St. Clair St, Arkes Family Pavilion, Ste 800, Chicago, IL 60611 (M.H., D.A., S.T., F.H.M., A.A.B.); and Department of Diagnostic Imaging, St. Jude Children's Research Hospital, Memphis, Tenn (A.D.S.)
| | - Andrew D Smith
- From the Department of Radiology, Northwestern University Feinberg School of Medicine, 676 N St. Clair St, Arkes Family Pavilion, Ste 800, Chicago, IL 60611 (M.H., D.A., S.T., F.H.M., A.A.B.); and Department of Diagnostic Imaging, St. Jude Children's Research Hospital, Memphis, Tenn (A.D.S.)
| | - Sarang Thaker
- From the Department of Radiology, Northwestern University Feinberg School of Medicine, 676 N St. Clair St, Arkes Family Pavilion, Ste 800, Chicago, IL 60611 (M.H., D.A., S.T., F.H.M., A.A.B.); and Department of Diagnostic Imaging, St. Jude Children's Research Hospital, Memphis, Tenn (A.D.S.)
| | - Frank H Miller
- From the Department of Radiology, Northwestern University Feinberg School of Medicine, 676 N St. Clair St, Arkes Family Pavilion, Ste 800, Chicago, IL 60611 (M.H., D.A., S.T., F.H.M., A.A.B.); and Department of Diagnostic Imaging, St. Jude Children's Research Hospital, Memphis, Tenn (A.D.S.)
| | - Amir A Borhani
- From the Department of Radiology, Northwestern University Feinberg School of Medicine, 676 N St. Clair St, Arkes Family Pavilion, Ste 800, Chicago, IL 60611 (M.H., D.A., S.T., F.H.M., A.A.B.); and Department of Diagnostic Imaging, St. Jude Children's Research Hospital, Memphis, Tenn (A.D.S.)
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22
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Kim MN, Han JW, An J, Kim BK, Jin YJ, Kim SS, Lee M, Lee HA, Cho Y, Kim HY, Shin YR, Yu JH, Kim MY, Choi Y, Chon YE, Cho EJ, Lee EJ, Kim SG, Kim W, Jun DW, Kim SU, on behalf of The Korean Association for the Study of the Liver (KASL). KASL clinical practice guidelines for noninvasive tests to assess liver fibrosis in chronic liver disease. Clin Mol Hepatol 2024; 30:S5-S105. [PMID: 39159947 PMCID: PMC11493350 DOI: 10.3350/cmh.2024.0506] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/02/2024] [Revised: 08/12/2024] [Accepted: 08/16/2024] [Indexed: 08/21/2024] Open
Affiliation(s)
- Mi Na Kim
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea
- Yonsei Liver Center, Severance Hospital, Seoul, Korea
| | - Ji Won Han
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Seoul St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Jihyun An
- Department of Gastroenterology and Hepatology, Hanyang University Guri Hospital, Hanyang University College of Medicine, Guri, Korea
| | - Beom Kyung Kim
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea
- Yonsei Liver Center, Severance Hospital, Seoul, Korea
| | - Young-Joo Jin
- Department of Internal Medicine, Inha University Hospital, Inha University School of Medicine, Incheon, Korea
| | - Seung-seob Kim
- Department of Radiology and Research Institute of Radiological Science, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Minjong Lee
- Department of Internal Medicine, Ewha Womans University College of Medicine, Seoul, Korea
| | - Han Ah Lee
- Department of Internal Medicine, Chung-Ang University College of Medicine, Seoul, Korea
| | - Yuri Cho
- Center for Liver and Pancreatobiliary Cancer, National Cancer Center, Goyang, Korea
| | - Hee Yeon Kim
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Bucheon St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Yu Rim Shin
- Department of Thoracic and Cardiovascular Surgery, Yonsei University College of Medicine, Seoul, Korea
| | - Jung Hwan Yu
- Department of Internal Medicine, Inha University Hospital, Inha University School of Medicine, Incheon, Korea
| | - Moon Young Kim
- Department of Internal Medicine, Yonsei University Wonju College of Medicine, Wonju, Korea
| | - YoungRok Choi
- Department of Surgery, Seoul National University College of Medicine, Seoul National University Hospital, Seoul, Korea
| | - Young Eun Chon
- Department of Internal Medicine, Institute of Gastroenterology, CHA Bundang Medical Center, CHA University, Seongnam, Korea
| | - Eun Ju Cho
- Department of Internal Medicine and Liver Research Institute, Seoul National University College of Medicine, Seoul, Korea
| | - Eun Joo Lee
- Department of Pediatrics, Yonsei University College of Medicine, Seoul, Korea
| | - Sang Gyune Kim
- Department of Internal Medicine, Soonchunhyang University Bucheon Hospital, Bucheon, Korea
| | - Won Kim
- Department of Internal Medicine, Seoul Metropolitan Government Boramae Medical Center, Seoul National University College of Medicine, Seoul, Korea
| | - Dae Won Jun
- Department of Internal Medicine, Hanyang University Hospital, Hanyang University College of Medicine, Seoul, Korea
| | - Seung Up Kim
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea
- Yonsei Liver Center, Severance Hospital, Seoul, Korea
| | - on behalf of The Korean Association for the Study of the Liver (KASL)
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea
- Yonsei Liver Center, Severance Hospital, Seoul, Korea
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Seoul St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
- Department of Gastroenterology and Hepatology, Hanyang University Guri Hospital, Hanyang University College of Medicine, Guri, Korea
- Department of Internal Medicine, Inha University Hospital, Inha University School of Medicine, Incheon, Korea
- Department of Radiology and Research Institute of Radiological Science, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
- Department of Internal Medicine, Ewha Womans University College of Medicine, Seoul, Korea
- Department of Internal Medicine, Chung-Ang University College of Medicine, Seoul, Korea
- Center for Liver and Pancreatobiliary Cancer, National Cancer Center, Goyang, Korea
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Bucheon St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
- Department of Thoracic and Cardiovascular Surgery, Yonsei University College of Medicine, Seoul, Korea
- Department of Internal Medicine, Yonsei University Wonju College of Medicine, Wonju, Korea
- Department of Surgery, Seoul National University College of Medicine, Seoul National University Hospital, Seoul, Korea
- Department of Internal Medicine, Institute of Gastroenterology, CHA Bundang Medical Center, CHA University, Seongnam, Korea
- Department of Internal Medicine and Liver Research Institute, Seoul National University College of Medicine, Seoul, Korea
- Department of Pediatrics, Yonsei University College of Medicine, Seoul, Korea
- Department of Internal Medicine, Soonchunhyang University Bucheon Hospital, Bucheon, Korea
- Department of Internal Medicine, Seoul Metropolitan Government Boramae Medical Center, Seoul National University College of Medicine, Seoul, Korea
- Department of Internal Medicine, Hanyang University Hospital, Hanyang University College of Medicine, Seoul, Korea
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23
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Park HJ, Lee S, Lee JS. Differences in the prevalence of NAFLD, MAFLD, and MASLD according to changes in the nomenclature in a health check-up using MRI-derived proton density fat fraction. Abdom Radiol (NY) 2024; 49:3036-3044. [PMID: 38587630 DOI: 10.1007/s00261-024-04285-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: 01/07/2024] [Revised: 03/06/2024] [Accepted: 03/07/2024] [Indexed: 04/09/2024]
Abstract
PURPOSE International expert panels proposed new nomenclatures, metabolic dysfunction-associated fatty liver disease (MAFLD) in 2020 and metabolic dysfunction-associated steatotic liver disease (MASLD) in 2023, along with revised diagnostic criteria to replace non-alcoholic fatty liver disease (NAFLD). We aimed to investigate the differences in NAFLD, MAFLD, and MASLD prevalence with changing nomenclature in a health check-up using magnetic resonance imaging-derived proton density fat fraction (MRI-PDFF) to assess hepatic steatosis. We also examined the prevalence of the sub-classifications of steatotic liver disease (SLD) and the differences in characteristics among the sub-categories. METHODS We included 844 participants who underwent liver MRI-PDFF at our health check-up clinic between January 2020 and November 2022. Hepatic steatosis was defined as MRI-PDFF ≥ 5%. Participants were categorized according to NAFLD, MAFLD, MASLD, and sub-classifications of SLD. RESULTS The prevalence rates of NAFLD, MAFLD, and MASLD were 25.9%, 29.5%, and 25.2%, respectively. 30.5% of the participants was categorized as SLD. The prevalence rates of the SLD sub-categories were 25.2% for MASLD, 3.7% for MASLD and alcohol-associated liver disease (MetALD), 0.1% for alcohol-associated liver disease, 1.3% for specific etiology SLD, and 0.1% for cryptogenic SLD. Compared with patients in the MASLD group, those in the MetALD group were younger, predominantly male, and exhibited higher levels of serum aspartate aminotransferase, gamma-glutamyl transpeptidase, and triglycerides. CONCLUSION The prevalences of NAFLD and MASLD assessed using MRI-PDFF were similar, with MASLD accounting for 97.3% of the patients with NAFLD. The separate MetALD sub-category may have clinical characteristics that differ from those of MASLD.
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Affiliation(s)
- Hee Jun Park
- Department of Radiology and Research Institute of Radiological Science, Severance Hospital, Yonsei University College of Medicine, 50-1 Yonsei-Ro, Seodaemun-Gu, Seoul, 03722, Republic of Korea
| | - Sunyoung Lee
- Department of Radiology and Research Institute of Radiological Science, Severance Hospital, Yonsei University College of Medicine, 50-1 Yonsei-Ro, Seodaemun-Gu, Seoul, 03722, Republic of Korea.
- Yonsei Liver Center, Severance Hospital, Seoul, Republic of Korea.
| | - Jae Seung Lee
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
- Institute of Gastroenterology, Yonsei University College of Medicine, Seoul, Republic of Korea
- Yonsei Liver Center, Severance Hospital, Seoul, Republic of Korea
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Li N, Cui C, Xu J, Mi M, Wang J, Qin Y. Quercetin intervention reduced hepatic fat deposition in patients with nonalcoholic fatty liver disease: a randomized, double-blind, placebo-controlled crossover clinical trial. Am J Clin Nutr 2024; 120:507-517. [PMID: 39032786 DOI: 10.1016/j.ajcnut.2024.07.013] [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: 10/23/2023] [Revised: 07/10/2024] [Accepted: 07/15/2024] [Indexed: 07/23/2024] Open
Abstract
BACKGROUND Nonalcoholic fatty liver disease (NAFLD) has become a growing public health problem worldwide. However, there is still lack of effective treatment strategies except lifestyle intervention. OBJECTIVES To evaluate whether quercetin improves intrahepatic lipid content in patients with NAFLD. METHODS In this randomized, double-blind, placebo-controlled crossover trial, 41 patients with NAFLD were randomly assigned to receive the quercetin (500 mg) or placebo capsules for 12 wk, then switched interventions for another 12 wk after a 4-wk washout period. The primary outcome was intrahepatic lipid content evaluated by magnetic resonance imaging estimated proton density fat fraction. The secondary outcomes were liver function measurements, etc. Safety outcomes included blood routine. RESULTS A total of 36 patients completed the trial. In intention-to-treat analyses, the quercetin intervention moderately decreased the intrahepatic lipid contents from 11.5% ± 6.4% to 9.6% ± 5.8%, compared with the placebo intervention (decreased by 0.1% ± 2.6%, P = 0.013 and adjusted P value is 0.028). Body weight and body mass index were mildly reduced by 1.5 ± 2.6 kg and 0.5 ± 0.9 kg/m2 after the quercetin intervention (P < 0.05 and both adjusted P values are 0.038), whereas the reductions were only 0.2 ± 1.8 kg and 0.1 ± 0.7 kg/m2 after the placebo intervention. The intrahepatic lipid content reductions were noticeably positively associated with the body weight losses after the quercetin and placebo interventions (r = 0.557 and 0.412, P < 0.001 and P = 0.007, respectively). Subgroup analyses found that the reduction of intrahepatic lipid contents in females (3.0% ± 3.7%) was about twice as large as that in males (1.4% ± 2.5%) with a trend of statistical significance (P = 0.113 and adjusted P value is 0.061). There were no significant differences in other secondary and safety outcomes. No adverse events associated with study intervention were found. CONCLUSIONS Twelve weeks treatment of quercetin could reduce intrahepatic lipid contents in patients with NAFLD, possibly explained by a slightly larger body weight loss in the quercetin group. TRIAL REGISTRATION The trial is registered at www.chictr.org.cn as ChiCTR2100047904.
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Affiliation(s)
- NingChao Li
- Department of Nutrition, Xinqiao Hospital, Army Medical University, Chongqing, China
| | - Chun Cui
- Department of Radiology, Xinqiao Hospital, Army Medical University, Chongqing, China
| | - Jing Xu
- Department of Endocrinology, Xinqiao Hospital, Army Medical University, Chongqing, China
| | - ManTian Mi
- Research Center for Nutrition and Health, Institute of Military Preventive Medicine, Army Medical University, Chongqing, China
| | - Jian Wang
- Department of Nutrition, Xinqiao Hospital, Army Medical University, Chongqing, China.
| | - Yu Qin
- Research Center for Nutrition and Health, Institute of Military Preventive Medicine, Army Medical University, Chongqing, China.
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Ezenwuba BN, Hynes CM. Ultrasound screening of paediatric non-alcoholic fatty liver disease (NAFLD): A critical literature review. Radiography (Lond) 2024; 30:1317-1325. [PMID: 39059181 DOI: 10.1016/j.radi.2024.07.006] [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: 10/10/2023] [Revised: 07/07/2024] [Accepted: 07/09/2024] [Indexed: 07/28/2024]
Abstract
INTRODUCTION Paediatric NAFLD is an increasing global health concern, which can be effectively managed with early detection. Screening, using accurate, affordable, and accessible tests is recommended, however, there is currently no consensus on the most appropriate tests. Although ultrasound techniques are widely used, their performance against reference tests have not been fully assessed. METHODS A literature search of related databases for peer-reviewed original articles published from January 2010-March 2024 was conducted. Appropriate tools were used to systematise and document the search results and selected studies were quality assessed and critically appraised. Extracted data was subjected to thematic analysis and narrative synthesis. RESULTS Eighteen articles met the inclusion criteria. B-mode and Quantitative ultrasound techniques were compared against MR spectroscopy, MRI-PDFF and Liver biopsy. CONCLUSION Liver echogenicity and Steato-scores were the B-mode methods used. The former was less effective, with a maximum reported sensitivity of 70%. The latter reached up to 100% sensitivity, and >80% specificity. Ultrasound performed better with moderate-severe steatosis. There was not enough evidence to support steatosis grading, possibly due to small sample sizes and lack of established cut-off values. QUS (Quantitative Ultrasound)) methods including Continuous Attenuation Parameter (CAP), Attenuation Coefficient (AC), Ultrasound derived fat fraction (UDFF), Tissue Scatter Imaging (TSI) Hepato-Renal Index (HRI), Heterogeneity Index (HIA), Computer Assisted Ultrasound (CAUS) and Picture Archiving and Communication System (PACS-based Image analysis performed better than B-mode methods. Although QUS demonstrated excellent performance, with sensitivity and specificity of up to 100%, this will require further verification before implementation in practice. PRACTICE IMPLICATIONS Ultrasound techniques can effectively be used for paediatric NAFLD screening, especially in higher-risk subjects. The steato-scores method is currently recommendable for this, with excellent potential for the use of QUS, after cut-off values and validation requirements have been addressed.
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Affiliation(s)
| | - C M Hynes
- Sheffield Hallam University, Sheffield, UK.
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26
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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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27
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Erkal Tonkaz D, Ozpar R, Tonkaz M, Yazici Z. Efficacy of fat quantification methods used in MRI to distinguish between normal, benign, and malignant bone marrow pathologies in children. Acta Radiol 2024; 65:841-850. [PMID: 38659300 DOI: 10.1177/02841851241247110] [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] [Indexed: 04/26/2024]
Abstract
BACKGROUND Fat quantification methods in magnetic resonance imaging (MRI) have been studied to differentiate bone marrow pathologies in adult patients; however, scarce literature is available in pediatric patients. PURPOSE To evaluate the efficacy of the T1 signal intensity value (T1-SIV), out-of-phase/in-phase signal ratio (OP/IP SR), and fat fraction (FF) to differentiate between normal, benign, and malignant pathological processes. MATERIAL AND METHODS A total of 48 pediatric patients with lumbar and pelvic MRI were classified into three groups according to bone marrow pathology (group 1, normal; group 2, benign pathology/reconversion; group 3, malignant). The efficacy of T1-SIV, OP/IP SR, and FF values in differentiating these pathologies was evaluated using Kruskal-Wallis or analysis of variance and followed by Bonferroni or Dunn-Bonferroni tests. Cutoff values for malignant infiltration were defined using ROC analysis. RESULTS Although these values were significantly different in all three groups (P = 0.001-0.008), this difference was not sufficient to discriminate between all groups. Subgroup analyses showed significant differences in T1-SIV between groups 1-3, in OP/IP SR between groups 1-3, 2-3, and 1-2, in FF between groups 1-2 and 1-3 in various regions (P = 0.001-0.049). Cutoff values had a sensitivity and specificity of 90%-100% for OP/IP SR and FF. CONCLUSION T1-SIV, OP/IP SR, and FF may potentially distinguish normal from pathological bone marrow. OP/IP SR and FF values detected malignant infiltration with high sensitivity and specificity in this study. However, only OP/IP SR may significantly differentiate benign and malignant bone marrow pathologies which needs to be confirmed in the future study with a larger patient population.
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Affiliation(s)
| | - Rifat Ozpar
- Department of Radiology, Bursa Uludag University Faculty of Medicine, Bursa, Turkey
| | - Mehmet Tonkaz
- Department of Radiology, Gumushane State Hospital, Gumushane, Turkey
| | - Zeynep Yazici
- Department of Radiology, Bursa Uludag University Faculty of Medicine, Bursa, Turkey
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28
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Ali FEM, Abdel-Reheim MA, Hassanein EHM, Abd El-Aziz MK, Althagafy HS, Badran KSA. Exploring the potential of drug repurposing for liver diseases: A comprehensive study. Life Sci 2024; 347:122642. [PMID: 38641047 DOI: 10.1016/j.lfs.2024.122642] [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: 02/09/2024] [Revised: 03/24/2024] [Accepted: 04/10/2024] [Indexed: 04/21/2024]
Abstract
Drug repurposing involves the investigation of existing drugs for new indications. It offers a great opportunity to quickly identify a new drug candidate at a lower cost than novel discovery and development. Despite the importance and potential role of drug repurposing, there is no specific definition that healthcare providers and the World Health Organization credit. Unfortunately, many similar and interchangeable concepts are being used in the literature, making it difficult to collect and analyze uniform data on repurposed drugs. This research was conducted based on understanding general criteria for drug repurposing, concentrating on liver diseases. Many drugs have been investigated for their effect on liver diseases even though they were originally approved (or on their way to being approved) for other diseases. Some of the hypotheses for drug repurposing were first captured from the literature and then processed further to test the hypothesis. Recently, with the revolution in bioinformatics techniques, scientists have started to use drug libraries and computer systems that can analyze hundreds of drugs to give a short list of candidates to be analyzed pharmacologically. However, this study revealed that drug repurposing is a potential aid that may help deal with liver diseases. It provides available or under-investigated drugs that could help treat hepatitis, liver cirrhosis, Wilson disease, liver cancer, and fatty liver. However, many further studies are needed to ensure the efficacy of these drugs on a large scale.
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Affiliation(s)
- Fares E M Ali
- Department of Pharmacology and Toxicology, Faculty of Pharmacy, Al-Azhar University, Assiut 71524, Egypt; Michael Sayegh, Faculty of Pharmacy, Aqaba University of Technology, Aqaba 77110, Jordan
| | - Mustafa Ahmed Abdel-Reheim
- Department of Pharmaceutical Sciences, College of Pharmacy, Shaqra University, Shaqra 11961, Saudi Arabia; Department of Pharmacology and Toxicology, Faculty of Pharmacy, Beni-Suef University, Beni Suef 62521, Egypt.
| | - Emad H M Hassanein
- Department of Pharmacology and Toxicology, Faculty of Pharmacy, Al-Azhar University, Assiut 71524, Egypt.
| | - Mostafa K Abd El-Aziz
- Department of Pharmacology and Toxicology, Faculty of Pharmacy, Al-Azhar University, Assiut 71524, Egypt
| | - Hanan S Althagafy
- Department of Biochemistry, Faculty of Science, University of Jeddah, Jeddah, Saudi Arabia
| | - Khalid S A Badran
- Department of Pharmacology and Toxicology, Faculty of Pharmacy, Al-Azhar University, Assiut 71524, Egypt
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Duman S, Kuru D, Gumussoy M, Kiremitci S, Gokcan H, Ulas B, Ellik Z, Ozercan M, Er RE, Karakaya F, Bodakci E, Erden A, Elhan AH, Savas B, Loomba R, Idilman R. A combination of non-invasive tests for the detection of significant fibrosis in patients with metabolic dysfunction-associated steatotic liver disease is not superior to magnetic resonance elastography alone. Eur Radiol 2024; 34:3882-3888. [PMID: 37987833 DOI: 10.1007/s00330-023-10441-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2023] [Revised: 09/04/2023] [Accepted: 10/05/2023] [Indexed: 11/22/2023]
Abstract
OBJECTIVES The aims of the present study were to investigate a combination of magnetic resonance elastography (MRE) and vibration-controlled transient elastography (VCTE) or MRE and fibrosis score 4 (FIB-4) in the detection of significant fibrosis in patients with metabolic dysfunction-associated steatotic liver disease (MASLD). METHODS Between November 5, 2021, and March 4, 2022, a total of 119 consecutive patients with MASLD were included. Liver stiffness was measured using liver biopsy, MRE, VCTE, and FIB-4. Data were collected from outpatient visit charts. Significant fibrosis was defined as ≥ stage 2 fibrosis. RESULTS All 119 MASLD patients were Caucasian, and their median age was 55 years. MRE, VCTE, and FIB-4 demonstrated significant accuracy in the detection of significant fibrosis with an area under the ROC curve (AUC) of 0.848 ± 0.036 (p < 0.001), 0.632 ± 0.052 (p = 0.012), and 0.664 ± 0.051 (p = 0.001), respectively. However, the diagnostic performance of MRE was superior compared to that of VCTE (AUC difference: 0.216 ± 0.053, p < 0.001) and FIB-4 (AUC difference: 0.184 ± 0.058, p = 0.001). With logistic regression analysis, it was determined that when compared to MRE alone, a combination of MRE and TE (p = 0.880) or MRE and FIB-4 (p = 0.455) were not superior for detecting significant fibrosis. CONCLUSIONS MRE alone is an accurate and non-invasive method for the identification of MASLD patients with significant fibrosis. CLINICAL RELEVANCE STATEMENT Magnetic resonance elastography alone accurately detects significant fibrosis in patients with metabolic dysfunction-associated steatotic liver disease. KEY POINTS • In routine clinical practice, several non-invasive biochemical-based biomarkers and imaging methods are widely used to assess liver fibrosis in patients with metabolic dysfunction-associated steatotic liver disease. • Magnetic resonance elastography (MRE) is more accurate than vibration-controlled transient elastography (VCTE) or fibrosis score 4 (FIB-4) for assessing liver fibrosis and identifying significant fibrosis in patients with metabolic dysfunction-associated steatotic liver disease. • The combination of MRE and VCTE or MRE and FIB-4 was not superior to MRE alone.
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Affiliation(s)
- Serkan Duman
- Department of Gastroenterology, Ankara University School of Medicine, Ankara, Turkey.
| | - Digdem Kuru
- Department of Radiology, Ankara University School of Medicine, Ankara, Turkey
| | - Mesut Gumussoy
- Department of Gastroenterology, Ankara University School of Medicine, Ankara, Turkey
| | - Saba Kiremitci
- Department of Pathology, Ankara University School of Medicine, Ankara, Turkey
| | - Hale Gokcan
- Department of Gastroenterology, Ankara University School of Medicine, Ankara, Turkey
| | - Bahar Ulas
- Department of Gastroenterology, Ankara University School of Medicine, Ankara, Turkey
| | - Zeynep Ellik
- Department of Gastroenterology, Ankara University School of Medicine, Ankara, Turkey
| | - Mubin Ozercan
- Department of Gastroenterology, Ankara University School of Medicine, Ankara, Turkey
| | - Ramazan Erdem Er
- Department of Gastroenterology, Ankara University School of Medicine, Ankara, Turkey
| | - Fatih Karakaya
- Department of Gastroenterology, Ankara University School of Medicine, Ankara, Turkey
| | - Emin Bodakci
- Department of Gastroenterology, Ankara University School of Medicine, Ankara, Turkey
| | - Ayse Erden
- Department of Radiology, Ankara University School of Medicine, Ankara, Turkey
| | - Atilla H Elhan
- Department of Biostatistics, Ankara University School of Medicine, Ankara, Turkey
| | - Berna Savas
- Department of Pathology, Ankara University School of Medicine, Ankara, Turkey
| | - Rohit Loomba
- NAFLD Research Center, Division of Gastroenterology, University of California at San Diego, La Jolla, CA, USA
| | - Ramazan Idilman
- Department of Gastroenterology, Ankara University School of Medicine, Ankara, Turkey.
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30
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Lee CM, Yoon EL, Kim M, Kang BK, Cho S, Nah EH, Jun DW. Prevalence, distribution, and hepatic fibrosis burden of the different subtypes of steatotic liver disease in primary care settings. Hepatology 2024; 79:1393-1400. [PMID: 38100294 DOI: 10.1097/hep.0000000000000664] [Citation(s) in RCA: 36] [Impact Index Per Article: 36.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Accepted: 10/12/2023] [Indexed: 12/17/2023]
Abstract
BACKGROUND AND AIM In relation to the new umbrella terminology for steatotic liver disease (SLD), we aimed to elucidate the prevalence, distribution, and clinical characteristics of the SLD subgroups in the primary care setting. APPROACH AND RESULTS We retrospectively collected data from 2535 individuals who underwent magnetic resonance elastography and MRI proton density fat fraction during health checkups in 5 primary care health promotion clinics. We evaluated the presence of cardiometabolic risk factors according to predefined criteria and divided all the participants according to the new SLD classification. The prevalence of SLD was 39.13% in the total cohort, and 95.77% of the SLD cases had metabolic dysfunction (one or more cardiometabolic risk factors). The prevalence of metabolic dysfunction-associated steatotic liver disease (MASLD) was 29.51%, with those of metabolic dysfunction and alcohol associated steatotic liver disease (MetALD) and alcohol-associated liver disease (ALD) at 7.89% and 0.39%, respectively. According to the old criteria, the prevalence of NAFLD was 29.11%, and 95.80% of the NAFLD cases fulfilled the new criteria for MASLD. The distribution of SLD subtypes was highest for MASLD, at 75.40%, followed by MetALD at 20.06%, cryptogenic SLD at 3.33%, and ALD at 1.01%. The MetALD group had a significantly higher mean magnetic resonance elastography than the MASLD or ALD group. CONCLUSION Almost all the patients with NAFLD met the new criteria for MASLD. The fibrosis burden of the MetALD group was higher than those of the MASLD and ALD groups.
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Affiliation(s)
- Chul-Min Lee
- Department of Radiology, 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
| | - Bo-Kyeong Kang
- Department of Radiology, Hanyang University College of Medicine, 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
| | - 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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Brouwers B, Rao G, Tang Y, Rodríguez Á, Glass LC, Hartman ML. Incretin-based investigational therapies for the treatment of MASLD/MASH. Diabetes Res Clin Pract 2024; 211:111675. [PMID: 38636848 DOI: 10.1016/j.diabres.2024.111675] [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: 08/30/2023] [Revised: 04/15/2024] [Accepted: 04/15/2024] [Indexed: 04/20/2024]
Abstract
Metabolic dysfunction-associated steatotic liver disease (MASLD), formerly known as non-alcoholic fatty liver disease (NAFLD), is the most common form of chronic liver disease. It exists as either simple steatosis or its more progressive form, metabolic dysfunction-associated steatohepatitis (MASH), formerly, non-alcoholic steatohepatitis (NASH). The global prevalence of MASLD is estimated to be 32% among adults and is projected to continue to rise with increasing rates of obesity, type 2 diabetes, and metabolic syndrome. While simple steatosis is often considered benign and reversible, MASH is progressive, potentially leading to the development of cirrhosis, liver failure, and hepatocellular carcinoma. Treatment of MASH is therefore directed at slowing, stopping, or reversing the progression of disease. Evidence points to improved liver histology with therapies that result in sustained body weight reduction. Incretin-based molecules, such as glucagon-like peptide-1 receptor agonists (GLP-1 RAs), alone or in combination with glucose-dependent insulinotropic polypeptide (GIP) and/or glucagon receptor agonists, have shown benefit here, and several are under investigation for MASLD/MASH treatment. In this review, we discuss current published data on GLP-1, GIP/GLP-1, GLP-1/glucagon, and GLP-1/GIP/glucagon RAs in MASLD/MASH, focusing on their efficacy on liver histology, liver fat, and MASH biomarkers.
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Affiliation(s)
| | - Girish Rao
- Eli Lilly and Company, Indianapolis, IN, USA
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32
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McRae MP, Kittelson J, Helmke SM, Everson GT. Within-individual reproducibility of a dual sample oral cholate challenge test (DuO) and simplified versions of the HepQuant SHUNT test. Clin Transl Sci 2024; 17:e13786. [PMID: 38558534 PMCID: PMC10982894 DOI: 10.1111/cts.13786] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Revised: 02/26/2024] [Accepted: 03/18/2024] [Indexed: 04/04/2024] Open
Abstract
Current noninvasive liver tests measure fibrosis, inflammation, or steatosis and do not measure function. The HepQuant platform of noninvasive tests uniquely assesses both liver function and physiology through the hepatic uptake of stable isotopes of cholate. However, the prototypical HepQuant SHUNT test (SHUNT V1.0) is cumbersome to administer, requiring intravenous and oral administration of cholate and six peripheral venous blood samples over 90 min. To alleviate the burden of test administration, we explored whether an oral only (DuO) version, and other simplified versions, of the test could provide reproducible measurements of liver function. DuO requires only oral dosing and two blood samples over 60 min. The simplified SHUNT test versions were SHUNT V1.1 (oral and IV dosing but four blood samples) and SHUNT V2.0 (oral and IV dosing but only two blood samples over 60 min). In this paper, we describe the reproducibility of DuO and the simplified SHUNT tests relative to that of SHUNT V1.0; equivalency is described in a separate paper. Data from two studies comprising 236 SHUNT tests in 94 subjects were analyzed retrospectively by each method. All simplified methods were highly reproducible across test parameters with intraclass correlation coefficients >0.93 for test parameters Disease Severity Index (DSI) and Hepatic Reserve. DuO and SHUNT V2.0 improved reproducibility in measuring portal-systemic shunting (SHUNT%). These simplified tests, particularly DuO and SHUNT V2.0, are easier to administer and less invasive, thus, having the potential to be more widely accepted by care providers administering the test and by patients receiving the test.
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Zoncapè M, Liguori A, Tsochatzis EA. Non-invasive testing and risk-stratification in patients with MASLD. Eur J Intern Med 2024; 122:11-19. [PMID: 38246813 DOI: 10.1016/j.ejim.2024.01.013] [Citation(s) in RCA: 30] [Impact Index Per Article: 30.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2023] [Revised: 01/12/2024] [Accepted: 01/14/2024] [Indexed: 01/23/2024]
Abstract
The development and validation of non-invasive fibrosis tests (NITs) has changed clinical practice in Hepatology over the last 15 years. Metabolic associated steatotic liver disease (MASLD), formerly known as non-alcoholic fatty liver disease (NAFLD), is the most prevalent liver disease in western countries, with up to a third of the unselected adult population affected. In this article, we review the use of NITs in the diagnosis and staging of MASLD. We discuss their use in the diagnosis of steatosis, steatohepatitis and fibrosis and critically evaluate recently published data. These NITs include a variety of approaches, such as serum markers like FIB-4, pro-C3 and ELF, imaging techniques like Fibroscan® and MRE, and combined scores like Agile 3+ and Agile 4, offering a range of options for healthcare providers. Furthermore, these non-invasive tests also serve as valuable prognostic tools, allowing for better risk assessment and improved patient management, particularly in predicting liver-related events and overall mortality.
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Affiliation(s)
- Mirko Zoncapè
- Sheila Sherlock Liver Unit, Royal Free Hospital, London, UK; UCL Institute for Liver and Digestive Health, University College London, UK; Liver Unit, Department of Medicine, University of Verona and Azienda Ospedaliera Universitaria Integrata of Verona, Verona, Italy
| | - Antonio Liguori
- Sheila Sherlock Liver Unit, Royal Free Hospital, London, UK; UCL Institute for Liver and Digestive Health, University College London, UK; Medical and Surgical Sciences Department, Fondazione Policlinico Universitario A. Gemelli-IRCCS, Università Cattolica del Sacro Cuore, Rome 00168, Italy
| | - Emmanuel A Tsochatzis
- Sheila Sherlock Liver Unit, Royal Free Hospital, London, UK; UCL Institute for Liver and Digestive Health, University College London, UK.
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34
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Wibulpolprasert P, Subpinyo B, Chirnaksorn S, Shantavasinkul PC, Putadechakum S, Phongkitkarun S, Sritara C, Angkathunyakul N, Sumritpradit P. Correlation between magnetic resonance imaging proton density fat fraction (MRI-PDFF) and liver biopsy to assess hepatic steatosis in obesity. Sci Rep 2024; 14:6895. [PMID: 38519637 PMCID: PMC10960039 DOI: 10.1038/s41598-024-57324-3] [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: 11/24/2023] [Accepted: 03/18/2024] [Indexed: 03/25/2024] Open
Abstract
Obesity is highly associated with Non-alcoholic fatty liver disease (NAFLD) and increased risk of liver cirrhosis and liver cancer-related death. We determined the diagnostic performance of the complex-based chemical shift technique MRI-PDFF for quantifying liver fat and its correlation with histopathologic findings in an obese population within 24 h before bariatric surgery. This was a prospective, cross-sectional, Institutional Review Board-approved study of PDFF-MRI of the liver and MRI-DIXON image volume before bariatric surgery. Liver tissues were obtained during bariatric surgery. The prevalence of NAFLD in the investigated cohort was as high as 94%. Histologic hepatic steatosis grades 0, 1, 2, and 3 were observed in 3 (6%), 25 (50%), 14 (28%), and 8 (16%) of 50 obese patients, respectively. The mean percentages of MRI-PDFF from the anterior and posterior right hepatic lobe and left lobe vs. isolate left hepatic lobe were 15.6% (standard deviation [SD], 9.28%) vs. 16.29% (SD, 9.25%). There was a strong correlation between the percentage of steatotic hepatocytes and MRI-PDFF in the left hepatic lobe (r = 0.82, p < 0.001) and the mean value (r = 0.78, p < 0.001). There was a strong correlation between MRI-derived subcutaneous adipose tissue volume and total body fat mass by dual-energy X-ray absorptiometry, especially at the L2-3 and L4 level (r = 0.85, p < 0.001). MRI-PDFF showed good performance in assessing hepatic steatosis and was an excellent noninvasive technique for monitoring hepatic steatosis in an obese population.
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Affiliation(s)
- Pornphan Wibulpolprasert
- Department of Diagnostic and Therapeutic Radiology, Mahidol University, Bangkok, 10400, Thailand
| | - Benya Subpinyo
- Department of Diagnostic and Therapeutic Radiology, Mahidol University, Bangkok, 10400, Thailand
| | | | | | | | - Sith Phongkitkarun
- Department of Diagnostic and Therapeutic Radiology, Mahidol University, Bangkok, 10400, Thailand
| | - Chanika Sritara
- Department of Diagnostic and Therapeutic Radiology, Mahidol University, Bangkok, 10400, Thailand
| | | | - Preeda Sumritpradit
- Department of Surgery, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, 10400, Thailand.
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Simon TG, Wilechansky RM, Stoyanova S, Grossman A, Dichtel LE, Lauer GM, Miller KK, Hoshida Y, Corey KE, Loomba R, Chung RT, Chan AT. Aspirin for Metabolic Dysfunction-Associated Steatotic Liver Disease Without Cirrhosis: A Randomized Clinical Trial. JAMA 2024; 331:920-929. [PMID: 38502074 PMCID: PMC10951738 DOI: 10.1001/jama.2024.1215] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Accepted: 01/26/2024] [Indexed: 03/20/2024]
Abstract
Importance Aspirin may reduce severity of metabolic dysfunction-associated steatotic liver disease (MASLD) and lower the incidence of end-stage liver disease and hepatocellular carcinoma, in patients with MASLD. However, the effect of aspirin on MASLD is unknown. Objective To test whether low-dose aspirin reduces liver fat content, compared with placebo, in adults with MASLD. Design, Setting, and Participants This 6-month, phase 2, randomized, double-blind, placebo-controlled clinical trial was conducted at a single hospital in Boston, Massachusetts. Participants were aged 18 to 70 years with established MASLD without cirrhosis. Enrollment occurred between August 20, 2019, and July 19, 2022, with final follow-up on February 23, 2023. Interventions Participants were randomized (1:1) to receive either once-daily aspirin, 81 mg (n = 40) or identical placebo pills (n = 40) for 6 months. Main Outcomes and Measures The primary end point was mean absolute change in hepatic fat content, measured by proton magnetic resonance spectroscopy (MRS) at 6-month follow-up. The 4 key secondary outcomes included mean percentage change in hepatic fat content by MRS, the proportion achieving at least 30% reduction in hepatic fat, and the mean absolute and relative reductions in hepatic fat content, measured by magnetic resonance imaging proton density fat fraction (MRI-PDFF). Analyses adjusted for the baseline value of the corresponding outcome. Minimal clinically important differences for study outcomes were not prespecified. Results Among 80 randomized participants (mean age, 48 years; 44 [55%] women; mean hepatic fat content, 35% [indicating moderate steatosis]), 71 (89%) completed 6-month follow-up. The mean absolute change in hepatic fat content by MRS was -6.6% with aspirin vs 3.6% with placebo (difference, -10.2% [95% CI, -27.7% to -2.6%]; P = .009). Compared with placebo, aspirin treatment significantly reduced relative hepatic fat content (-8.8 vs 30.0 percentage points; mean difference, -38.8 percentage points [95% CI, -66.7 to -10.8]; P = .007), increased the proportion of patients with 30% or greater relative reduction in hepatic fat (42.5% vs 12.5%; mean difference, 30.0% [95% CI, 11.6% to 48.4%]; P = .006), reduced absolute hepatic fat content by MRI-PDFF (-2.7% vs 0.9%; mean difference, -3.7% [95% CI, -6.1% to -1.2%]; P = .004]), and reduced relative hepatic fat content by MRI-PDFF (-11.7 vs 15.7 percentage points; mean difference, -27.3 percentage points [95% CI, -45.2 to -9.4]; P = .003). Thirteen participants (32.5%) in each group experienced an adverse event, most commonly upper respiratory tract infections (10.0% in each group) or arthralgias (5.0% for aspirin vs 7.5% for placebo). One participant randomized to aspirin (2.5%) experienced drug-related heartburn. Conclusions and Relevance In this preliminary randomized clinical trial of patients with MASLD, 6 months of daily low-dose aspirin significantly reduced hepatic fat quantity compared with placebo. Further study in a larger sample size is necessary to confirm these findings. Trial Registration ClinicalTrials.gov Identifier: NCT04031729.
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Affiliation(s)
- Tracey G. Simon
- Clinical and Translational Epidemiology Unit (CTEU), Massachusetts General Hospital, Boston
- Harvard Medical School, Boston, Massachusetts
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital, Boston, Massachusetts
| | - Robert M. Wilechansky
- Clinical and Translational Epidemiology Unit (CTEU), Massachusetts General Hospital, Boston
- Harvard Medical School, Boston, Massachusetts
- Division of Gastroenterology and Hepatology, Department of Medicine, Massachusetts General Hospital, Boston
| | - Stefania Stoyanova
- Division of Gastroenterology and Hepatology, Department of Medicine, Massachusetts General Hospital, Boston
| | - Alessandra Grossman
- Division of Gastroenterology and Hepatology, Department of Medicine, Massachusetts General Hospital, Boston
| | - Laura E. Dichtel
- Harvard Medical School, Boston, Massachusetts
- Neuroendocrine Unit, Department of Medicine, Massachusetts General Hospital, Boston
| | - Georg M. Lauer
- Harvard Medical School, Boston, Massachusetts
- Division of Gastroenterology and Hepatology, Department of Medicine, Massachusetts General Hospital, Boston
| | - Karen K. Miller
- Harvard Medical School, Boston, Massachusetts
- Neuroendocrine Unit, Department of Medicine, Massachusetts General Hospital, Boston
| | - Yujin Hoshida
- Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas
| | - Kathleen E. Corey
- Clinical and Translational Epidemiology Unit (CTEU), Massachusetts General Hospital, Boston
- Harvard Medical School, Boston, Massachusetts
- Division of Gastroenterology and Hepatology, Department of Medicine, Massachusetts General Hospital, Boston
| | - Rohit Loomba
- NAFLD Research Center, Division of Gastroenterology and Hepatology, Department of Medicine, University of California San Diego, La Jolla
| | - Raymond T. Chung
- Clinical and Translational Epidemiology Unit (CTEU), Massachusetts General Hospital, Boston
- Harvard Medical School, Boston, Massachusetts
- Division of Gastroenterology and Hepatology, Department of Medicine, Massachusetts General Hospital, Boston
| | - Andrew T. Chan
- Clinical and Translational Epidemiology Unit (CTEU), Massachusetts General Hospital, Boston
- Harvard Medical School, Boston, Massachusetts
- Division of Gastroenterology and Hepatology, Department of Medicine, Massachusetts General Hospital, Boston
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Alyavi AL, Sobirova GN, Abdullaev AO, Shadmanova DA. Ways to overcome difficulties in diagnosing non-alcoholic fatty liver disease. EXPERIMENTAL AND CLINICAL GASTROENTEROLOGY 2024:175-181. [DOI: 10.31146/1682-8658-ecg-218-10-175-181] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2025]
Abstract
The purpose of the study is to evaluate the status and capabilities of modern types of diagnostics of non-alcoholic fatty liver disease as part of a meta-analysis of scientific data. Materials and methods. The literature search was carried out in electronic databases Cochrane Library, PubMed.gov, Elsevier.com, Google Scholar. The analysis of the data obtained was focused on works published between 2010 and 2023 (the bias in the form of later studies was used in isolated cases when it came to fundamental scientometric data). Results. After reviewing 693 scientific papers for duplication and inconsistency, 38 sources were selected. Conclusions. The analysis of scientific data revealed that despite the understanding of the pathogenetic causes of non-alcoholic fatty liver disease and the complexity of this disease, liver biopsy still remains the gold standard for assessing liver health. In this regard, there is a need to introduce accessible non-imaging tools and accurate biomarkers, with the help of which it will be possible not only to make an adequate diagnosis, but also to analyze new treatments for NAFLD in clinical trials.
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Affiliation(s)
- A. L. Alyavi
- State Institution “Republican Specialized Scientific and Practical Medical Center for Therapy and Medical Rehabilitation” (RSNPMCT and MR) Tashkent Medical Academy (TMA)
| | - G. N. Sobirova
- State Institution “Republican Specialized Scientific and Practical Medical Center for Therapy and Medical Rehabilitation” (RSNPMCT and MR) Tashkent Medical Academy (TMA)
| | - A. O. Abdullaev
- State Institution “Republican Specialized Scientific and Practical Medical Center for Therapy and Medical Rehabilitation” (RSNPMCT and MR) Tashkent Medical Academy (TMA)
| | - D. A. Shadmanova
- State Institution “Republican Specialized Scientific and Practical Medical Center for Therapy and Medical Rehabilitation” (RSNPMCT and MR) Tashkent Medical Academy (TMA)
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Lusnig L, Sagingalieva A, Surmach M, Protasevich T, Michiu O, McLoughlin J, Mansell C, De' Petris G, Bonazza D, Zanconati F, Melnikov A, Cavalli F. Hybrid Quantum Image Classification and Federated Learning for Hepatic Steatosis Diagnosis. Diagnostics (Basel) 2024; 14:558. [PMID: 38473030 DOI: 10.3390/diagnostics14050558] [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: 01/10/2024] [Revised: 02/17/2024] [Accepted: 02/26/2024] [Indexed: 03/14/2024] Open
Abstract
In the realm of liver transplantation, accurately determining hepatic steatosis levels is crucial. Recognizing the essential need for improved diagnostic precision, particularly for optimizing diagnosis time by swiftly handling easy-to-solve cases and allowing the expert time to focus on more complex cases, this study aims to develop cutting-edge algorithms that enhance the classification of liver biopsy images. Additionally, the challenge of maintaining data privacy arises when creating automated algorithmic solutions, as sharing patient data between hospitals is restricted, further complicating the development and validation process. This research tackles diagnostic accuracy by leveraging novel techniques from the rapidly evolving field of quantum machine learning, known for their superior generalization abilities. Concurrently, it addresses privacy concerns through the implementation of privacy-conscious collaborative machine learning with federated learning. We introduce a hybrid quantum neural network model that leverages real-world clinical data to assess non-alcoholic liver steatosis accurately. This model achieves an image classification accuracy of 97%, surpassing traditional methods by 1.8%. Moreover, by employing a federated learning approach that allows data from different clients to be shared while ensuring privacy, we maintain an accuracy rate exceeding 90%. This initiative marks a significant step towards a scalable, collaborative, efficient, and dependable computational framework that aids clinical pathologists in their daily diagnostic tasks.
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Affiliation(s)
- Luca Lusnig
- Terra Quantum AG, 9000 St. Gallen, Switzerland
- Research Unit of Paleoradiology and Allied Sciences, Laboratorio di Telematica Sanitaria-Struttura Complessa Informatica e Telecomunicazioni, Azienda Sanitaria Universitaria Giuliana Isontina, 34149 Trieste, Italy
| | | | | | | | | | | | | | - Graziano De' Petris
- Laboratorio di Telematica Sanitaria-Struttura Complessa Informatica e Telecomunicazioni, Azienda Sanitaria Universitaria Giuliana Isontina, 34149 Trieste, Italy
| | - Deborah Bonazza
- Department of Medical, Surgical and Health Sciences, University of Trieste, Cattinara Academic Hospital, 34149 Trieste, Italy
| | - Fabrizio Zanconati
- Department of Medical, Surgical and Health Sciences, University of Trieste, Cattinara Academic Hospital, 34149 Trieste, Italy
| | | | - Fabio Cavalli
- Research Unit of Paleoradiology and Allied Sciences, Laboratorio di Telematica Sanitaria-Struttura Complessa Informatica e Telecomunicazioni, Azienda Sanitaria Universitaria Giuliana Isontina, 34149 Trieste, Italy
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Kumada T, Toyoda H, Ogawa S, Gotoh T, Suzuki Y, Imajo K, Sugimoto K, Kakegawa T, Kuroda H, Yasui Y, Tamaki N, Kurosaki M, Izumi N, Akita T, Tanaka J, Nakajima A. Advanced fibrosis leads to overestimation of steatosis with quantitative ultrasound in individuals without hepatic steatosis. Ultrasonography 2024; 43:121-131. [PMID: 38316132 PMCID: PMC10915114 DOI: 10.14366/usg.23194] [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: 10/19/2023] [Revised: 12/11/2023] [Accepted: 12/11/2023] [Indexed: 02/07/2024] Open
Abstract
PURPOSE The effect of hepatic fibrosis stage on quantitative ultrasound based on the attenuation coefficient (AC) for liver lipid quantification is controversial. The objective of this study was to determine how the degree of fibrosis assessed by magnetic resonance (MR) elastography affects AC based on the ultrasound-guided attenuation parameter according to the grade of hepatic steatosis, using magnetic resonance imaging (MRI)-derived proton density fat fraction (MRIderived PDFF) as the reference standard. METHODS Between February 2020 and April 2021, 982 patients with chronic liver disease who underwent AC and MRI-derived PDFF measurement as well as MR elastography were enrolled. Multiple regression was used to investigate whether AC was affected by the degree of liver stiffness. RESULTS AC increased as liver stiffness progressed in 344 patients without hepatic steatosis (P=0.009). In multivariable analysis, AC was positively correlated with skin-capsule distance (P<0.001), MR elastography value (P=0.037), and MRI-derived PDFF (P<0.001) in patients without hepatic steatosis. In 52 of 982 patients (5%), the correlation between AC and MRIderived PDFF fell outside the 95% confidence interval for the regression line slope. Patients with MRI-derived PDFF lower than their AC (n=36) had higher fibrosis-4 scores, albumin-bilirubin scores, and MR elastography values than patients with MRI-derived PDFF greater than their AC (n=16; P=0.018, P=0.001, and P=0.011, respectively). CONCLUSION AC is affected by liver fibrosis (MR elastography value ≥6.7 kPa) only in patients without hepatic steatosis (MRI-derived PDFF <5.2%). These values should be interpreted with caution in patients with advanced liver fibrosis.
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Affiliation(s)
- Takashi Kumada
- Department of Nursing, Faculty of Nursing, Gifu Kyoritsu University, Ogaki, Japan
| | - Hidenori Toyoda
- Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan
| | - Sadanobu Ogawa
- Department of Imaging Diagnosis, Ogaki Municipal Hospital, Ogaki, Japan
| | - Tatsuya Gotoh
- Department of Imaging Diagnosis, Ogaki Municipal Hospital, Ogaki, Japan
| | - Yasuaki Suzuki
- Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan
| | - Kento Imajo
- Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
- Department of Gastroenterology, Shin-yurigaoka General Hospital, Kawasaki, Japan
| | - Katsutoshi Sugimoto
- Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan
| | - Tatsuya Kakegawa
- Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan
| | - Hidekatsu Kuroda
- Division of Hepatology, Department of Internal Medicine, Iwate Medical University, Morioka, Japan
| | - Yutaka Yasui
- Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino-shi, Japan
| | - Nobuharu Tamaki
- Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino-shi, Japan
| | - Masayuki Kurosaki
- Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino-shi, Japan
| | - Namiki Izumi
- Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino-shi, Japan
| | - Tomoyuki Akita
- Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan
| | - Junko Tanaka
- Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan
| | - Atsushi Nakajima
- Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan
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Li X, Ren H, Xu H, Han X, Lu J, Yang Z. Behind BMI: The Potential Indicative Role of Abdominal Ectopic Fat on Glucose Metabolism. Obes Facts 2024; 17:158-168. [PMID: 38246158 PMCID: PMC10987183 DOI: 10.1159/000536160] [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: 10/11/2023] [Accepted: 01/04/2024] [Indexed: 01/23/2024] Open
Abstract
INTRODUCTION The purpose of this study was to compare the difference in abdominal fat distribution between different metabolic groups and find the ectopic fat with the most risk significance. METHODS A total of 98 subjects were enrolled; there were 53 cases in the normal glucose metabolism group and 45 cases in the abnormal glucose metabolism group. Chemical shift-encoded magnetic resonance imaging was applied for quantification of pancreatic fat fraction (PFF) and hepatic fat fraction (HFF), subcutaneous adipose tissue (SAT), and visceral adipose tissue (VAT). The correlation and the difference of fat distribution between different metabolism groups were analyzed. The receiver operating characteristic (ROC) curve was used to analyze the suggestive effect of different body fat fraction. RESULTS Correlation analysis showed that body mass index (BMI) had the strongest correlation with fasting insulin (r = 0.473, p < 0.001), HOMA-IR (r = 0.363, p < 0.001), and C-reactive protein (r = 0.245, p < 0.05). Pancreatic fat has a good correlation with fasting blood glucose (r = 0.247, p < 0.05) and HbA1c (r = 0.363, p < 0.001). With the increase of BMI, PFF, VAT, and SAT showed a clear upward trend, but liver fat was distributed relatively more randomly. The pancreatic fat content in the abnormal glucose metabolism group is significantly higher than that in the normal group, and pancreatic fat is also a reliable indicator of abnormal glucose metabolism, especially in the normal and overweight groups (the area under the curve was 0.859 and 0.864, respectively). CONCLUSION MR-based fat quantification techniques can provide additional information on fat distribution. There are differences in fat distribution among people with different metabolic status. People with more severe pancreatic fat deposition have a higher risk of glucose metabolism disorders.
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Affiliation(s)
- Xiaoyang Li
- Beijing Friendship Hospital, Capital Medical University, Beijing, China,
| | - Hao Ren
- Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Hui Xu
- Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Xinjun Han
- Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Jun Lu
- Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Zhenghan Yang
- Beijing Friendship Hospital, Capital Medical University, Beijing, China
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Qadri S, Vartiainen E, Lahelma M, Porthan K, Tang A, Idilman IS, Runge JH, Juuti A, Penttilä AK, Dabek J, Lehtimäki TE, Seppänen W, Arola J, Arkkila P, Stoker J, Karcaaltincaba M, Pavlides M, Loomba R, Sirlin CB, Tukiainen T, Yki-Järvinen H. Marked difference in liver fat measured by histology vs. magnetic resonance-proton density fat fraction: A meta-analysis. JHEP Rep 2024; 6:100928. [PMID: 38089550 PMCID: PMC10711480 DOI: 10.1016/j.jhepr.2023.100928] [Citation(s) in RCA: 18] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 08/17/2023] [Accepted: 09/12/2023] [Indexed: 12/22/2023] Open
Abstract
Background & Aims Pathologists quantify liver steatosis as the fraction of lipid droplet-containing hepatocytes out of all hepatocytes, whereas the magnetic resonance-determined proton density fat fraction (PDFF) reflects the tissue triacylglycerol concentration. We investigated the linearity, agreement, and correspondence thresholds between histological steatosis and PDFF across the full clinical spectrum of liver fat content associated with non-alcoholic fatty liver disease. Methods Using individual patient-level measurements, we conducted a systematic review and meta-analysis of studies comparing histological steatosis with PDFF determined by magnetic resonance spectroscopy or imaging in adults with suspected non-alcoholic fatty liver disease. Linearity was assessed by meta-analysis of correlation coefficients and by linear mixed modelling of pooled data, agreement by Bland-Altman analysis, and thresholds by receiver operating characteristic analysis. To explain observed differences between the methods, we used RNA-seq to determine the fraction of hepatocytes in human liver biopsies. Results Eligible studies numbered 9 (N = 597). The relationship between PDFF and histology was predominantly linear (r = 0.85 [95% CI, 0.80-0.89]), and their values approximately coincided at 5% steatosis. Above 5% and towards higher levels of steatosis, absolute values of the methods diverged markedly, with histology exceeding PDFF by up to 3.4-fold. On average, 100% histological steatosis corresponded to a PDFF of 33.0% (29.5-36.7%). Targeting at a specificity of 90%, optimal PDFF thresholds to predict histological steatosis grades were ≥5.75% for ≥S1, ≥15.50% for ≥S2, and ≥21.35% for S3. Hepatocytes comprised 58 ± 5% of liver cells, which may partly explain the lower values of PDFF vs. histology. Conclusions Histological steatosis and PDFF have non-perfect linearity and fundamentally different scales of measurement. Liver fat values obtained using these methods may be rendered comparable by conversion equations or threshold values. Impact and implications Magnetic resonance-proton density fat fraction (PDFF) is increasingly being used to measure liver fat in place of the invasive liver biopsy. Understanding the relationship between PDFF and histological steatosis fraction is important for preventing misjudgement of clinical status or treatment effects in patient care. Our analysis revealed that histological steatosis fraction is often significantly higher than PDFF, and their association varies across the spectrum of fatty liver severity. These findings are particularly important for physicians and clinical researchers, who may use these data to interpret PDFF measurements in the context of histologically evaluated liver fat content.
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Affiliation(s)
- Sami Qadri
- Department of Medicine, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Minerva Foundation Institute for Medical Research, Helsinki, Finland
| | - Emilia Vartiainen
- Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Helsinki, Finland
| | - Mari Lahelma
- Department of Medicine, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Minerva Foundation Institute for Medical Research, Helsinki, Finland
| | - Kimmo Porthan
- Department of Medicine, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Minerva Foundation Institute for Medical Research, Helsinki, Finland
| | - An Tang
- Department of Radiology, Centre hospitalier de l'Université de Montréal (CHUM), Montreal, QC, Canada
| | - Ilkay S. Idilman
- Liver Imaging Team, Hacettepe University, School of Medicine, Department of Radiology, Ankara, Turkey
| | - Jurgen H. Runge
- Department of Radiology and Nuclear Medicine, Amsterdam UMC location University of Amsterdam, Amsterdam, The Netherlands
- Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam, The Netherlands
| | - Anne Juuti
- Department of Gastrointestinal Surgery, Abdominal Center, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Anne K. Penttilä
- Department of Gastrointestinal Surgery, Abdominal Center, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Juhani Dabek
- Department of Medicine, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Minerva Foundation Institute for Medical Research, Helsinki, Finland
| | - Tiina E. Lehtimäki
- HUS Medical Imaging Center, Helsinki University Hospital, Helsinki, Finland
| | - Wenla Seppänen
- HUS Medical Imaging Center, Helsinki University Hospital, Helsinki, Finland
| | - Johanna Arola
- Department of Pathology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Perttu Arkkila
- Department of Gastroenterology, Abdominal Center, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Jaap Stoker
- Department of Radiology and Nuclear Medicine, Amsterdam UMC location University of Amsterdam, Amsterdam, The Netherlands
- Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam, The Netherlands
| | - Musturay Karcaaltincaba
- Liver Imaging Team, Hacettepe University, School of Medicine, Department of Radiology, Ankara, Turkey
| | - Michael Pavlides
- Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - Rohit Loomba
- NAFLD Research Center, Division of Gastroenterology and Hepatology, Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Claude B. Sirlin
- Liver Imaging Group, Department of Radiology, University of California San Diego, La Jolla, CA, USA
| | - Taru Tukiainen
- Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Helsinki, Finland
| | - Hannele Yki-Järvinen
- Department of Medicine, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Minerva Foundation Institute for Medical Research, Helsinki, Finland
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Gupta A, Dixit R, Prakash A. Non-invasive hepatic fat quantification: Can multi-echo Dixon help? Radiol Bras 2024; 57:e20230125. [PMID: 38993969 PMCID: PMC11235074 DOI: 10.1590/0100-3984.2023.0125] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Revised: 12/12/2023] [Accepted: 01/24/2024] [Indexed: 07/13/2024] Open
Abstract
Objective To evaluate the diagnostic accuracy of multi-echo Dixon magnetic resonance imaging (MRI) in hepatic fat quantification, in comparison with that of magnetic resonance spectroscopy (MRS), on 3.0-T MRI. Materials and Methods Fifty-five adults with no known liver disease underwent MRI in a 3.0-T scanner for determination of the hepatic fat fraction, with two techniques: multi-echo Dixon, in a manually drawn region of interest (ROI) and in the entire liver parenchyma (automated segmentation); and MRS. The diagnostic accuracy and cutoff value for multi-echo Dixon were determined, with MRS being used as the reference standard. Results The mean fat fraction obtained by multi-echo Dixon in the manually drawn ROI and in the entire liver was 5.2 ± 5.8% and 6.6 ± 5.2%, respectively, whereas the mean hepatic fat fraction obtained by MRS was 5.7 ± 6.4%. A very strong positive correlation and good agreement were observed between MRS and multi-echo Dixon, for the ROI (r = 0.988, r2 = 0.978, p < 0.001) and for the entire liver parenchyma (r = 0.960, r2 = 0.922, p < 0.001). A moderate positive correlation was observed between the hepatic fat fraction and body mass index of the participants, regardless of the fat estimation technique employed. Conclusion For hepatic fat quantification, multi-echo Dixon MRI demonstrated a very strong positive correlation and good agreement with MRS (often considered the gold-standard noninvasive technique). Because multi-echo Dixon MRI is more readily available than is MRS, it can be used as a rapid tool for hepatic fat quantification, especially when the hepatic fat distribution is not homogeneous.
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Affiliation(s)
- Akarshi Gupta
- Department of Radiodiagnosis, Lok Nayak Hospital - Maulana Azad
Medical College, New Delhi, India
| | - Rashmi Dixit
- Department of Radiodiagnosis, Lok Nayak Hospital - Maulana Azad
Medical College, New Delhi, India
| | - Anjali Prakash
- Department of Radiodiagnosis, Lok Nayak Hospital - Maulana Azad
Medical College, New Delhi, India
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Servin F, Collins JA, Heiselman JS, Frederick-Dyer KC, Planz VB, Geevarghese SK, Brown DB, Jarnagin WR, Miga MI. Simulation of Image-Guided Microwave Ablation Therapy Using a Digital Twin Computational Model. IEEE OPEN JOURNAL OF ENGINEERING IN MEDICINE AND BIOLOGY 2023; 5:107-124. [PMID: 38445239 PMCID: PMC10914207 DOI: 10.1109/ojemb.2023.3345733] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Revised: 08/14/2023] [Accepted: 12/04/2023] [Indexed: 03/07/2024] Open
Abstract
Emerging computational tools such as healthcare digital twin modeling are enabling the creation of patient-specific surgical planning, including microwave ablation to treat primary and secondary liver cancers. Healthcare digital twins (DTs) are anatomically one-to-one biophysical models constructed from structural, functional, and biomarker-based imaging data to simulate patient-specific therapies and guide clinical decision-making. In microwave ablation (MWA), tissue-specific factors including tissue perfusion, hepatic steatosis, and fibrosis affect therapeutic extent, but current thermal dosing guidelines do not account for these parameters. This study establishes an MR imaging framework to construct three-dimensional biophysical digital twins to predict ablation delivery in livers with 5 levels of fat content in the presence of a tumor. Four microwave antenna placement strategies were considered, and simulated microwave ablations were then performed using 915 MHz and 2450 MHz antennae in Tumor Naïve DTs (control), and Tumor Informed DTs at five grades of steatosis. Across the range of fatty liver steatosis grades, fat content was found to significantly increase ablation volumes by approximately 29-l42% in the Tumor Naïve and 55-60% in the Tumor Informed DTs in 915 MHz and 2450 MHz antenna simulations. The presence of tumor did not significantly affect ablation volumes within the same steatosis grade in 915 MHz simulations, but did significantly increase ablation volumes within mild-, moderate-, and high-fat steatosis grades in 2450 MHz simulations. An analysis of signed distance to agreement for placement strategies suggests that accounting for patient-specific tumor tissue properties significantly impacts ablation forecasting for the preoperative evaluation of ablation zone coverage.
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Affiliation(s)
- Frankangel Servin
- Department of Biomedical EngineeringVanderbilt UniversityNashvilleTN37235USA
- Vanderbilt Institute for Surgery and EngineeringVanderbilt UniversityNashvilleTN37235USA
| | - Jarrod A. Collins
- Department of Biomedical EngineeringVanderbilt UniversityNashvilleTN37235USA
| | - Jon S. Heiselman
- Department of Biomedical EngineeringVanderbilt UniversityNashvilleTN37235USA
- Vanderbilt Institute for Surgery and EngineeringVanderbilt UniversityNashvilleTN37235USA
- Department of Surgery, Hepatopancreatobiliary ServiceMemorial Sloan Kettering Cancer CenterNew YorkNY10065USA
| | | | - Virginia B. Planz
- Department of RadiologyVanderbilt University Medical CenterNashvilleTN37235USA
| | | | - Daniel B. Brown
- Department of RadiologyVanderbilt University Medical CenterNashvilleTN37235USA
| | - William R. Jarnagin
- Department of Surgery, Hepatopancreatobiliary ServiceMemorial Sloan Kettering Cancer CenterNew YorkNY10065USA
| | - Michael I. Miga
- Department of Biomedical EngineeringVanderbilt UniversityNashvilleTN37235USA
- Vanderbilt Institute for Surgery and EngineeringVanderbilt UniversityNashvilleTN37235USA
- Department of RadiologyVanderbilt University Medical CenterNashvilleTN37235USA
- Department of Neurological SurgeryVanderbilt University Medical CenterNashvilleTN37235USA
- Department of OtolaryngologyVanderbilt University Medical CenterNashvilleTN37235USA
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Kitagawa T, Kozaka K, Matsubara T, Wakayama T, Takamatsu A, Kobayashi T, Okumura K, Yoshida K, Yoneda N, Kitao A, Kobayashi S, Gabata T, Matsui O, Heiken JP. Fat fraction and R2 * values of various liver masses: Initial experience with 6-point Dixon method on a 3T MRI system. Eur J Radiol Open 2023; 11:100519. [PMID: 37609047 PMCID: PMC10440393 DOI: 10.1016/j.ejro.2023.100519] [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: 06/22/2023] [Revised: 08/10/2023] [Accepted: 08/16/2023] [Indexed: 08/24/2023] Open
Abstract
Purpose To assess the feasibility of the 6-point Dixon method for evaluating liver masses. We also report our initial experience with the quantitative values in various liver masses on a 3T system. Materials and methods Of 251 consecutive patients for whom 6-point Dixon was employed in abdominal magnetic resonance imaging scans between October 2020 and October 2021, 117 nodules in 117 patients with a mass diameter of more than 1 cm were included in the study. Images for measuring the proton density fat fraction (PDFF) and R2 * values were obtained using the iterative decomposition of water and fat with echo asymmetry and least-squares estimation-quantitative technique for liver imaging. Two radiologists independently measured PDFF (%) and R2 * (Hz). Inter-reader agreement and the differences between readers were examined using intra-class correlation coefficient (ICC) and the Bland-Altman method, respectively. PDFF and R2 * values in differentiating liver masses were examined. Results The masses included hepatocellular carcinoma (n = 59), cyst (n = 20), metastasis (n = 14), hemangioma (n = 8), and others (n = 16). The ICCs for the region of interest (mm2), PDFF, and R2 * were 0.988 (95 % confidence interval (CI): 0.983, 0.992), 0.964 (95 % CI: 0.949, 0.975), and 0.962 (95 % CI: 0.941, 0.975), respectively. The differences of measurements between the readers showed that 5.1 % (6/117) and 6.0% (7/117) for PDFF and R2 * , respectively, were outside the 95 % CI. Conclusion Our observation indicates that the 6-point Dixon method is applicable to liver masses.
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Affiliation(s)
- Taichi Kitagawa
- Department of Radiology, Kanazawa University Graduate School of Medical Sciences, 13-1, Takara-machi, Kanazawa, Ishikawa 920-8641, Japan
| | - Kazuto Kozaka
- Department of Radiology, Kanazawa University Graduate School of Medical Sciences, 13-1, Takara-machi, Kanazawa, Ishikawa 920-8641, Japan
| | - Takashi Matsubara
- Department of Radiology, Kanazawa University Graduate School of Medical Sciences, 13-1, Takara-machi, Kanazawa, Ishikawa 920-8641, Japan
| | - Tetsuya Wakayama
- Applied Science Laboratory Japan and Vascular MR, MR Clinical Solutions and Research Collaborations, GE HealthCare, 4-7-127, Asahigaoka, Hino, Tokyo 191-8503, Japan
| | - Atsushi Takamatsu
- Department of Radiology, Kanazawa University Graduate School of Medical Sciences, 13-1, Takara-machi, Kanazawa, Ishikawa 920-8641, Japan
| | - Tomohiro Kobayashi
- Department of Radiology, Kanazawa University Graduate School of Medical Sciences, 13-1, Takara-machi, Kanazawa, Ishikawa 920-8641, Japan
| | - Kenichiro Okumura
- Department of Radiology, Kanazawa University Graduate School of Medical Sciences, 13-1, Takara-machi, Kanazawa, Ishikawa 920-8641, Japan
| | - Kotaro Yoshida
- Department of Radiology, Kanazawa University Graduate School of Medical Sciences, 13-1, Takara-machi, Kanazawa, Ishikawa 920-8641, Japan
| | - Norihide Yoneda
- Department of Radiology, Kanazawa University Graduate School of Medical Sciences, 13-1, Takara-machi, Kanazawa, Ishikawa 920-8641, Japan
| | - Azusa Kitao
- Department of Radiology, Kanazawa University Graduate School of Medical Sciences, 13-1, Takara-machi, Kanazawa, Ishikawa 920-8641, Japan
| | - Satoshi Kobayashi
- Department of Radiology, Kanazawa University Graduate School of Medical Sciences, 13-1, Takara-machi, Kanazawa, Ishikawa 920-8641, Japan
| | - Toshifumi Gabata
- Department of Radiology, Kanazawa University Graduate School of Medical Sciences, 13-1, Takara-machi, Kanazawa, Ishikawa 920-8641, Japan
| | - Osamu Matsui
- Department of Radiology, Kanazawa University Graduate School of Medical Sciences, 13-1, Takara-machi, Kanazawa, Ishikawa 920-8641, Japan
| | - Jay P. Heiken
- Department of Radiology, Mayo Clinic College of Medicine, Mayo Clinic, 200, First Street SW, Rochester, MN 55905, USA
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Orcel T, Chau HT, Turlin B, Chaigneau J, Bannier E, Otal P, Frampas E, Leguen A, Boulic A, Saint-Jalmes H, Aubé C, Boursier J, Bardou-Jacquet E, Gandon Y. Evaluation of proton density fat fraction (PDFF) obtained from a vendor-neutral MRI sequence and MRQuantif software. Eur Radiol 2023; 33:8999-9009. [PMID: 37402003 DOI: 10.1007/s00330-023-09798-4] [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: 10/09/2022] [Revised: 03/29/2023] [Accepted: 04/21/2023] [Indexed: 07/05/2023]
Abstract
OBJECTIVE To validate the proton density fat fraction (PDFF) obtained by the MRQuantif software from 2D chemical shift encoded MR (CSE-MR) data in comparison with the histological steatosis data. METHODS This study, pooling data from 3 prospective studies spread over time between January 2007 and July 2020, analyzed 445 patients who underwent 2D CSE-MR and liver biopsy. MR derived liver iron concentration (MR-LIC) and PDFF was calculated using the MRQuantif software. The histological standard steatosis score (SS) served as reference. In order to get a value more comparable to PDFF, histomorphometry fat fraction (HFF) were centrally determined for 281 patients. Spearman correlation and the Bland and Altman method were used for comparison. RESULTS Strong correlations were found between PDFF and SS (rs = 0.84, p < 0.001) or HFF (rs = 0.87, p < 0.001). Spearman's coefficients increased to 0.88 (n = 324) and 0.94 (n = 202) when selecting only the patients without liver iron overload. The Bland and Altman analysis between PDFF and HFF found a mean bias of 5.4% ± 5.7 [95% CI 4.7, 6.1]. The mean bias was 4.7% ± 3.7 [95% CI 4.2, 5.3] and 7.1% ± 8.8 [95% CI 5.2, 9.0] for the patients without and with liver iron overload, respectively. CONCLUSION The PDFF obtained by MRQuantif from a 2D CSE-MR sequence is highly correlated with the steatosis score and very close to the fat fraction estimated by histomorphometry. Liver iron overload reduced the performance of steatosis quantification and joint quantification is recommended. This device-independent method can be particularly useful for multicenter studies. CLINICAL RELEVANCE STATEMENT The quantification of liver steatosis using a vendor-neutral 2D chemical-shift MR sequence, processed by MRQuantif, is well correlated to steatosis score and histomorphometric fat fraction obtained from biopsy, whatever the magnetic field and the MR device used. KEY POINTS • The PDFF measured by MRQuantif from 2D CSE-MR sequence data is highly correlated to hepatic steatosis. • Steatosis quantification performance is reduced in case of significant hepatic iron overload. • This vendor-neutral method may allow consistent estimation of PDFF in multicenter studies.
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Affiliation(s)
- T Orcel
- Department of Radiology, Rennes University Hospital, 2 Rue H. Le Guilloux, 35033, Rennes, France
| | - H T Chau
- Department of Radiology, Rennes University Hospital, 2 Rue H. Le Guilloux, 35033, Rennes, France
- NUMECAN, INSERM U1099, Rennes University Hospital, 2 Rue H. Le Guilloux, 35033, Rennes, France
| | - B Turlin
- NUMECAN, INSERM U1099, Rennes University Hospital, 2 Rue H. Le Guilloux, 35033, Rennes, France
- Department of Pathology, Rennes University Hospital, 2 Rue H. Le Guilloux, 35033, Rennes, France
| | - J Chaigneau
- HIFIH, UPRES EA3859, Angers University Hospital, 4 Rue Larrey, 49993, Angers, France
| | - E Bannier
- Department of Radiology, Rennes University Hospital, 2 Rue H. Le Guilloux, 35033, Rennes, France
- EMPENN U746 Unit/Project, INSERM/INRIA, IRISA, University of Rennes, Beaulieu Campus, UMR CNRS 6074, 35042, Rennes, France
| | - P Otal
- Department of Radiology, Toulouse University Hospital, 1 Av Pr J. Poulhes, 31059, Toulouse, France
| | - E Frampas
- Department of Radiology, Nantes University Hospital, 1 Pl. Alexis-Ricordeau, 44000, Nantes, France
| | - A Leguen
- Department of Radiology, Bretagne-Atlantique Hospital, 20 Bd Général Maurice Guillaudot, 56000, Vannes, France
| | - A Boulic
- Department of Radiology, Bretagne Sud Hospital, 5 Avenue de Choiseul, 56322, Lorient, France
| | - H Saint-Jalmes
- INSERM U1099, LTSI, University of Rennes, Beaulieu Campus, 35042, Rennes, France
| | - C Aubé
- HIFIH, UPRES EA3859, Angers University Hospital, 4 Rue Larrey, 49993, Angers, France
- Department of Radiology, Angers University Hospital, 4 Rue Larrey, 49993, Angers, France
| | - J Boursier
- HIFIH, UPRES EA3859, Angers University Hospital, 4 Rue Larrey, 49993, Angers, France
- Department of Hepatology-GastoeEnterology, Angers University Hospital, 4 Rue Larrey, 49993, Angers, France
| | - E Bardou-Jacquet
- NUMECAN, INSERM U1099, Rennes University Hospital, 2 Rue H. Le Guilloux, 35033, Rennes, France
- Department of Hepatology, Rennes University Hospital, 2 Rue H. Le Guilloux, 35033, Rennes, France
| | - Y Gandon
- Department of Radiology, Rennes University Hospital, 2 Rue H. Le Guilloux, 35033, Rennes, France.
- NUMECAN, INSERM U1099, Rennes University Hospital, 2 Rue H. Le Guilloux, 35033, Rennes, France.
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D’Erasmo L, Di Martino M, Neufeld T, Fraum TJ, Kang CJ, Burks KH, Costanzo AD, Minicocci I, Bini S, Maranghi M, Pigna G, Labbadia G, Zheng J, Fierro D, Montali A, Ceci F, Catalano C, Davidson NO, Lucisano G, Nicolucci A, Arca M, Stitziel NO. ANGPTL3 Deficiency and Risk of Hepatic Steatosis. Circulation 2023; 148:1479-1489. [PMID: 37712257 PMCID: PMC10805521 DOI: 10.1161/circulationaha.123.065866] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Accepted: 08/24/2023] [Indexed: 09/16/2023]
Abstract
BACKGROUND ANGPTL3 (angiopoietin-like 3) is a therapeutic target for reducing plasma levels of triglycerides and low-density lipoprotein cholesterol. A recent trial with vupanorsen, an antisense oligonucleotide targeting hepatic production of ANGPTL3, reported a dose-dependent increase in hepatic fat. It is unclear whether this adverse effect is due to an on-target effect of inhibiting hepatic ANGPTL3. METHODS We recruited participants with ANGPTL3 deficiency related to ANGPTL3 loss-of-function (LoF) mutations, along with wild-type (WT) participants from 2 previously characterized cohorts located in Campodimele, Italy, and St. Louis, MO. Magnetic resonance spectroscopy and magnetic resonance proton density fat fraction were performed to measure hepatic fat fraction and the distribution of extrahepatic fat. To estimate the causal relationship between ANGPTL3 and hepatic fat, we generated a genetic instrument of plasma ANGPTL3 levels as a surrogate for hepatic protein synthesis and performed Mendelian randomization analyses with hepatic fat in the UK Biobank study. RESULTS We recruited participants with complete (n=6) or partial (n=32) ANGPTL3 deficiency related to ANGPTL3 LoF mutations, as well as WT participants (n=92) without LoF mutations. Participants with ANGPTL3 deficiency exhibited significantly lower total cholesterol (complete deficiency, 78.5 mg/dL; partial deficiency, 172 mg/dL; WT, 188 mg/dL; P<0.05 for both deficiency groups compared with WT), along with plasma triglycerides (complete deficiency, 26 mg/dL; partial deficiency, 79 mg/dL; WT, 88 mg/dL; P<0.05 for both deficiency groups compared with WT) without any significant difference in hepatic fat (complete deficiency, 9.8%; partial deficiency, 10.1%; WT, 9.9%; P>0.05 for both deficiency groups compared with WT) or severity of hepatic steatosis as assessed by magnetic resonance imaging. In addition, ANGPTL3 deficiency did not alter the distribution of extrahepatic fat. Results from Mendelian randomization analyses in 36 703 participants from the UK Biobank demonstrated that genetically determined ANGPTL3 plasma protein levels were causally associated with low-density lipoprotein cholesterol (P=1.7×10-17) and triglycerides (P=3.2×10-18) but not with hepatic fat (P=0.22). CONCLUSIONS ANGPTL3 deficiency related to LoF mutations in ANGPTL3, as well as genetically determined reduction of plasma ANGPTL3 levels, is not associated with hepatic steatosis. Therapeutic approaches to inhibit ANGPTL3 production in hepatocytes are not necessarily expected to result in the increased risk for hepatic steatosis that was observed with vupanorsen.
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Affiliation(s)
- Laura D’Erasmo
- Department of Translational and Precision Medicine, Sapienza University of Rome, Rome, Italy
| | - Michele Di Martino
- Department of Radiological Sciences, Oncology, Anatomical Pathology, Sapienza University of Rome, Rome, Italy
| | - Thomas Neufeld
- Center for Cardiovascular Research, Cardiovascular Division, Department of Medicine, Washington University School of Medicine, Saint Louis, Missouri, USA
| | - Tyler J. Fraum
- Mallinckrodt Institute of Radiology, Washington University School of Medicine, Saint Louis, Missouri, USA
| | - Chul Joo Kang
- McDonnell Genome Institute, Washington University School of Medicine, Saint Louis, Missouri, USA
| | - Kendall H. Burks
- Center for Cardiovascular Research, Cardiovascular Division, Department of Medicine, Washington University School of Medicine, Saint Louis, Missouri, USA
| | - Alessia Di Costanzo
- Department of Translational and Precision Medicine, Sapienza University of Rome, Rome, Italy
| | - Ilenia Minicocci
- Department of Translational and Precision Medicine, Sapienza University of Rome, Rome, Italy
| | - Simone Bini
- Department of Translational and Precision Medicine, Sapienza University of Rome, Rome, Italy
| | - Marianna Maranghi
- Department of Translational and Precision Medicine, Sapienza University of Rome, Rome, Italy
| | - Giovanni Pigna
- Department of Translational and Precision Medicine, Sapienza University of Rome, Rome, Italy
| | - Giancarlo Labbadia
- Department of Internal Medicine, Anesthesiology, and Cardiovascular Sciences, Sapienza University of Rome, Rome, Italy
| | - Jie Zheng
- Mallinckrodt Institute of Radiology, Washington University School of Medicine, Saint Louis, Missouri, USA
| | | | - Anna Montali
- Department of Translational and Precision Medicine, Sapienza University of Rome, Rome, Italy
| | - Fabrizio Ceci
- Department of Experimental Medicine, Sapienza University of Rome, Rome, Italy
| | - Carlo Catalano
- Department of Radiological Sciences, Oncology, Anatomical Pathology, Sapienza University of Rome, Rome, Italy
| | - Nicholas O. Davidson
- Division of Gastroenterology, Department of Medicine, Washington University School of Medicine, Saint Louis, Missouri, USA
| | - Giuseppe Lucisano
- CORESEARCH Srl - Center for Outcomes Research and Clinical Epidemiology, Pescara Italy
| | - Antonio Nicolucci
- CORESEARCH Srl - Center for Outcomes Research and Clinical Epidemiology, Pescara Italy
| | - Marcello Arca
- Department of Translational and Precision Medicine, Sapienza University of Rome, Rome, Italy
| | - Nathan O. Stitziel
- Center for Cardiovascular Research, Cardiovascular Division, Department of Medicine, Washington University School of Medicine, Saint Louis, Missouri, USA
- McDonnell Genome Institute, Washington University School of Medicine, Saint Louis, Missouri, USA
- Department of Genetics, Washington University School of Medicine, Saint Louis, Missouri, USA
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Peng H, Cheng C, Wan Q, Liang D, Liu X, Zheng H, Zou C. Reducing the ambiguity of field inhomogeneity and chemical shift effect for fat-water separation by field factor. Magn Reson Med 2023; 90:1830-1843. [PMID: 37379480 DOI: 10.1002/mrm.29774] [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: 01/12/2023] [Revised: 05/16/2023] [Accepted: 06/03/2023] [Indexed: 06/30/2023]
Abstract
PURPOSE To reduce the ambiguity between chemical shift and field inhomogeneity with flexible TE combinations by introducing a variable (field factor). THEORY AND METHODS The ambiguity between chemical shift and field inhomogeneity can be eliminated directly from the multiple in-phase images acquired at different TEs; however, it is only applicable to few echo combinations. In this study, we accommodated such an implementation in flexible TE combinations by introducing a new variable (field factor). The effects of the chemical shift were removed from the field inhomogeneity in the candidate solutions, thus reducing the ambiguity problem. To validate this concept, multi-echo MRI data acquired from various anatomies with different imaging parameters were tested. The derived fat and water images were compared with those of the state-of-the-art fat-water separation algorithms. RESULTS Robust fat-water separation was achieved with the accurate solution of field inhomogeneity, and no apparent fat-water swap was observed. In addition to the good performance, the proposed method is applicable to various fat-water separation applications, including different sequence types and flexible TE choices. CONCLUSION We propose an algorithm to reduce the ambiguity of chemical shift and field inhomogeneity and achieved robust fat-water separation in various applications.
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Affiliation(s)
- Hao Peng
- Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institutes of Advance Technology, Chinese Academy of Sciences, Shenzhen, China
| | - Chuanli Cheng
- Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institutes of Advance Technology, Chinese Academy of Sciences, Shenzhen, China
- Key Laboratory for Magnetic Resonance and Multimodality Imaging of Guangdong Province, Shenzhen Institutes of Advance Technology, Chinese Academy of Sciences, Shenzhen, China
| | - Qian Wan
- Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institutes of Advance Technology, Chinese Academy of Sciences, Shenzhen, China
| | - Dong Liang
- Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institutes of Advance Technology, Chinese Academy of Sciences, Shenzhen, China
- Key Laboratory for Magnetic Resonance and Multimodality Imaging of Guangdong Province, Shenzhen Institutes of Advance Technology, Chinese Academy of Sciences, Shenzhen, China
| | - Xin Liu
- Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institutes of Advance Technology, Chinese Academy of Sciences, Shenzhen, China
- Key Laboratory for Magnetic Resonance and Multimodality Imaging of Guangdong Province, Shenzhen Institutes of Advance Technology, Chinese Academy of Sciences, Shenzhen, China
| | - Hairong Zheng
- Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institutes of Advance Technology, Chinese Academy of Sciences, Shenzhen, China
| | - Chao Zou
- Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institutes of Advance Technology, Chinese Academy of Sciences, Shenzhen, China
- Key Laboratory for Magnetic Resonance and Multimodality Imaging of Guangdong Province, Shenzhen Institutes of Advance Technology, Chinese Academy of Sciences, Shenzhen, China
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Arif-Tiwari H, Porter KK, Kamel IR, Bashir MR, Fung A, Kaplan DE, McGuire BM, Russo GK, Smith EN, Solnes LB, Thakrar KH, Vij A, Wahab SA, Wardrop RM, Zaheer A, Carucci LR. ACR Appropriateness Criteria® Abnormal Liver Function Tests. J Am Coll Radiol 2023; 20:S302-S314. [PMID: 38040457 DOI: 10.1016/j.jacr.2023.08.023] [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: 08/15/2023] [Accepted: 08/22/2023] [Indexed: 12/03/2023]
Abstract
Liver function tests are commonly obtained in symptomatic and asymptomatic patients. Various overlapping lab patterns can be seen due to derangement of hepatocytes and bile ducts function. Imaging tests are pursued to identify underlying etiology and guide management based on the lab results. Liver function tests may reveal mild, moderate, or severe hepatocellular predominance and can be seen in alcoholic and nonalcoholic liver disease, acute hepatitis, and acute liver injury due to other causes. Cholestatic pattern with elevated alkaline phosphatase with or without elevated γ-glutamyl transpeptidase can be seen with various causes of obstructive biliopathy. Acute or subacute cholestasis with conjugated or unconjugated hyperbilirubinemia can be seen due to prehepatic, intrahepatic, or posthepatic causes. We discuss the initial and complementary imaging modalities to be used in clinical scenarios presenting with abnormal liver function tests. The American College of Radiology Appropriateness Criteria are evidence-based guidelines for specific clinical conditions that are reviewed annually by a multidisciplinary expert panel. The guideline development and revision process support the systematic analysis of the medical literature from peer reviewed journals. Established methodology principles such as Grading of Recommendations Assessment, Development, and Evaluation or GRADE are adapted to evaluate the evidence. The RAND/UCLA Appropriateness Method User Manual provides the methodology to determine the appropriateness of imaging and treatment procedures for specific clinical scenarios. In those instances where peer reviewed literature is lacking or equivocal, experts may be the primary evidentiary source available to formulate a recommendation.
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Affiliation(s)
- Hina Arif-Tiwari
- University of Arizona, Banner University Medical Center, Tucson, Arizona.
| | | | - Ihab R Kamel
- Panel Chair, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | | | - Alice Fung
- Oregon Health & Science University, Portland, Oregon
| | - David E Kaplan
- Perelman School of Medicine of the University of Pennsylvania, Philadelphia, Pennsylvania; American Association for the Study of Liver Diseases
| | - Brendan M McGuire
- University of Alabama at Birmingham, Birmingham, Alabama, Primary care physician
| | | | - Elainea N Smith
- University of Alabama at Birmingham Medical Center, Birmingham, Alabama
| | - Lilja Bjork Solnes
- Johns Hopkins Bayview Medical Center, Baltimore, Maryland; Commission on Nuclear Medicine and Molecular Imaging
| | | | - Abhinav Vij
- New York University Langone Medical Center, New York, New York
| | - Shaun A Wahab
- University of Cincinnati Medical Center, Cincinnati, Ohio
| | - Richard M Wardrop
- Cleveland Clinic, Cleveland, Ohio; American College of Physicians, Hospital Medicine
| | | | - Laura R Carucci
- Specialty Chair, Virginia Commonwealth University Medical Center, Richmond, Virginia
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Zhu K, Kakkar R, Chahal D, Yoshida EM, Hussaini T. Efficacy and safety of semaglutide in non-alcoholic fatty liver disease. World J Gastroenterol 2023; 29:5327-5338. [PMID: 37899788 PMCID: PMC10600803 DOI: 10.3748/wjg.v29.i37.5327] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Revised: 08/23/2023] [Accepted: 09/12/2023] [Indexed: 09/25/2023] Open
Abstract
BACKGROUND Non-alcoholic fatty liver disease (NAFLD) is the leading cause of chronic liver disease. The prevalence and disease burden of NAFLD are projected to exponentially increase resulting in significant healthcare expenditures and lower health-related quality of life. To date, there are no approved pharmacotherapies for NAFLD or non-alcoholic steatohepatitis (NASH). Semaglutide has glycemic and weight loss benefits that may be advantageous for patients with NAFLD. AIM To investigate the efficacy and safety of semaglutide in patients with NAFLD. METHODS MEDLINE, CENTRAL, and EMBASE were searched from inception to May 1, 2023, to identify eligible randomized controlled trials (RCTs). Meta-analysis was performed using random effects model expressing continuous outcomes as mean differences (MD) or standardized MDs (SMD), and dichotomous outcomes as odds ratios (OR) with 95% confidence intervals (CI). Statistical heterogeneity was assessed using the Cochran's Q test and I2 statistic. RESULTS Three RCTs involving 458 patients were included. Semaglutide increased the likelihood of NASH resolution (OR: 3.18, 95%CI: 1.70, 5.95; P < 0.001), improvement in steatosis (OR: 2.83, 95%CI: 1.19, 6.71; P = 0.03), lobular inflammation (OR: 1.81, 95%CI: 1.11, 2.96; P = 0.02), and hepatocellular ballooning (OR: 2.92, 95%CI: 1.83, 4.65; P < 0.001), but not fibrosis stage (OR: 0.71, 95%CI: 0.15, 3.41; P = 0.67). Radiologically, semaglutide reduced liver stiffness (SMD: -0.48, 95%CI: -0.86, -0.11; P = 0.01) and steatosis (MD: -4.96%, 95%CI: -9.92, 0.01; P = 0.05). It also reduced alanine aminotransferase (MD: -14.06 U/L, 95%CI: -22.06, -6.07; P < 0.001) and aspartate aminotransferase (MD: -11.44 U/L, 95%CI: -17.23, -5.65; P < 0.001). Semaglutide led to improved cardiometabolic outcomes, including decreased HgA1c (MD: -0.77%, 95%CI: -1.18, -0.37; P < 0.001) and weight loss (MD: -6.53 kg, 95%CI: -11.21, -1.85; P = 0.006), but increased the occurrence of GI-related side effects (OR: 3.72, 95%CI: 1.68, 8.23; P = 0.001). Overall risk of serious adverse events was similar compared to placebo (OR: 1.40, 95%CI: 0.75, 2.62; P < 0.29). CONCLUSION Semaglutide is effective in the treatment of NAFLD while maintaining a well-tolerated safety profile. Future studies are required to evaluate its effects on fibrosis regression and different phases of NAFLD.
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Affiliation(s)
- Kai Zhu
- Internal Medicine, University of British Columbia, Vancouver V5Z 1M9, BC, Canada
| | - Rohan Kakkar
- Internal Medicine, University of British Columbia, Vancouver V5Z 1M9, BC, Canada
| | - Daljeet Chahal
- Department of Gastroenterology, University of British Columbia, Vancouver V5Z 1M9, BC, Canada
- BC Liver Transplant Program, Vancouver General Hospital, Vancouver V5Z 1M9, BC, Canada
| | - Eric M Yoshida
- Department of Gastroenterology, University of British Columbia, Vancouver V5Z 1M9, BC, Canada
- BC Liver Transplant Program, Vancouver General Hospital, Vancouver V5Z 1M9, BC, Canada
| | - Trana Hussaini
- BC Liver Transplant Program, Vancouver General Hospital, Vancouver V5Z 1M9, BC, Canada
- Pharmaceutical Sciences, University of British Columbia, Vancouver V5Z 1M9, BC, Canada
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Al Ozairi E, Alsaeed D, Al Roudhan D, Jalali M, Mashankar A, Taliping D, Abdulla A, Gill JMR, Sattar N, Welsh P, Gray SR. The effect of home-based resistance exercise training in people with type 2 diabetes: A randomized controlled trial. Diabetes Metab Res Rev 2023; 39:e3677. [PMID: 37330638 DOI: 10.1002/dmrr.3677] [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: 11/30/2022] [Revised: 03/25/2023] [Accepted: 05/05/2023] [Indexed: 06/19/2023]
Abstract
AIMS To evaluate the effects of pragmatic home-based resistance exercise training on glycated haemoglobin (HbA1c) as well as muscle strength and body composition in people with type 2 diabetes. MATERIALS AND METHODS People with type 2 diabetes were randomized (1:1) to usual care or usual care plus home-based resistance exercise for 32 weeks. The changes in HbA1c, body composition, physical function, quality of life, continuous glucose monitoring and liver fat were compared by randomized group using linear regression. RESULTS This study recruited 120 participants (female: n = 46 [38%], age 60.2 (9.4) years, BMI 31.1 (5.4) kg.m-2 ), 64 to intervention and 56 to usual care. Intention to treat analysis revealed no effect on HbA1c (difference in difference: -0.4 mmol/mol, 95% confidence interval [CI]: -3.26, 2.47; p = 0.78) but the intervention increased the number of push-ups (3.6 push-ups, 95% CI: 0.8, 6.4), arm lean mass (116 g, 95% CI: 6, 227) and leg lean mass (438 g, 95% CI 65, 810) and decreased liver fat (-1.27%, 95% CI -2.17, -0.38), with no differences in other outcomes. Per-protocol analysis revealed similar results. CONCLUSIONS Home-based resistance exercise is unlikely to lower HbA1c in people with type 2 diabetes but may be of benefit for maintaining muscle mass and function and reducing liver fat.
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Affiliation(s)
- Ebaa Al Ozairi
- Clinical Research Unit, Dasman Diabetes Institute, Kuwait City, Kuwait
- Department of Medicine, Faculty of Medicine, Kuwait University, Kuwait City, Kuwait
| | - Dalal Alsaeed
- Clinical Research Unit, Dasman Diabetes Institute, Kuwait City, Kuwait
| | - Dherar Al Roudhan
- Clinical Research Unit, Dasman Diabetes Institute, Kuwait City, Kuwait
| | - Mohammed Jalali
- Clinical Research Unit, Dasman Diabetes Institute, Kuwait City, Kuwait
| | - Anant Mashankar
- Clinical Research Unit, Dasman Diabetes Institute, Kuwait City, Kuwait
| | - Dennis Taliping
- Clinical Research Unit, Dasman Diabetes Institute, Kuwait City, Kuwait
| | - Amal Abdulla
- Clinical Research Unit, Dasman Diabetes Institute, Kuwait City, Kuwait
| | - Jason M R Gill
- School of Cardiovascular and Metabolic Health, University of Glasgow, Glasgow, UK
| | - Naveed Sattar
- School of Cardiovascular and Metabolic Health, University of Glasgow, Glasgow, UK
| | - Paul Welsh
- School of Cardiovascular and Metabolic Health, University of Glasgow, Glasgow, UK
| | - Stuart R Gray
- School of Cardiovascular and Metabolic Health, University of Glasgow, Glasgow, UK
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50
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Green S, Mouzaki M, Abu Ata N, Trout AT. Prevalence of incidental sonographic findings of hepatic steatosis in children under 4 years of age. Pediatr Radiol 2023; 53:2221-2228. [PMID: 37563321 DOI: 10.1007/s00247-023-05729-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Revised: 07/14/2023] [Accepted: 07/18/2023] [Indexed: 08/12/2023]
Abstract
BACKGROUND The age of onset of nonalcoholic fatty liver disease (NAFLD) and its prevalence in young children is incompletely understood. OBJECTIVE We sought to evaluate the prevalence of ultrasound findings of hepatic steatosis in a cohort of children less than 4 years of age. MATERIALS AND METHODS This is an institutional review board-approved retrospective review of ultrasounds performed on children less than 4 years of age from January 2022 to August 2022 at a single quaternary care center. Two independent blinded reviewers evaluated for qualitative and semi-quantitative findings of hepatic steatosis. Per prior literature, hepatorenal index (HRI)>1.75 was used as a threshold suggestive of hepatic steatosis. Chi-square, Mann-Whitney U test, and logistic regression analyses were performed for univariable and multivariable statistical analyses. Kappa statistics were used to assess agreement between reviewers. RESULTS Eighty-five males and 102 females, median age of 1.1 years (interquartile range 2.1 years), were included. Qualitative findings of hepatic steatosis were seen in 26/187 (14%; 95% CI 10-20%). An HRI>1.75 was present in 15/187 (8%; 95% CI: 5-13%) of examinations, including 11 females and 4 males, and 7/123 (6%) participants <2 years old. Among participants with overweight or obesity, 8/43 (19%) had HRI>1.75 vs. 7/144 (5%) participants without overweight or obesity (P=0.004). Each percentile increase in anthropometrics percentile (weight-to-length or BMI, depending on age) was associated with 22 increased odds of HRI>1.75 (P=0.02). CONCLUSION Prevalence of sonographic findings of hepatic steatosis in an unselected sample of preschool-age children is 8-14%, and are more common in participants with overweight/obesity.
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Affiliation(s)
- Shannon Green
- Department of Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
| | - Marialena Mouzaki
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
- Division of Pediatric Gastroenterology, Hepatology and Nutrition, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Nadeen Abu Ata
- Department of Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Andrew T Trout
- Department of Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
- Department of Radiology, University of Cincinnati College of Medicine, Cincinnati, OH, USA
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