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Kim D, Danpanichkul P, Wijarnpreecha K, Cholankeril G, Ahmed A. Association of High-Sensitivity Troponins in Metabolic Dysfunction-Associated Steatotic Liver Disease With All-Cause and Cause-Specific Mortality. Aliment Pharmacol Ther 2025; 61:1785-1793. [PMID: 40166918 DOI: 10.1111/apt.70128] [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: 11/24/2024] [Revised: 01/04/2025] [Accepted: 03/27/2025] [Indexed: 04/02/2025]
Abstract
BACKGROUND Characterising the phenotypic features of individuals with metabolic dysfunction-associated steatotic liver disease (MASLD) can help identify high-risk subpopulations within this group. High-sensitivity troponin (hs-troponin) is a significant risk factor for future cardiovascular disease events. AIMS We studied the association of hs-troponin in the absence of cardiovascular disease with all-cause and cause-specific mortality among individuals with MASLD. METHODS We used the National Health and Nutrition Examination Survey 1999-2004 and linked the mortality dataset through 2019. We used Cox regression models to assess the association between hs-troponin with all-cause and cause-specific mortality among individuals with MASLD and without cardiovascular disease. RESULTS During the median follow-up period of 17.5 years (IQR: 15.9-19.1), higher levels of hs-troponin T among individuals with MASLD were associated with progressively higher hazards of all-cause and cardiovascular mortality, which remained significant after adjustment for demographic, clinical, lifestyle and metabolic risk factors. There was a 29% (hazard ratio [HR]: 1.29, 95% confidence interval [CI]: 1.16-1.44) increase in all-cause mortality and a 44% (HR: 1.44, 95% CI: 1.20-1.72) increase in cardiovascular mortality for every rise in 1-standard deviation of hs-troponin T. A significant association between hs-troponin (p for trend) and cardiovascular mortality was noted with 3 hs-troponin I assays, similar to hs-troponin T. There was no significant association between hs-troponin and cancer-related mortality. CONCLUSION Screening hs-troponin T or I in individuals with MASLD can identify at-risk subpopulations within this group that have a higher risk for future all-cause mortality, predominantly due to cardiovascular disease-related mortality in the population without cardiovascular disease.
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Affiliation(s)
- Donghee Kim
- Division of Gastroenterology and Hepatology, Stanford University School of Medicine, Stanford, California, USA
| | - Pojsakorn Danpanichkul
- Department of Internal Medicine, Texas Tech University Health Sciences Center, Lubbock, Texas, USA
| | - Karn Wijarnpreecha
- Division of Gastroenterology and Hepatology, Department of Medicine, University of Arizona College of Medicine, Phoenix, Arizona, USA
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Banner University Medical Center, Phoenix, Arizona, USA
| | - George Cholankeril
- Liver Center, Division of Abdominal Transplantation, Michael E DeBakey Department of General Surgery, Baylor College of Medicine, Houston, Texas, USA
- Section of Gastroenterology and Hepatology, Department of Medicine, Baylor College of Medicine, Houston, Texas, USA
| | - Aijaz Ahmed
- Division of Gastroenterology and Hepatology, Stanford University School of Medicine, Stanford, California, USA
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Carbone F, Després JP, Ioannidis JPA, Neeland IJ, Garruti G, Busetto L, Liberale L, Ministrini S, Vilahur G, Schindler TH, Macedo MP, Di Ciaula A, Krawczyk M, Geier A, Baffy G, Faienza MF, Farella I, Santoro N, Frühbeck G, Yárnoz-Esquiroz P, Gómez-Ambrosi J, Chávez-Manzanera E, Vázquez-Velázquez V, Oppert JM, Kiortsis DN, Sbraccia P, Zoccali C, Portincasa P, Montecucco F. Bridging the gap in obesity research: A consensus statement from the European Society for Clinical Investigation. Eur J Clin Invest 2025:e70059. [PMID: 40371883 DOI: 10.1111/eci.70059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2025] [Accepted: 04/12/2025] [Indexed: 05/16/2025]
Abstract
BACKGROUND Most forms of obesity are associated with chronic diseases that remain a global public health challenge. AIMS Despite significant advancements in understanding its pathophysiology, effective management of obesity is hindered by the persistence of knowledge gaps in epidemiology, phenotypic heterogeneity and policy implementation. MATERIALS AND METHODS This consensus statement by the European Society for Clinical Investigation identifies eight critical areas requiring urgent attention. Key gaps include insufficient long-term data on obesity trends, the inadequacy of body mass index (BMI) as a sole diagnostic measure, and insufficient recognition of phenotypic diversity in obesity-related cardiometabolic risks. Moreover, the socio-economic drivers of obesity and its transition across phenotypes remain poorly understood. RESULTS The syndemic nature of obesity, exacerbated by globalization and environmental changes, necessitates a holistic approach integrating global frameworks and community-level interventions. This statement advocates for leveraging emerging technologies, such as artificial intelligence, to refine predictive models and address phenotypic variability. It underscores the importance of collaborative efforts among scientists, policymakers, and stakeholders to create tailored interventions and enduring policies. DISCUSSION The consensus highlights the need for harmonizing anthropometric and biochemical markers, fostering inclusive public health narratives and combating stigma associated with obesity. By addressing these gaps, this initiative aims to advance research, improve prevention strategies and optimize care delivery for people living with obesity. CONCLUSION This collaborative effort marks a decisive step towards mitigating the obesity epidemic and its profound impact on global health systems. Ultimately, obesity should be considered as being largely the consequence of a socio-economic model not compatible with optimal human health.
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Affiliation(s)
- Federico Carbone
- Department of Internal Medicine, University of Genoa, Genoa, Italy
- IRCCS Ospedale Policlinico San Martino, Genoa, Genoa, Italy
| | - Jean-Pierre Després
- Institut Universitaire de Cardiologie et de Pneumologie de Québec - Université Laval, Québec, Québec, Canada
- VITAM - Centre de Recherche en santé Durable, Centre intégré Universitaire de santé et de Services Sociaux de la Capitale-Nationale, Québec, Québec, Canada
| | - John P A Ioannidis
- Department of Medicine, Stanford Cardiovascular Institute, and Meta-Research Innovation Center at Stanford (METRICS), Stanford University, Stanford, California, USA
- Department of Epidemiology and Population Health, Stanford Cardiovascular Institute, and Meta-Research Innovation Center at Stanford (METRICS), Stanford University, Stanford, California, USA
- Department of Biomedical Science, Stanford Cardiovascular Institute, and Meta-Research Innovation Center at Stanford (METRICS), Stanford University, Stanford, California, USA
| | - Ian J Neeland
- Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
- Department of Cardiovascular Disease, Harrington Heart and Vascular Institute, Cleveland, Ohio, USA
| | - Gabriella Garruti
- Department of Precision and Regenerative Medicine and Ionian Area (DiMePre-J), University of Bari "Aldo Moro", Bari, Italy
| | - Luca Busetto
- Department of Medicine, University of Padua, Padua, Italy
| | - Luca Liberale
- Department of Internal Medicine, University of Genoa, Genoa, Italy
- IRCCS Ospedale Policlinico San Martino, Genoa, Genoa, Italy
| | - Stefano Ministrini
- Center for Molecular Cardiology, University of Zurich, Schlieren, Switzerland
- Cardiology Department, Luzerner Kantonspital, Lucerne, Switzerland
| | - Gemma Vilahur
- Research Institute, Hospital de la Santa Creu i Sant Pau, IIB-Sant Pau, IIB-Sant Pau, Barcelona, Spain
- CiberCV, Institute Carlos III, Madrid, Spain
| | - Thomas H Schindler
- Washington University in St. Louis, Mallinckrodt Institute of Radiology, Division of Nuclear Medicine, Cardiovascular Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Maria Paula Macedo
- APDP - Diabetes Portugal, Education and Research Center, Lisbon, Portugal
- iNOVA4Health, NOVA Medical School | Faculdade de Ciências Médicas, NMS | FCM, Universidade Nova de Lisboa, Lisbon, Portugal
| | - Agostino Di Ciaula
- Department of Precision and Regenerative Medicine and Ionian Area (DiMePre-J), University of Bari "Aldo Moro", Bari, Italy
| | - Marcin Krawczyk
- Department of Gastroenterology, Hepatology and Transplant Medicine, Medical Faculty, University of Duisburg-Essen, Essen, Germany
- Laboratory of Metabolic Liver Diseases, Department of General, Transplant and Liver Surgery, Centre for Preclinical Research, Medical University of Warsaw, Warsaw, Poland
| | - Andreas Geier
- Interdisciplinary Amyloidosis Center of Northern Bavaria, University Hospital of Würzburg, Würzburg, Germany
- Department of Internal Medicine II, Hepatology, University Hospital of Würzburg, Würzburg, Germany
| | - Gyorgy Baffy
- Department of Medicine, VA Boston Healthcare System, Harvard Medical School, Boston, Massachusetts, USA
| | - Maria Felicia Faienza
- Department of Precision and Regenerative Medicine and Ionian Area (DiMePre-J), University of Bari "Aldo Moro", Bari, Italy
| | - Ilaria Farella
- Department of Medicine and Surgery, LUM University, Casamassima, Italy
| | - Nicola Santoro
- Department of Pediatrics, Yale University School of Medicine, New Haven, Connecticut, USA
- Department of Medicine and Health Sciences, "V. Tiberio" University of Molise, Campobasso, Italy
| | - Gema Frühbeck
- Department of Endocrinology and Nutrition, Cancer Center Clínica Universidad de Navarra (CCUN), Pamplona, Spain
- IdiSNA (Instituto de Investigación en la Salud de Navarra), Pamplona, Spain
- CIBERObn (CIBER Fisiopatología de la Obesidad y Nutrición), Instituto de Salud Carlos III, Madrid, Spain
| | - Patricia Yárnoz-Esquiroz
- Department of Endocrinology and Nutrition, Cancer Center Clínica Universidad de Navarra (CCUN), Pamplona, Spain
- IdiSNA (Instituto de Investigación en la Salud de Navarra), Pamplona, Spain
- CIBERObn (CIBER Fisiopatología de la Obesidad y Nutrición), Instituto de Salud Carlos III, Madrid, Spain
| | - Javier Gómez-Ambrosi
- Department of Endocrinology and Nutrition, Cancer Center Clínica Universidad de Navarra (CCUN), Pamplona, Spain
- IdiSNA (Instituto de Investigación en la Salud de Navarra), Pamplona, Spain
- CIBERObn (CIBER Fisiopatología de la Obesidad y Nutrición), Instituto de Salud Carlos III, Madrid, Spain
| | - Emma Chávez-Manzanera
- Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
| | | | - Jean-Michel Oppert
- Department of Nutrition, Pitié-Salpêtrière Hospital (AP-HP), Human Nutrition Research Center Ile-de-France (CRNH IdF), Sorbonne University, Paris, France
| | - Dimitrios N Kiortsis
- Atherothrombosis Research Centre, Faculty of Medicine, University of Ioannina, Ioannina, Greece
| | - Paolo Sbraccia
- Department of Systems Medicine, University of Rome Tor Vergata, Rome, Italy
| | - Carmine Zoccali
- Renal Research Institute, New York, New York, USA
- Institute of Molecular Biology and Genetics (Biogem), Ariano Irpino, Italy
- Associazione Ipertensione Nefrologia Trapianto Renale (IPNET), c/o Nefrologia, Grande Ospedale Metropolitano, Reggio Calabria, Italy
| | - Piero Portincasa
- Department of Precision and Regenerative Medicine and Ionian Area (DiMePre-J), University of Bari "Aldo Moro", Bari, Italy
| | - Fabrizio Montecucco
- Department of Internal Medicine, University of Genoa, Genoa, Italy
- IRCCS Ospedale Policlinico San Martino, Genoa, Genoa, Italy
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Bagheri Lankarani K, Jamalinia M, Zare F, Heydari ST, Ardekani A, Lonardo A. Liver-Kidney-Metabolic Health, Sex, and Menopause Impact Total Scores and Monovessel vs. Multivessel Coronary Artery Calcification. Adv Ther 2025; 42:1729-1744. [PMID: 39951214 DOI: 10.1007/s12325-025-03121-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: 11/14/2024] [Accepted: 01/17/2025] [Indexed: 03/02/2025]
Abstract
INTRODUCTION Liver-kidney-metabolic health (LKMH) depends on complex interactions between metabolic dysfunction-associated steatotic liver disease (MASLD), chronic kidney disease (CKD), sex, and reproductive status. This study evaluates in a holistic manner how LKMH, sex, and menopause influence coronary artery calcification (CAC) burden. METHODS Patients without previous cardiovascular disease were prospectively recruited. Liver fat was assessed via ultrasonography and categorized as mild or moderate-to-severe. CKD was classified using estimated glomerular filtration rate (eGFR). CAC burden was quantified as 0, 1-299, ≥ 300, single-vessel, or multivessel with coronary computed tomography. Stepwise backward multinomial logistic regression was applied for analysis. RESULTS A total of 446 patients (59.2% female, average age 52.9 years) were included. Moderate-to-severe MASLD was independently associated with an increased risk of CAC 1-299 [OR 2.30 (1.21-4.36)], CAC ≥ 300 [OR 4.93 (1.46-16.59)], and single-vessel CAC [OR 2.03 (1.03-4.00)]. Mild MASLD [OR 2.47 (1.20-4.21)], moderate-to-severe MASLD [OR 3.74 (1.76-7.93)], and CKD stage 2 [OR 2.27 (1.26-4.08)] were independently associated with increased multivessel CAC risk. Liver fat content showed a dose-response association with CAC burden. Subgroup analysis revealed that MASLD and CKD increased CAC risk in male but not female patients, with menopause significantly modifying LKMH's effect. CONCLUSION LKMH's impact on CAC burden is significantly influenced by liver fat content, eGFR, sex, and menopause, suggesting that MASLD, CKD, sex, and reproductive status should be integrated into CAC risk prediction models.
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Affiliation(s)
- Kamran Bagheri Lankarani
- Health Policy Research Center, Institute of Health, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Mohamad Jamalinia
- Gastroenterohepatology Research Center, Shiraz University of Medical Sciences, Shiraz, Iran.
| | - Fatemeh Zare
- Gastroenterohepatology Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Seyed Taghi Heydari
- Health Policy Research Center, Institute of Health, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Ali Ardekani
- Health Policy Research Center, Institute of Health, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Amedeo Lonardo
- Department of Internal Medicine, Azienda Ospedaliero-Universitaria di Modena, Modena, Italy
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Wang J, Wang Z, Yu Y, Cheng S, Wu J. Advances in research on metabolic dysfunction-associated steatotic liver disease. Life Sci 2025; 362:123362. [PMID: 39761743 DOI: 10.1016/j.lfs.2024.123362] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2024] [Revised: 12/13/2024] [Accepted: 12/31/2024] [Indexed: 01/12/2025]
Abstract
The global increase in obesity-related metabolic disorders has led to metabolic dysfunction-associated steatotic liver disease (MASLD) emerging as one of the most prevalent chronic liver disease worldwide. Despite growing concerns, the exact pathogenesis of MASLD remains unclear and no definitive treatments have been made available. Consequently, the need for comprehensive research on MASLD is more critical than ever. Gaining insight into the mechanisms of the disease can lay the groundwork for identifying new therapeutic targets and can facilitate the development of diagnostic tools that enable the early detection and intervention of MASLD. Research has discovered a multifactorial etiology for MASLD, suggesting that potential therapeutic strategies should be considered from a variety of perspectives. This review delves into the pathogenesis of MASLD, current diagnostic approaches, potential therapeutic targets, the status of clinical trials for emerging drugs, and the most promising treatment methods available today. With a focus on therapeutic targets, the aim is to offer fresh insights and guide for future research in the treatment of MASLD.
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Affiliation(s)
- Jiawang Wang
- Hubei Key Laboratory of Nanomedicine for Neurodegenerative Diseases, School of Chemistry, Chemical Engineering and Life Sciences, Wuhan University of Technology, Wuhan 430070, China
| | - Zhongyu Wang
- School of Basic Medical Sciences, Guangxi Medical University, Nanning 530021, China
| | - Yao Yu
- Hubei Key Laboratory of Nanomedicine for Neurodegenerative Diseases, School of Chemistry, Chemical Engineering and Life Sciences, Wuhan University of Technology, Wuhan 430070, China
| | - Si Cheng
- Beijing Tiantan Hospital, Capital Medical University, Beijing 10070, China; China National Clinical Research Center for Neurological Diseases, Beijing 10070, China; Advanced Innovation Center for Human Brain Protection, Capital Medical University, Beijing 10070, China.
| | - Jianping Wu
- Hubei Key Laboratory of Nanomedicine for Neurodegenerative Diseases, School of Chemistry, Chemical Engineering and Life Sciences, Wuhan University of Technology, Wuhan 430070, China; Department of Pharmacology, Hubei University of Medicine, Shiyan 440070, China; Beijing Tiantan Hospital, Capital Medical University, Beijing 10070, China; China National Clinical Research Center for Neurological Diseases, Beijing 10070, China; Advanced Innovation Center for Human Brain Protection, Capital Medical University, Beijing 10070, China.
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5
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Miranda J, Key Wakate Teruya A, Leão Filho H, Lahan-Martins D, Tamura Sttefano Guimarães C, de Paula Reis Guimarães V, Ide Yamauchi F, Blasbalg R, Velloni FG. Diffuse and focal liver fat: advanced imaging techniques and diagnostic insights. Abdom Radiol (NY) 2024; 49:4437-4462. [PMID: 38896247 DOI: 10.1007/s00261-024-04407-4] [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: 04/16/2024] [Revised: 05/21/2024] [Accepted: 05/22/2024] [Indexed: 06/21/2024]
Abstract
The fatty liver disease represents a complex, multifaceted challenge, requiring a multidisciplinary approach for effective management and research. This article uses conventional and advanced imaging techniques to explore the etiology, imaging patterns, and quantification methods of hepatic steatosis. Particular emphasis is placed on the challenges and advancements in the imaging diagnostics of fatty liver disease. Techniques such as ultrasound, CT, MRI, and elastography are indispensable for providing deep insights into the liver's fat content. These modalities not only distinguish between diffuse and focal steatosis but also help identify accompanying conditions, such as inflammation and fibrosis, which are critical for accurate diagnosis and management.
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Affiliation(s)
- Joao Miranda
- Department of Radiology, Memorial Sloan Kettering Cancer Center, 1275 York Ave, New York, NY, 10065, USA.
- Department of Radiology, University of São Paulo, R. Dr. Ovídio Pires de Campos, 75-Cerqueira César, São Paulo, SP, 05403-010, Brazil.
| | - Alexandre Key Wakate Teruya
- Department of Radiology, Diagnósticos da América SA (DASA), Av Juruá 434, Alphaville Industrial, Barueri, São Paulo, SP, 06455-010, Brazil
| | - Hilton Leão Filho
- Department of Radiology, Diagnósticos da América SA (DASA), Av Juruá 434, Alphaville Industrial, Barueri, São Paulo, SP, 06455-010, Brazil
| | - Daniel Lahan-Martins
- Department of Radiology, Diagnósticos da América SA (DASA), Av Juruá 434, Alphaville Industrial, Barueri, São Paulo, SP, 06455-010, Brazil
- Departament of Radiology-FCM, State University of Campinas (UNICAMP), R. Tessália Vieira de Camargo, 126 Cidade Universitária, Campinas, SP, 13083-887, Brazil
| | - Cássia Tamura Sttefano Guimarães
- Department of Radiology, Diagnósticos da América SA (DASA), Av Juruá 434, Alphaville Industrial, Barueri, São Paulo, SP, 06455-010, Brazil
| | - Vivianne de Paula Reis Guimarães
- Department of Radiology, Diagnósticos da América SA (DASA), Av Juruá 434, Alphaville Industrial, Barueri, São Paulo, SP, 06455-010, Brazil
| | - Fernando Ide Yamauchi
- Department of Radiology, Diagnósticos da América SA (DASA), Av Juruá 434, Alphaville Industrial, Barueri, São Paulo, SP, 06455-010, Brazil
| | - Roberto Blasbalg
- Department of Radiology, Diagnósticos da América SA (DASA), Av Juruá 434, Alphaville Industrial, Barueri, São Paulo, SP, 06455-010, Brazil
| | - Fernanda Garozzo Velloni
- Department of Radiology, Diagnósticos da América SA (DASA), Av Juruá 434, Alphaville Industrial, Barueri, São Paulo, SP, 06455-010, Brazil
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Bhardwaj M, Mazumder PM. The gut-liver axis: emerging mechanisms and therapeutic approaches for nonalcoholic fatty liver disease and type 2 diabetes mellitus. NAUNYN-SCHMIEDEBERG'S ARCHIVES OF PHARMACOLOGY 2024; 397:8421-8443. [PMID: 38861011 DOI: 10.1007/s00210-024-03204-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Accepted: 05/30/2024] [Indexed: 06/12/2024]
Abstract
Nonalcoholic fatty liver disease (NAFLD), more appropriately known as metabolic (dysfunction) associated fatty liver disease (MAFLD), a prevalent condition in type 2 diabetes mellitus (T2DM) patients, is a complex condition involving hepatic lipid accumulation, inflammation, and liver fibrosis. The gut-liver axis is closely linked to metabolic dysfunction, insulin resistance, inflammation, and oxidative stress that are leading to the cooccurrence of MAFLD and T2DM cardiovascular diseases (CVDs). The purpose of this review is to raise awareness about the role of the gut-liver axis in the progression of MAFLD, T2DM and CVDs with a critical analysis of available treatment options for T2DM and MAFLD and their impact on cardiovascular health. This study analysed over 100 articles on this topic, using online searches and predefined keywords, to understand and summarise published research. Numerous studies have shown a strong correlation between gut dysfunction, particularly the gut microbiota and its metabolites, and the occurrence and progression of MAFLD and type 2 diabetes mellitus (T2DM). Herein, this article also examines the impact of the gut-liver axis on MAFLD, T2DM, and related complications, focusing on the role of gut microbiota dysbiosis in insulin resistance, T2DM and obesity-related cardiovascular complications. The study suggests potential treatment targets for MAFLD linked to T2DM, focusing on cardiovascular outcomes and the molecular mechanism of the gut-liver axis, as gut microbiota dysbiosis contributes to obesity-related metabolic abnormalities.
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Affiliation(s)
- Monika Bhardwaj
- Department of Pharmaceutical Sciences & Technology, BIT Mesra, Ranchi, 835215, India
| | - Papiya Mitra Mazumder
- Department of Pharmaceutical Sciences & Technology, BIT Mesra, Ranchi, 835215, India.
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Ferraioli G, Roccarina D, Barr RG. Intersystem and Interoperator Agreement of US Attenuation Coefficient for Quantifying Liver Steatosis. Radiology 2024; 313:e240162. [PMID: 39470421 DOI: 10.1148/radiol.240162] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/30/2024]
Abstract
Background The extent of liver steatosis can be assessed using US attenuation coefficient (AC) algorithms currently implemented in several US systems. However, little is known about intersystem and interoperator variability in measurements. Purpose To assess intersystem and interoperator agreement in US AC measurements for fat quantification in individuals with varying degrees of liver steatosis and to assess the correlation of each manufacturer's AC algorithm results with MRI proton density fat fraction (PDFF). Materials and Methods This prospective study was conducted at Southwoods Imaging, Youngstown, Ohio, September 30-October 1, 2023. Two operators independently obtained AC measurements using eight US systems equipped with an AC algorithm from different manufacturers. On the same day, MRI PDFF measurement was performed by a different operator. Correlation between US AC and MRI PDFF was assessed using a mixed-effects model. Agreement between systems and operators was evaluated using the intraclass correlation coefficient (ICC). Results Twenty-six individuals (mean age, 55.4 years ± 10.7 [SD]; 16 female participants) were evaluated. The correlation of US AC with MRI PDFF was high for five AC algorithms (r range, 0.70-0.86), moderate for two (r = 0.62 for both), and poor for one (r = 0.47). In pairwise comparisons, none of the pairs of systems achieved excellent agreement (overall ICC = 0.33 [95% CI: 0.15, 0.52]). One pair showed good agreement (ICC = 0.79 [95% CI: 0.66, 0.87]), eight pairs showed moderate agreement (ICC range, 0.50 [95% CI: 0.22, 0.69] to 0.73 [95% CI: 0.49, 0.85]), and 19 pairs showed poor agreement (ICC range, 0.11 [95% CI: -0.06, 0.37] to 0.48 [95% CI: 0.20, 0.67]). Interoperator agreement on AC value was excellent for the Samsung Medison algorithm (ICC = 0.90 [95% CI: 0.80, 0.96]), good for the Siemens Healthineers (ICC = 0.76 [95% CI: 0.54, 0.89]) and Canon Medical Systems (ICC = 0.76 [95% CI: 0.16, 0.92]) algorithms, and moderate for the remaining algorithms (ICC range, 0.50 [95% CI: 0.16, 0.73] to 0.74 [95% CI: 0.51, 0.88]). The mean AC value obtained by the two operators did not differ for any system except the system from Canon Medical Systems. Conclusion There was substantial variability in AC values obtained with different US systems, precluding interchangeability between systems for liver steatosis diagnosis and follow-up imaging. Interoperator agreement ranged from moderate to excellent. © RSNA, 2024 Supplemental material is available for this article. See also the editorial by Han in this issue.
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Affiliation(s)
- Giovanna Ferraioli
- From the Department of Clinical-Surgical, Diagnostic, and Pediatric Sciences, University of Pavia, Pavia, Italy (G.F.); Division of Internal Medicine and Hepatology, Azienda Ospedaliero Universitaria Careggi, Firenze, Italy (D.R.); Sherlock Liver Unit and UCL Institute for Liver and Digestive Health, Royal Free Hospital, London, England (D.R.); Department of Radiology, Northeast Ohio Medical University, Rootstown, Ohio (R.G.B.); and Southwoods Imaging, 7623 Market St, Youngstown, OH 44512 (R.G.B.)
| | - Davide Roccarina
- From the Department of Clinical-Surgical, Diagnostic, and Pediatric Sciences, University of Pavia, Pavia, Italy (G.F.); Division of Internal Medicine and Hepatology, Azienda Ospedaliero Universitaria Careggi, Firenze, Italy (D.R.); Sherlock Liver Unit and UCL Institute for Liver and Digestive Health, Royal Free Hospital, London, England (D.R.); Department of Radiology, Northeast Ohio Medical University, Rootstown, Ohio (R.G.B.); and Southwoods Imaging, 7623 Market St, Youngstown, OH 44512 (R.G.B.)
| | - Richard G Barr
- From the Department of Clinical-Surgical, Diagnostic, and Pediatric Sciences, University of Pavia, Pavia, Italy (G.F.); Division of Internal Medicine and Hepatology, Azienda Ospedaliero Universitaria Careggi, Firenze, Italy (D.R.); Sherlock Liver Unit and UCL Institute for Liver and Digestive Health, Royal Free Hospital, London, England (D.R.); Department of Radiology, Northeast Ohio Medical University, Rootstown, Ohio (R.G.B.); and Southwoods Imaging, 7623 Market St, Youngstown, OH 44512 (R.G.B.)
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Kawaguchi T, Murotani K, Kajiyama H, Obara H, Yamaguchi H, Toyofuku Y, Kaneko F, Seino Y, Uchida S. Effects of luseogliflozin on suspected MASLD in patients with diabetes: a pooled meta-analysis of phase III clinical trials. J Gastroenterol 2024; 59:836-848. [PMID: 39060520 PMCID: PMC11338969 DOI: 10.1007/s00535-024-02122-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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/25/2024] [Accepted: 05/29/2024] [Indexed: 07/28/2024]
Abstract
BACKGROUND Luseogliflozin, a sodium-glucose cotransporter 2 inhibitor, potentially exerts pleiotropic effects on the liver. However, the sufficient evidence is still lacking. We aimed to investigate the effects of luseogliflozin on hepatic steatosis, fibrosis, and cardiometabolic risk factors in diabetic patients by a pooled meta-analysis. METHODS In this pooled meta-analysis, we enrolled diabetic patients who participated in phase III clinical trials of luseogliflozin (luseogliflozin group n = 302, placebo group n = 191). The primary outcomes were changes in fatty liver index (FLI) and Hepamet fibrosis score (HFS) after 24 weeks. The secondary outcomes were changes in cardiometabolic risk factors after 24 weeks. Statistical analysis was performed using propensity scoring analysis by the inverse probability of treatment weighting method. RESULTS Primary outcomes: Luseogliflozin significantly decreased FLI compared to placebo after 24 weeks (adjusted coefficient - 5.423, 95%CI - 8.760 to - 2.086, P = 0.0016). There was no significant difference in changes in HFS between the two groups. However, luseogliflozin significantly decreased HFS compared to placebo in diabetic patients with ALT > 30 U/L (adjusted coefficient - 0.039, 95%CI - 0.077 to - 0.001, P = 0.0438) and with FIB-4 index > 1.3 (adjusted coefficient - 0.0453, 95%CI - 0.075 to - 0.016, P = 0.0026). Secondary outcom8es: Luseogliflozin significantly decreased HbA1c level, HOMA-IR value, BMI, and uric acids level, and increased HDL cholesterol level compared to placebo. CONCLUSIONS This pooled meta-analysis demonstrated that 24-week treatment with luseogliflozin improved hepatic steatosis and fibrosis indexes in diabetic patients, especially those with liver injury. Furthermore, luseogliflozin improved various cardiometabolic risk factors. Thus, luseogliflozin may be useful for improving MASLD in diabetic patients.
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Affiliation(s)
- Takumi Kawaguchi
- Division of Gastroenterology, Department of Medicine, Kurume University School of Medicine, 67 Asahi-Machi, Kurume, 830-0011, Japan.
- Clinical Research Center, Kurume University Hospital, Kurume, Japan.
| | - Kenta Murotani
- Clinical Research Center, Kurume University Hospital, Kurume, Japan
- Biostatistics Center, Kurume University, Kurume, Japan
- School of Medical Technology, Kurume University, Kurume, Japan
| | | | - Hitoshi Obara
- Clinical Research Center, Kurume University Hospital, Kurume, Japan
- Biostatistics Center, Kurume University, Kurume, Japan
| | | | - Yuko Toyofuku
- Clinical Research Center, Kurume University Hospital, Kurume, Japan
| | - Fumi Kaneko
- Clinical Research Center, Kurume University Hospital, Kurume, Japan
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9
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Ferraioli G, Barr RG, Berzigotti A, Sporea I, Wong VWS, Reiberger T, Karlas T, Thiele M, Cardoso AC, Ayonrinde OT, Castera L, Dietrich CF, Iijima H, Lee DH, Kemp W, Oliveira CP, Sarin SK. WFUMB Guidelines/Guidance on Liver Multiparametric Ultrasound. Part 2: Guidance on Liver Fat Quantification. ULTRASOUND IN MEDICINE & BIOLOGY 2024; 50:1088-1098. [PMID: 38658207 DOI: 10.1016/j.ultrasmedbio.2024.03.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/28/2024] [Revised: 03/25/2024] [Accepted: 03/26/2024] [Indexed: 04/26/2024]
Abstract
The World Federation for Ultrasound in Medicine and Biology (WFUMB) has promoted the development of this document on multiparametric ultrasound. Part 2 is a guidance on the use of the available tools for the quantification of liver fat content with ultrasound. These are attenuation coefficient, backscatter coefficient, and speed of sound. All of them use the raw data of the ultrasound beam to estimate liver fat content. This guidance has the aim of helping the reader in understanding how they work and interpret the results. Confounding factors are discussed and a standardized protocol for measurement acquisition is suggested to mitigate them. The recommendations were based on published studies and experts' opinion but were not formally graded because the body of evidence remained low at the time of drafting this document.
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Affiliation(s)
- Giovanna Ferraioli
- Department of Clinical, Surgical, Diagnostic and Pediatric Sciences, University of Pavia, Pavia, Italy.
| | - Richard Gary Barr
- Department of Radiology, Northeastern Ohio Medical University, Youngstown, OH, USA
| | - Annalisa Berzigotti
- Department for Visceral Surgery and Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Ioan Sporea
- Department of Internal Medicine II, Division of Gastroenterology and Hepatology, Center for Advanced Research in Gastroenterology and Hepatology, "Victor Babeș" University of Medicine and Pharmacy, Timișoara, Romania
| | - Vincent Wai-Sun Wong
- Department of Medicine and Therapeutics, Medical Data Analytics Centre, The Chinese University of Hong Kong, Hong Kong, China; State Key Laboratory of Digestive Disease, Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong, China
| | - Thomas Reiberger
- Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria; Christian-Doppler Laboratory for Portal Hypertension and Liver Fibrosis, Medical University of Vienna, Vienna, Austria
| | - Thomas Karlas
- Department of Medicine II, Division of Gastroenterology, Leipzig University Medical Center, Leipzig, Germany
| | - Maja Thiele
- Center for Liver Research, Department of Gastroenterology and Hepatology, Odense University Hospital, Odense, Denmark; Department for Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Ana Carolina Cardoso
- Hepatology Division, School of Medicine, Federal University of Rio de Janeiro, Clementino, Fraga Filho Hospital, Rio de Janeiro, RJ, Brazil
| | - Oyekoya Taiwo Ayonrinde
- Department of Gastroenterology and Hepatology, Fiona Stanley Hospital, Murdoch, WA, Australia; Medical School, The University of Western Australia, Crawley, WA, Australia; Curtin Medical School, Curtin University, Bentley, WA, Australia
| | - Laurent Castera
- Université Paris-Cité, Inserm UMR1149, Centre de Recherche sur l'Inflammation, Paris, France; Service d'Hépatologie, Hôpital Beaujon, Assistance-Publique Hôpitaux de Paris, Clichy, France
| | - Christoph Frank Dietrich
- Department Allgemeine Innere Medizin (DAIM), Kliniken Hirslanden Beau Site, Salem and Permancence, Bern, Switzerland
| | - Hiroko Iijima
- Department of Gastroenterology, Division of Hepatobiliary and Pancreatic Disease, Hyogo Medical University, Nishinomiya, Hyogo, Japan; Ultrasound Imaging Center, Hyogo Medical University, Nishinomiya, Hyogo, Japan
| | - Dong Ho Lee
- Department of Radiology, College of Medicine, Seoul National University Hospital, Seoul National University, Seoul, Republic of Korea
| | - William Kemp
- Department of Gastroenterology, Alfred Hospital, Melbourne, Australia; Department of Medicine, Central Clinical School, Monash University, Melbourne, Australia
| | - Claudia P Oliveira
- Gastroenterology Department, Laboratório de Investigação (LIM07), Hospital das Clínicas de São Paulo, HCFMUSP, Faculdade de Medicina, Universidade de São Paulo, São Paulo, Brazil
| | - Shiv Kumar Sarin
- Department of Hepatology, Institute of Liver and Biliary Sciences, New Delhi, India
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10
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Ajmera V, Tesfai K, Sandoval E, Lopez S, Cervantes V, Madamba E, Bettencourt R, Manousou P, Richards L, Loomba R. Validation of AGA clinical care pathway and AASLD practice guidance for nonalcoholic fatty liver disease in a prospective cohort of patients with type 2 diabetes. Hepatology 2024; 79:1098-1106. [PMID: 37862551 PMCID: PMC11023802 DOI: 10.1097/hep.0000000000000635] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/26/2023] [Accepted: 09/28/2023] [Indexed: 10/22/2023]
Abstract
BACKGROUND AND AIMS Recently, the American Gastroenterological Association and the American Association for the Study of Liver Diseases developed clinical pathways to evaluate populations at high risk for NAFLD. We assessed the diagnostic performance of the new guidance in a well-phenotyped cohort of patients with Type 2 diabetes mellitus (T2DM). APPROACH AND RESULTS This prospective study enrolled patients age ≥50 years with T2DM. Participants underwent a standardized clinical research visit with MRI and ultrasound-based assessment of liver fat and stiffness and Enhanced Liver Fibrosis (ELF) testing. Of 417 participants (36% men) with T2DM with FIB-4 and MRE data, the prevalence of NAFLD was 64% and 12% had advanced fibrosis (MRE≥3.63 kPa). Applying the American Gastroenterological Association pathway of FIB-4 and vibration-controlled transient elastography, the false negative rate was 3.3% and 18% would qualify for specialty referral. Applying the FIB-4 + ELF American Association for the Study of Liver Diseases pathway, the false negative rate was 4.5%, but 50% would qualify for specialty referral. Applying higher ELF cut points improved the pathway, yielding a similar false negative rate of 4.9% but decreased specialty referral to 27%. CONCLUSION Validation of the American Gastroenterological Association clinical pathway in a prospectively recruited cohort with T2DM revealed a low false negative rate and avoided specialty referral in a large percentage of patients. The American Association for the Study of Liver Diseases pathway with FIB-4 + ELF resulted in a high rate of specialty referral, which improved with the utilization of higher ELF cut points and may serve as an alternative for primary care and endocrinology clinics without access to vibration-controlled transient elastography.
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Affiliation(s)
- Veeral Ajmera
- NAFLD Research Center, Division of Gastroenterology. University of California at San Diego, La Jolla, CA, USA
- Division of Gastroenterology and Hepatology, University of California at San Diego, La Jolla, CA, USA
| | - Kaleb Tesfai
- NAFLD Research Center, Division of Gastroenterology. University of California at San Diego, La Jolla, CA, USA
| | - Erick Sandoval
- NAFLD Research Center, Division of Gastroenterology. University of California at San Diego, La Jolla, CA, USA
| | - Scarlett Lopez
- NAFLD Research Center, Division of Gastroenterology. University of California at San Diego, La Jolla, CA, USA
| | - Vanessa Cervantes
- NAFLD Research Center, Division of Gastroenterology. University of California at San Diego, La Jolla, CA, USA
| | - Egbert Madamba
- NAFLD Research Center, Division of Gastroenterology. University of California at San Diego, La Jolla, CA, USA
| | - Ricki Bettencourt
- NAFLD Research Center, Division of Gastroenterology. University of California at San Diego, La Jolla, CA, USA
| | - Pinelopi Manousou
- Liver unit/Division of Digestive Diseases, Department of Metabolism, Digestion and Reproduction, Faculty of Medicine, Imperial College London, London, United Kingdom
| | - Lisa Richards
- NAFLD Research Center, Division of Gastroenterology. University of California at San Diego, La Jolla, CA, USA
| | - Rohit Loomba
- NAFLD Research Center, Division of Gastroenterology. University of California at San Diego, La Jolla, CA, USA
- Division of Gastroenterology and Hepatology, University of California at San Diego, La Jolla, CA, USA
- School of Public Health, University of California at San Diego, La Jolla, CA, USA
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11
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Jamalinia M, Zare F, Noorizadeh K, Bagheri Lankarani K. Systematic review with meta-analysis: Steatosis severity and subclinical atherosclerosis in metabolic dysfunction-associated steatotic liver disease. Aliment Pharmacol Ther 2024; 59:445-458. [PMID: 38186044 DOI: 10.1111/apt.17869] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Revised: 11/28/2023] [Accepted: 12/25/2023] [Indexed: 01/09/2024]
Abstract
BACKGROUND Metabolic dysfunction-associated steatotic liver disease (MASLD) is a prevalent liver condition recognised as an independent risk factor for cardiovascular disease (CVD). However, there is ongoing debate regarding the effective strategy for cardiovascular risk assessment in MASLD. AIM To investigate the relationship between liver imaging, specifically focusing on the severity of steatosis and subclinical atherosclerosis. METHODS We conducted a thorough search across four databases, from 1950 to April 2023, to identify eligible studies employing imaging to explore the relationship between different degrees of steatosis and subclinical atherosclerosis among MASLD. Additionally, we conducted a quality assessment using the Newcastle Ottawa Scale, performed a meta-analysis employing the DerSimonian-Liard random-effects model, and conducted subgroup analyses for validation. RESULTS In total, 19 studies, encompassing 147,411 middle-aged individuals without previous CVD (74.94% male; mean age 45.53 years [SD 10.69]; mean BMI 24.3 kg/m2 [SD 3.35]), were included. The pooled odds ratio for subclinical atherosclerosis was 1.27 (95% CI: 1.13-1.41, I2 = 76.68%) in mild steatosis and significantly increased to 1.68 (95% CI: 1.41-2.00, I2 = 89.02%) in moderate to severe steatosis. Sensitivity analysis, focusing on high-quality studies, consistently supported this finding and the results remained robust across subgroup analyses. Furthermore, meta-regression revealed that a higher mean AST and ALT, alongside a lower mean HDL, were significant moderators of this association. CONCLUSIONS Even mild steatosis is associated with CVD risk, and steatosis severity further intensifies this association. These findings suggest that liver fat quantification enhances CVD risk stratification in patients with MASLD.
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Affiliation(s)
- Mohamad Jamalinia
- Gastroenterohepatology Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Fatemeh Zare
- Gastroenterohepatology Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Kiarash Noorizadeh
- Gastroenterohepatology Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Kamran Bagheri Lankarani
- Health Policy Research Center, Institute of Health, Shiraz University of Medical Sciences, Shiraz, Iran
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12
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Leão Filho HM. The impact of steatosis assessment in imaging. Radiol Bras 2024; 57:e3. [PMID: 38993966 PMCID: PMC11235060 DOI: 10.1590/0100-3984.2024.57.e3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/13/2024] Open
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13
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Kuo SZ, Loomba R. Letter: Are we forgetting the importance of steatosis in steatotic liver disease? Authors' reply. Aliment Pharmacol Ther 2024; 59:297-298. [PMID: 38153275 DOI: 10.1111/apt.17825] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Accepted: 11/21/2023] [Indexed: 12/29/2023]
Abstract
LINKED CONTENTThis article is linked to Kuo et al papers. To view these articles, visit https://doi.org/10.1111/apt.17637 and https://doi.org/10.1111/apt.17759
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Affiliation(s)
- Selena Z Kuo
- NAFLD Research Center, Division of Gastroenterology, University of California at San Diego, La Jolla, California, USA
- Division of Gastroenterology, University of California at San Diego, La Jolla, California, USA
| | - Rohit Loomba
- NAFLD Research Center, Division of Gastroenterology, University of California at San Diego, La Jolla, California, USA
- Division of Gastroenterology, University of California at San Diego, La Jolla, California, USA
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14
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Fiori J, Ayonrinde OT. Letter: Are we forgetting the importance of steatosis in steatotic liver disease? Aliment Pharmacol Ther 2024; 59:295-296. [PMID: 38153283 DOI: 10.1111/apt.17759] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/29/2023]
Abstract
LINKED CONTENTThis article is linked to Kuo et al papers. To view these articles, visit https://doi.org/10.1111/apt.17637 and https://doi.org/10.1111/apt.17825
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Affiliation(s)
- James Fiori
- Department of Gastroenterology and Hepatology, Fiona Stanley Hospital, Perth, Western Australia, Australia
| | - Oyekoya Taiwo Ayonrinde
- Department of Gastroenterology and Hepatology, Fiona Stanley Hospital, Perth, Western Australia, Australia
- Medical School, The University of Western Australia, Perth, Western Australia, Australia
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15
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Kuo SZ, Loomba R. Editorial: Can liver fat quantification stratify cardiovascular risk in type 2 diabetes? Authors' reply. Aliment Pharmacol Ther 2023; 58:1109-1110. [PMID: 37885163 DOI: 10.1111/apt.17742] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/28/2023]
Abstract
LINKED CONTENTThis article is linked to Kuo et al papers. To view these articles, visit https://doi.org/10.1111/apt.17637 and https://doi.org/10.1111/apt.17677
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Affiliation(s)
- Selena Z Kuo
- NAFLD Research Center, Division of Gastroenterology, University of California at San Diego, La Jolla, California, USA
- Division of Gastroenterology, University of California at San Diego, La Jolla, California, USA
| | - Rohit Loomba
- NAFLD Research Center, Division of Gastroenterology, University of California at San Diego, La Jolla, California, USA
- Division of Gastroenterology, University of California at San Diego, La Jolla, California, USA
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16
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Song SJ, Yip TCF, Wong GLH, Wong VWS, Liu K. Editorial: Can liver fat quantification stratify cardiovascular risk in type 2 diabetes? Aliment Pharmacol Ther 2023; 58:1107-1108. [PMID: 37885164 DOI: 10.1111/apt.17677] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/28/2023]
Abstract
LINKED CONTENTThis article is linked to Kuo et al papers. To view these articles, visit https://doi.org/10.1111/apt.17637 and https://doi.org/10.1111/apt.17742
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Affiliation(s)
- Sherlot Juan Song
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong SAR, China
- Medical Data Analytics Centre (MDAC), The Chinese University of Hong Kong, Hong Kong SAR, China
- Institute of Digestive Disease, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Terry Cheuk-Fung Yip
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong SAR, China
- Medical Data Analytics Centre (MDAC), The Chinese University of Hong Kong, Hong Kong SAR, China
- Institute of Digestive Disease, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Grace Lai-Hung Wong
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong SAR, China
- Medical Data Analytics Centre (MDAC), The Chinese University of Hong Kong, Hong Kong SAR, China
- Institute of Digestive Disease, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Vincent Wai-Sun Wong
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong SAR, China
- Medical Data Analytics Centre (MDAC), The Chinese University of Hong Kong, Hong Kong SAR, China
- Institute of Digestive Disease, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Ken Liu
- AW Morrow Gastroenterology and Liver Centre, Royal Prince Alfred Hospital, Sydney, New South Wales, Australia
- Faculty of Medicine and Health, University of Sydney, Sydney, New South Wales, Australia
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