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Wei H, Bi Y, Liao C, Huang Y, Lian Y. Plasma microRNA-15a/16-1 serves as a non-invasive indicator of liver fibrosis severity in individuals with chronic hepatitis B. Noncoding RNA Res 2024; 9:1342-1350. [PMID: 39247146 PMCID: PMC11380177 DOI: 10.1016/j.ncrna.2024.08.004] [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: 06/21/2024] [Revised: 08/05/2024] [Accepted: 08/14/2024] [Indexed: 09/10/2024] Open
Abstract
Background The lack of effective non-invasive diagnostic methods for liver fibrosis hinders timely treatment for chronic hepatitis B (CHB) patients, leading to the progression of advanced liver disease. Circulating microRNAs offer a non-invasive approach to fibrosis assessment. MicroRNA-15a/16-1 (miR-15a/16) was reported to be implicated in fibrosis development, but the role of plasma miR-15a/16 in liver fibrosis assessment remains poorly understood. This study explored the importance of plasma miR-15a/16 in assessing liver fibrosis severity of CHB patients. Methods Quantitative PCR was utilized to measure the levels of plasma miR-15a/16 in 435 patients with CHB and 74 healthy controls. We assessed the correlation between plasma miR-15a/16 levels and liver fibrosis and cirrhosis using Pearson correlation coefficients, multivariate linear and logistic regression models, and smooth curve fitting. Utilizing the receiver operating characteristic (ROC) curve, we examined the diagnostic potential of plasma miR-15a/16 in severe fibrosis and cirrhosis. Results Plasma levels of miR-15a/16 in patients with CHB were significantly reduced compared to those in healthy controls. In the CHB cohort, levels were notably decreased in individuals with severe fibrosis or cirrhosis compared to those without severe fibrosis or cirrhosis. Plasma miR-15a/16 levels exhibited a negative relationship with the severity of liver fibrosis, gradually decreasing as the histological fibrosis stage progressed from S0 to S4. Reduced levels of plasma miR-15a/16 were linked to an elevated risk of severe liver fibrosis (miR-15a: odds ratio [OR] = 0.243; 95 % confidence interval [CI]: 0.138, 0.427; miR-16: OR = 0.201; 95 % CI: 0.097, 0.417) and cirrhosis (miR-15a: OR = 0.153; 95 % CI: 0.079, 0.298; miR-16: OR = 0.064; 95 % CI: 0.025, 0.162). MiR-15a achieved an area under the ROC curve of 0.886 and 0.832 for detecting moderate-to-severe fibrosis (S2-S4) and cirrhosis, respectively. MiR-16 demonstrated similar diagnostic values. Conclusion Plasma miR-15a/16 levels were negatively correlated with the severity of liver fibrosis in CHB patients and could serve as a new non-invasive indicator in evaluating liver fibrosis.
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Affiliation(s)
- Huan Wei
- Guangdong Provincial Key Laboratory of Liver Disease Research, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Yanhua Bi
- Guangdong Provincial Key Laboratory of Liver Disease Research, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Chunhong Liao
- Guangdong Provincial Key Laboratory of Liver Disease Research, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Yuehua Huang
- Guangdong Provincial Key Laboratory of Liver Disease Research, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
- Department of Infectious Diseases, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Yifan Lian
- Guangdong Provincial Key Laboratory of Liver Disease Research, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
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Li J, Yuan Y, Fu Q, Chen M, Liang H, Chen X, Long X, Zhang B, Zhao J, Chen Q. Novel insights into the role of immunomodulatory extracellular vesicles in the pathogenesis of liver fibrosis. Biomark Res 2024; 12:119. [PMID: 39396032 PMCID: PMC11470730 DOI: 10.1186/s40364-024-00669-8] [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: 06/28/2024] [Accepted: 10/07/2024] [Indexed: 10/14/2024] Open
Abstract
Liver fibrosis, a chronic and long-term disease, can develop into hepatocellular carcinoma (HCC) and ultimately lead to liver failure. Early diagnosis and effective treatment still face significant challenges. Liver inflammation leads to liver fibrosis through continuous activation of hepatic stellate cells (HSCs) and the accumulation of immune cells. Intracellular communication among various immune cells is important for mediating the inflammatory response during fibrogenesis. Extracellular vesicles (EVs), which are lipid bilayer membrane-enclosed particles naturally secreted by cells, make great contributions to cell-cell communication and the transport of bioactive molecules. Nearly all the cells that participate in liver fibrosis release EVs loaded with lipids, proteins, and nucleic acids. EVs from hepatocytes, immune cells and stem cells are involved in mediating the inflammatory microenvironment of liver fibrosis. Recently, an increasing number of extracellular vesicle-based clinical applications have emerged, providing promising cell-free diagnostic and therapeutic tools for liver fibrosis because of their crucial role in immunomodulation during pathogenesis. The advantages of extracellular vesicle-based therapies include stability, biocompatibility, low cytotoxicity, and minimal immunogenicity, which highlight their great potential for drug delivery and specific treatments for liver fibrosis. In this review, we summarize the complex biological functions of EVs in the inflammatory response in the pathogenesis of liver fibrosis and evaluate the potential of EVs in the diagnosis and treatment of liver fibrosis.
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Affiliation(s)
- Jiaxuan Li
- Division of Gastroenterology, Department of Internal Medicine at Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
| | - Yue Yuan
- Division of Gastroenterology, Department of Internal Medicine at Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
| | - Qinggang Fu
- Hepatic Surgery Center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
| | - Min Chen
- Division of Gastroenterology, Department of Internal Medicine at Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
| | - Huifang Liang
- Hepatic Surgery Center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
- Hubei Key Laboratory of Hepato-Pancreato-Biliary Diseases, Wuhan, 430030, China
| | - Xiaoping Chen
- Hepatic Surgery Center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
- Hubei Key Laboratory of Hepato-Pancreato-Biliary Diseases, Wuhan, 430030, China
| | - Xin Long
- Hepatic Surgery Center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
- Hubei Key Laboratory of Hepato-Pancreato-Biliary Diseases, Wuhan, 430030, China
| | - Bixiang Zhang
- Hepatic Surgery Center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
- Hubei Key Laboratory of Hepato-Pancreato-Biliary Diseases, Wuhan, 430030, China
| | - Jianping Zhao
- Hepatic Surgery Center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China.
- Hubei Key Laboratory of Hepato-Pancreato-Biliary Diseases, Wuhan, 430030, China.
| | - Qian Chen
- Division of Gastroenterology, Department of Internal Medicine at Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China.
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Papatheodoridi M, De Ledinghen V, Lupsor-Platon M, Bronte F, Boursier J, Elshaarawy O, Marra F, Thiele M, Markakis G, Payance A, Brodkin E, Castera L, Papatheodoridis G, Krag A, Arena U, Mueller S, Cales P, Calvaruso V, Delamarre A, Pinzani M, Tsochatzis EA. Agile scores in MASLD and ALD: External validation and their utility in clinical algorithms. J Hepatol 2024; 81:590-599. [PMID: 38789011 DOI: 10.1016/j.jhep.2024.05.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Revised: 04/05/2024] [Accepted: 05/10/2024] [Indexed: 05/26/2024]
Abstract
BACKGROUND & AIMS Agile scores, including liver stiffness measurements (LSM) and routine clinical/laboratory biomarkers, have been developed for advanced fibrosis (F≥3) and cirrhosis (F4), respectively, in patients with metabolic dysfunction-associated steatotic liver disease (MASLD). We independently validated the diagnostic accuracy of these scores in MASLD, alcohol-related liver disease (ALD) and chronic hepatitis B or C (CHB/C) and assessed them in clinical algorithms with FIB-4 and LSM. METHODS We included 4,243 patients (MASLD: 912, ALD: 386, CHB: 597, CHC: 2,348) with LSM, liver biopsy and laboratory tests within 6 months. FIB-4, Agile 3+ and Agile 4 scores were calculated. RESULTS For F≥3, the diagnostic accuracy of Agile 3+ and LSM were similar in MASLD (AUC: 0.86 vs. 0.86, p = 0.831) and ALD (0.92 vs. 0.94, p = 0.123). For cirrhosis, Agile 4 was similar to LSM in MASLD (0.89 vs. 0.90, p = 0.412) and ALD (0.94 vs. 0.95, p = 0.513). Agile 3+/4 performed worse than LSM in CHB/C. Using predefined dual thresholds of 90% sensitivity/specificity, correct classification rates in MASLD were 66% vs. 61% using Agile 3+ vs. LS dual cut-offs and 71% vs. 67% in ALD, respectively. When using Agile 3+ or LSM as a second step after FIB-4 >1.3, correct classification rates were higher with Agile 3+ than LSM, both for MASLD (75% vs. 71%) and ALD (76% vs. 72%), with fewer indeterminate results. Positive agreement of LSM and Agile 3+/4 significantly increased the specificity of a diagnosis of advanced fibrosis/cirrhosis. CONCLUSION Agile 3+ and Agile 4 have equal diagnostic accuracy with LSM in both MASLD and ALD but result in fewer indeterminate results. Sequential use of FIB-4 and Agile 3+/4 or concurrent Agile 3+/4 and LSM can be used to further optimize F≥3 diagnosis. IMPACT AND IMPLICATIONS As of today, it is accepted that there will be no single non-invasive test or an isolated cut-off for identifying patients with advanced chronic liver disease. Here, we confirmed that Agile 3+ and Agile 4 scores are useful alternatives to simple liver stiffness measurement in diagnosing advanced fibrosis/cirrhosis in steatotic liver disease, but they do not perform as well in chronic viral hepatitis. Agile scores can help optimize the diagnosis of advanced fibrosis/cirrhosis in a dual cut-off strategy by reducing the number of indeterminate results either alone or in a sequential strategy after FIB-4. The combination of Agile scores and liver stiffness measurement can further increase our confidence in a positive diagnosis of advanced fibrosis/cirrhosis. These novel combination strategies can be useful tools to predict the likelihood of advanced stages of liver disease with the highest possible accuracy in a secondary/tertiary healthcare setting.
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Affiliation(s)
- Margarita Papatheodoridi
- Institute for Liver and Digestive Health, Royal Free Hospital and UCL, London, UK; Academic Department of Gastroenterology, Medical School of National and Kapodistrian University of Athens, Laiko General Hospital, Athens, Greece
| | - Victor De Ledinghen
- Hepatology Unit, CHU Bordeaux & INSERM U1312, Bordeaux University, Bordeaux, France
| | - Monica Lupsor-Platon
- Department of Medical Imaging, Regional Institute of Gastroenterology and Hepatology, Octavian Fodor", University of Medicine and Pharmacy "Iuliu Hatieganu" Cluj-Napoca, Romania
| | - Fabrizio Bronte
- Gastroenterology and Hepatology Unit, Department of Health Promotion Sciences Maternal and Infantile Care, Internal Medicine and Medical Specialities, Promise, University of Palermo, Italy
| | - Jerome Boursier
- Liver-Gastroenterology Department, University Hospital, Angers, France
| | - Omar Elshaarawy
- Center for Alcohol Research, University of Heidelberg, Germany; National Liver Institute, Menoufia University, Egypt; Institute of Systems, Molecular and Integrative Biology, University of Liverpool, UK
| | - Fabio Marra
- University of Florence, Department of Experimental and Clinical Medicine, Florence, Italy
| | - Maja Thiele
- Center for Liver Research, Department of Gastroenterology and Hepatology, Odense University Hospital, Denmark
| | - Georgios Markakis
- Academic Department of Gastroenterology, Medical School of National and Kapodistrian University of Athens, Laiko General Hospital, Athens, Greece
| | - Audrey Payance
- Service d'hépatologie, Hôpital Beaujon, Assistance Publique-Hôpitaux de Paris, Clichy, France
| | - Edgar Brodkin
- Institute for Liver and Digestive Health, Royal Free Hospital and UCL, London, UK
| | - Laurent Castera
- Service d'hépatologie, Hôpital Beaujon, Assistance Publique-Hôpitaux de Paris, Clichy, France; Université Paris-Cité, Inserm, Centre de recherche sur l'inflammation, UMR 1149, Paris, France
| | - George Papatheodoridis
- Academic Department of Gastroenterology, Medical School of National and Kapodistrian University of Athens, Laiko General Hospital, Athens, Greece
| | - Aleksander Krag
- Center for Liver Research, Department of Gastroenterology and Hepatology, Odense University Hospital, Denmark
| | - Umberto Arena
- University of Florence, Department of Experimental and Clinical Medicine, Florence, Italy
| | | | - Paul Cales
- Liver-Gastroenterology Department, University Hospital, Angers, France
| | - Vincenza Calvaruso
- Gastroenterology and Hepatology Unit, Department of Health Promotion Sciences Maternal and Infantile Care, Internal Medicine and Medical Specialities, Promise, University of Palermo, Italy
| | - Adele Delamarre
- Hepatology Unit, CHU Bordeaux & INSERM U1312, Bordeaux University, Bordeaux, France
| | - Massimo Pinzani
- Institute for Liver and Digestive Health, Royal Free Hospital and UCL, London, UK
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Ahmadizar F, Younossi ZM. Exploring Biomarkers in Nonalcoholic Fatty Liver Disease Among Individuals With Type 2 Diabetes Mellitus. J Clin Gastroenterol 2024:00004836-990000000-00354. [PMID: 39352015 DOI: 10.1097/mcg.0000000000002079] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Accepted: 09/02/2024] [Indexed: 10/03/2024]
Abstract
Integrating biomarkers into a comprehensive strategy is crucial for precise patient management, especially considering the significant healthcare costs associated with diseases. Current studies emphasize the urgent need for a paradigm shift in conceptualizing nonalcoholic fatty liver disease (NAFLD), now renamed metabolic dysfunction-associated steatotic liver disease (MASLD). Biomarkers are emerging as indispensable tools for accurate diagnosis, risk stratification, and monitoring disease progression. This review classifies biomarkers into conventional and novel categories, such as lipids, insulin resistance, hepatic function, and cutting-edge imaging/omics, and evaluates their potential to transform the approach to MASLD among individuals with type 2 diabetes mellitus (T2D). It focuses on the critical role of biomarkers in early MASLD detection, enhancing predictive accuracy, and discerning responses to interventions (pharmacological or lifestyle modifications). Amid this discussion, the complexities of the relationship between T2D and MASLD are explored, considering factors like age, gender, genetics, ethnicity, and socioeconomic background. Biomarkers enhance the effectiveness of interventions and support global initiatives to reduce the burden of MASLD, thereby improving public health outcomes. This review recognizes the promising potential of biomarkers for diagnostic precision while candidly addressing the challenges in implementing these advancements in clinical practice. The transformative role of biomarkers emerges as a central theme, promising to reshape our understanding of disease trajectories, prognosis, and the customization of personalized therapeutic strategies for improved patient outcomes. From a future perspective, identifying early-stage biomarkers, understanding environmental impact through exposomes, and applying a multiomics approach may reveal additional insight into MASLD development.
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Affiliation(s)
- Fariba Ahmadizar
- Data Science and Biostatistics Department, Julius Global Health, University Medical Center Utrecht, Utrecht, The Netherlands
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA
- Beatty Liver and Obesity Research Program Center for Liver Diseases, Inova Health System, Falls Church, VA
| | - Zobair M Younossi
- The Global NASH Council, Center for Outcomes Research in Liver Disease, Washington, DC
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5
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Wei Z, Liu J, Wang N, Wei K. Kidney function mediates the association of per- and poly-fluoroalkyl substances (PFAS) and heavy metals with hepatic fibrosis risk. ENVIRONMENTAL RESEARCH 2024; 263:120092. [PMID: 39357638 DOI: 10.1016/j.envres.2024.120092] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/17/2024] [Revised: 09/26/2024] [Accepted: 09/29/2024] [Indexed: 10/04/2024]
Abstract
Heavy metals and per- and polyfluoroalkyl substances (PFAS) are significantly associated with the risk of hepatic fibrosis. However, the potential mediating effect of kidney function in the relationship between heavy metals, PFAS, and hepatic fibrosis risk remains unexplored. This research gap limits the development of hepatic fibrosis prevention and treatment strategies. To address this, this study conducts a cross-sectional analysis based on data from 10,870 participants in NHANES 2005-2018 to explore the relationship between heavy metals, PFAS, and the risk of hepatic fibrosis, as well as the mediating effect of kidney function. Participants with a Fibrosis-4 index <1.45 are defined as not having hepatic fibrosis in this study. Results from generalized linear regression models and weighted quantile sum regression models indicate that both individual and combined exposures to heavy metals and PFAS are positively associated with the risk of hepatic fibrosis. Nonlinear exposure-response functions suggest that there may be a threshold for the relationship between heavy metals (except mercury) and PFAS with the risk of hepatic fibrosis. Furthermore, heavy metals and PFAS increase the risk of kidney function impairment. After stratification by kidney function stage, the relationship between heavy metals (except lead) and proteinuria is not significant, while PFAS show a significant negative association with proteinuria. The decline in kidney function has a significant mediating effect in the relationship between heavy metals and PFAS and the risk of hepatic fibrosis, with mediation effect proportions all above 20%. The findings suggest that individual or combined exposure to heavy metals and PFAS does not increase the risk of hepatic fibrosis until a certain threshold is reached, and the mediating role of declining kidney function is very important. These results highlight the need to consider kidney function in the context of hepatic fibrosis risk assessment and management.
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Affiliation(s)
- Zhengqi Wei
- School of Public Health, Guilin Medical University, Guilin, Guangxi, 541199, China
| | - Jincheng Liu
- Huazhong University of Science and Technology Tongji Medical College, Wuhan, Hubei, 430000, China
| | - Na Wang
- School of Public Health, Guilin Medical University, Guilin, Guangxi, 541199, China.
| | - Keke Wei
- Huazhong University of Science and Technology Tongji Medical College, Wuhan, Hubei, 430000, China.
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Gao J, Lan T, Kostallari E, Guo Y, Lai E, Guillot A, Ding B, Tacke F, Tang C, Shah VH. Angiocrine signaling in sinusoidal homeostasis and liver diseases. J Hepatol 2024; 81:543-561. [PMID: 38763358 DOI: 10.1016/j.jhep.2024.05.014] [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: 12/29/2023] [Revised: 04/29/2024] [Accepted: 05/10/2024] [Indexed: 05/21/2024]
Abstract
The hepatic sinusoids are composed of liver sinusoidal endothelial cells (LSECs), which are surrounded by hepatic stellate cells (HSCs) and contain liver-resident macrophages called Kupffer cells, and other patrolling immune cells. All these cells communicate with each other and with hepatocytes to maintain sinusoidal homeostasis and a spectrum of hepatic functions under healthy conditions. Sinusoidal homeostasis is disrupted by metabolites, toxins, viruses, and other pathological factors, leading to liver injury, chronic liver diseases, and cirrhosis. Alterations in hepatic sinusoids are linked to fibrosis progression and portal hypertension. LSECs are crucial regulators of cellular crosstalk within their microenvironment via angiocrine signaling. This review discusses the mechanisms by which angiocrine signaling orchestrates sinusoidal homeostasis, as well as the development of liver diseases. Here, we summarise the crosstalk between LSECs, HSCs, hepatocytes, cholangiocytes, and immune cells in health and disease and comment on potential novel therapeutic methods for treating liver diseases.
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Affiliation(s)
- Jinhang Gao
- Laboratory of Gastroenterology and Hepatology, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China; Department of Gastroenterology, West China Hospital, Sichuan University, Chengdu, China
| | - Tian Lan
- Laboratory of Gastroenterology and Hepatology, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China; Department of Gastroenterology, West China Hospital, Sichuan University, Chengdu, China; Department of Hepatology and Gastroenterology, Charité Universitätsmedizin Berlin, Campus Virchow-Klinikum and Campus Charité Mitte, Berlin, Germany
| | - Enis Kostallari
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN, USA
| | - Yangkun Guo
- Laboratory of Gastroenterology and Hepatology, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China; Department of Gastroenterology, West China Hospital, Sichuan University, Chengdu, China
| | - Enjiang Lai
- Laboratory of Gastroenterology and Hepatology, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China; Department of Gastroenterology, West China Hospital, Sichuan University, Chengdu, China
| | - Adrien Guillot
- Department of Hepatology and Gastroenterology, Charité Universitätsmedizin Berlin, Campus Virchow-Klinikum and Campus Charité Mitte, Berlin, Germany
| | - Bisen Ding
- Key Laboratory of Birth Defects and Related Diseases of Women and Children of MOE, State Key Laboratory of Biotherapy, West China Second University Hospital, Sichuan University, Chengdu, China
| | - Frank Tacke
- Department of Hepatology and Gastroenterology, Charité Universitätsmedizin Berlin, Campus Virchow-Klinikum and Campus Charité Mitte, Berlin, Germany.
| | - Chengwei Tang
- Laboratory of Gastroenterology and Hepatology, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China; Department of Gastroenterology, West China Hospital, Sichuan University, Chengdu, China.
| | - Vijay H Shah
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN, USA.
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7
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Sankararaman S, Freeman AJ. Early detection of hepatobiliary involvement in cystic fibrosis: Biomarkers, radiologic methods, and genetic influences. Pediatr Pulmonol 2024; 59 Suppl 1:S107-S114. [PMID: 39105338 DOI: 10.1002/ppul.26892] [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: 08/14/2023] [Revised: 01/10/2024] [Accepted: 01/21/2024] [Indexed: 08/07/2024]
Abstract
Cystic fibrosis-related hepatobiliary involvement (CFHBI) is a term used to describe a spectrum of hepatobiliary involvement ranging from a transient elevation of transaminase levels to advanced cystic fibrosis-associated liver disease (aCFLD). While CFHBI is common among people with cystic fibrosis (PwCF), aCFLD is rare impacting only approximately 5%-10% of the CF population. After respiratory/cardiorespiratory issues and transplant-related complications, aCFLD is now the 4th leading cause of mortality among PwCF. Additionally, aCFLD is an independent predictor of all-cause mortality and is associated with significant morbidity. Despite this recognition, our ability to predict those patients at greatest risk for aCFLD, identify early aCFLD, and monitor the incremental progression of CFHBI is lacking. Here, we review the strengths and weaknesses of the common biomarkers and imaging modalities used in the evaluation and monitoring of CFHBI, as well as the current understanding of genetic modifiers related to aCFLD.
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Affiliation(s)
- Senthilkumar Sankararaman
- Division of Pediatric Gastroenterology, Hepatology & Nutrition, UH Rainbow Babies & Children's Hospital, Cleveland, Ohio, USA
- Case Western Reserve University SOM, Cleveland, Ohio, USA
| | - A Jay Freeman
- Division of Pediatric Gastroenterology, Hepatology & Nutrition, The Ohio State University College of Medicine, Columbus, Ohio, USA
- Nationwide Children's Hospital, Columbus, Ohio, USA
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8
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Tang M, Wu Y, Hu N, Lin C, He J, Xia X, Yang M, Lei P, Luo P. A combination model of CT-based radiomics and clinical biomarkers for staging liver fibrosis in the patients with chronic liver disease. Sci Rep 2024; 14:20230. [PMID: 39215041 PMCID: PMC11364870 DOI: 10.1038/s41598-024-70891-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2024] [Accepted: 08/22/2024] [Indexed: 09/04/2024] Open
Abstract
A combined model was developed using contrast-enhanced CT-based radiomics features and clinical characteristics to predict liver fibrosis stages in patients with chronic liver disease (CLD). We retrospectively analyzed multiphase CT scans and biopsy-confirmed liver fibrosis. 160 CLD patients were randomly divided into 7:3 training/validation ratio. Clinical laboratory indicators associated with liver fibrosis were identified using Spearman's correlation and multivariate logistic regression correlation. Radiomic features were extracted after segmenting the entire liver from multiphase CT images. Feature dimensionality reduction was performed using RF-RFE, LASSO, and mRMR methods. Six radiomics-based models were developed in the training cohort of 112 patients. Internal validation was conducted on 48 randomly assigned patients. Receptor Operating Characteristic (ROC) curves and confusion matrices were constructed to evaluate model performance. The radiomics model exhibited robust performance, with AUC values of 0.810 to 1.000 for significant fibrosis, advanced fibrosis, and cirrhosis. The integrated clinical-radiomics model had superior diagnostic efficacy in the validation cohort, with AUC values of 0.836 to 0.997. Moreover, these models outperformed established biomarkers such as the aspartate aminotransferase to platelet ratio index (APRI) and the fibrosis 4 score (FIB-4), as well as the gamma glutamyl transpeptidase to platelet ratio (GPR), in predicting the fibrotic stages. The clinical-radiomics model holds considerable promise as a non-invasive diagnostic tool for the assessment and staging of liver fibrosis in the patients with CLD, potentially leading to better patient management and outcomes.
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Affiliation(s)
- Maowen Tang
- Department of Radiology, Affiliated Hospital of Guizhou Medical University, Guiyang of Guizhou, 550004, China
| | - Yuhui Wu
- Department of Radiology, Affiliated Hospital of Guizhou Medical University, Guiyang of Guizhou, 550004, China
| | - Na Hu
- Department of Radiology, Affiliated Hospital of Guizhou Medical University, Guiyang of Guizhou, 550004, China
| | - Chong Lin
- Department of Radiology, Affiliated Hospital of Guizhou Medical University, Guiyang of Guizhou, 550004, China
| | - Jian He
- Department of Radiology, Affiliated Hospital of Guizhou Medical University, Guiyang of Guizhou, 550004, China
| | - Xing Xia
- Department of Radiology, Affiliated Hospital of Guizhou Medical University, Guiyang of Guizhou, 550004, China
| | - Meihua Yang
- School of Public Health, Guizhou Medical University, Guiyang of Guizhou, 550004, China
| | - Pinggui Lei
- Department of Radiology, Affiliated Hospital of Guizhou Medical University, Guiyang of Guizhou, 550004, China.
- School of Public Health, Guizhou Medical University, Guiyang of Guizhou, 550004, China.
| | - Peng Luo
- School of Public Health, Guizhou Medical University, Guiyang of Guizhou, 550004, China.
- The Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, Guizhou Medical University, Guiyang of Guizhou, China.
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9
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Spitz L, Saadiq S, Shokar NK, Zuckerman MJ, Casner NA, Valenzuela R, Salinas JJ. Characterization of an At-Risk Population for Nonalcoholic Fatty Liver Disease (NAFLD) in a Primary Care Setting Along the U.S.-Mexico Border. J Transcult Nurs 2024:10436596241271265. [PMID: 39189342 DOI: 10.1177/10436596241271265] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/28/2024] Open
Abstract
INTRODUCTION This study aimed to determine the burden of suspected nonalcoholic fatty liver disease (NAFLD) and nonalcoholic steatohepatitis (NASH) in a predominantly Hispanic patient population and explore the utility of the American Gastroenterological Association's NAFLD Clinical Care Pathway (CCP). METHODOLOGY Electronic medical records (n = 223) were used to divide patients into risk groups based on the amount of metabolic risk factors they presented, diabetic status, or if they presented other liver diseases. Fribosis-4 (FIB-4) scores were used to determine the risk for advanced fibrosis. RESULTS Most patients (83.8%) were considered at risk for NAFLD based on CCP criteria, and about a third of patients (33.2%) were found to be at indeterminate (n = 60; 26.9%) or high risk (n = 14; 6.3%) for advanced fibrosis. Most indeterminate-risk patients (78.3%) were not referred for liver imaging. DISCUSSION This study demonstrates the potential of the CCP as a corrective tool that could help to better identify and screen patients at risk for NAFLD.
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Affiliation(s)
- Lindsay Spitz
- Texas Tech University Health Sciences Center, El Paso, USA
| | - Stefan Saadiq
- Texas Tech University Health Sciences Center, El Paso, USA
| | | | | | - Nancy A Casner
- Texas Tech University Health Sciences Center, El Paso, USA
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10
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Liu F, Sun Y, Tai D, Ren Y, Chng ELK, Wee A, Bedossa P, Huang R, Wang J, Wei L, You H, Rao H. AI Digital Pathology Using qFibrosis Shows Heterogeneity of Fibrosis Regression in Patients with Chronic Hepatitis B and C with Viral Response. Diagnostics (Basel) 2024; 14:1837. [PMID: 39202325 PMCID: PMC11353864 DOI: 10.3390/diagnostics14161837] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2024] [Revised: 08/16/2024] [Accepted: 08/20/2024] [Indexed: 09/03/2024] Open
Abstract
This study aimed to understand the dynamic changes in fibrosis and its relationship with the evaluation of post-treatment viral hepatitis using qFibrosis. A total of 158 paired pre- and post-treatment liver samples from patients with chronic hepatitis B (CHB; n = 100) and C (CHC; n = 58) were examined. qFibrosis was employed with artificial intelligence (AI) to analyze the fibrosis dynamics in the portal tract (PT), periportal (PP), midzonal, pericentral, and central vein (CV) regions. All patients with CHB achieved a virological response after 78 weeks of treatment, whereas patients with CHC achieved a sustained viral response after 24 weeks. For patients initially staged as F5/6 (Ishak system) at baseline, the post-treatment cases exhibited a significant reduction in the collagen proportionate area (CPA) (25-69%) and number of collagen strings (#string) (9-72%) across all regions. In contrast, those initially staged as F3/4 at baseline showed a similar CPA and #string trend at 24 weeks. For regression patients, 27 parameters (25 in the CV region) in patients staged as F3/4 and 15 parameters (three in the PT and 12 in the PP regions) in those staged as F5/6 showed significant differences between the CHB and CHC groups at baseline. Following successful antiviral treatment, the pre- and post-treatment liver samples provided quantitative evidence of the heterogeneity of fibrotic features. qFibrosis has the potential to provide new insights into the characteristics of fibrosis regression in both patients with CHB and CHC as early as 24 weeks after antiviral therapy.
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Affiliation(s)
- Feng Liu
- Peking University People’s Hospital, Peking University Hepatology Institute, Infectious Disease and Hepatology Center of Peking University People’s Hospital, Beijing Key Laboratory of Hepatitis C and Immunotherapy for Liver Diseases, Beijing International Cooperation Base for Science and Technology on NAFLD Diagnosis, Beijing 100044, China; (F.L.); (R.H.); (J.W.)
| | - Yameng Sun
- Liver Research Center, Beijing Friendship Hospital, Capital Medical University, 95 Yong-an Road, Xi-Cheng District, Beijing 100050, China;
| | - Dean Tai
- HistoIndex Pte. Ltd., Singapore 117674, Singapore; (D.T.); (E.L.K.C.)
| | - Yayun Ren
- HistoIndex Pte. Ltd., Singapore 117674, Singapore; (D.T.); (E.L.K.C.)
| | - Elaine L. K. Chng
- HistoIndex Pte. Ltd., Singapore 117674, Singapore; (D.T.); (E.L.K.C.)
| | - Aileen Wee
- Department of Pathology, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | | | - Rui Huang
- Peking University People’s Hospital, Peking University Hepatology Institute, Infectious Disease and Hepatology Center of Peking University People’s Hospital, Beijing Key Laboratory of Hepatitis C and Immunotherapy for Liver Diseases, Beijing International Cooperation Base for Science and Technology on NAFLD Diagnosis, Beijing 100044, China; (F.L.); (R.H.); (J.W.)
| | - Jian Wang
- Peking University People’s Hospital, Peking University Hepatology Institute, Infectious Disease and Hepatology Center of Peking University People’s Hospital, Beijing Key Laboratory of Hepatitis C and Immunotherapy for Liver Diseases, Beijing International Cooperation Base for Science and Technology on NAFLD Diagnosis, Beijing 100044, China; (F.L.); (R.H.); (J.W.)
| | - Lai Wei
- Hepatopancreatobiliary Center, Beijing Tsinghua Changgung Hospital, Tsinghua University, Beijing 102218, China;
| | - Hong You
- Liver Research Center, Beijing Friendship Hospital, Capital Medical University, 95 Yong-an Road, Xi-Cheng District, Beijing 100050, China;
| | - Huiying Rao
- Peking University People’s Hospital, Peking University Hepatology Institute, Infectious Disease and Hepatology Center of Peking University People’s Hospital, Beijing Key Laboratory of Hepatitis C and Immunotherapy for Liver Diseases, Beijing International Cooperation Base for Science and Technology on NAFLD Diagnosis, Beijing 100044, China; (F.L.); (R.H.); (J.W.)
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11
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Petrie E, Gray M, Bril F. Metabolic characteristics of patients with MetALD: Caveats of a new definition. Liver Int 2024. [PMID: 39152688 DOI: 10.1111/liv.16034] [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: 04/04/2024] [Revised: 06/13/2024] [Accepted: 06/30/2024] [Indexed: 08/19/2024]
Abstract
BACKGROUND AND AIMS Recently, a new entity was introduced, MetALD, which includes patients with metabolic dysfunction-associated steatotic liver disease (MASLD), who consume moderate amounts of alcohol. However, little is known regarding the metabolic and clinical characteristics of these patients. METHODS Data from the National Health and Nutrition Examination Surveys 2017-2020 was used. Participants without valid transient elastography (TE) measurements, incomplete alcohol consumption report, or with alternative etiologies of liver steatosis were excluded. RESULTS A total of 6901 patients were included in the study, of which 106 (1.5%) had MetALD. Overall, MetALD patients showed a metabolic profile that was more similar to patients with alcohol related liver disease (ALD) than MASLD. Specifically, while patients with MetALD showed values in-between MASLD and ALD for body mass index (BMI), aspartate transaminase (AST), alanine transaminase (ALT), gamma glutamyltransferase (GGT) and haemoglobin A1c, they had similar high-density lipoprotein cholesterol (HDL-C), blood pressure, prevalence of diabetes and insulin resistance to ALD patients. Increasing alcohol consumption was associated with lower insulin resistance and A1c and higher triglycerides, HDL-C and blood pressure. Moreover, while AST, ALT and GGT increased with alcohol consumption, this did not translate into worse hepatic steatosis or liver fibrosis by TE. CONCLUSIONS MetALD patients share some characteristics with MASLD, but they resemble ALD patients more, especially after adjusting for BMI. Alcohol consumption produces a dissociation between insulin resistance and some cardiometabolic risk factors (blood pressure and HDL-C), which may make the current classification of patients challenging.
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Affiliation(s)
- Erin Petrie
- Division of Gastroenterology, Nutrition and Hepatology, Department of Medicine, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Meagan Gray
- Division of Gastroenterology, Nutrition and Hepatology, Department of Medicine, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Fernando Bril
- Division of Endocrinology, Diabetes and Metabolism, Department of Medicine, University of Alabama at Birmingham, Birmingham, Alabama, USA
- UAB Comprehensive Diabetes Center, University of Alabama at Birmingham, Birmingham, Alabama, USA
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12
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Sergi CM. NAFLD (MASLD)/NASH (MASH): Does It Bother to Label at All? A Comprehensive Narrative Review. Int J Mol Sci 2024; 25:8462. [PMID: 39126031 PMCID: PMC11313354 DOI: 10.3390/ijms25158462] [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: 05/03/2024] [Revised: 07/29/2024] [Accepted: 07/30/2024] [Indexed: 08/12/2024] Open
Abstract
Nonalcoholic fatty liver disease (NAFLD), or metabolic dysfunction-associated steatotic liver disease (MASLD), is a liver condition that is linked to overweight, obesity, diabetes mellitus, and metabolic syndrome. Nonalcoholic steatohepatitis (NASH), or metabolic dysfunction-associated steatohepatitis (MASH), is a form of NAFLD/MASLD that progresses over time. While steatosis is a prominent histological characteristic and recognizable grossly and microscopically, liver biopsies of individuals with NASH/MASH may exhibit several other abnormalities, such as mononuclear inflammation in the portal and lobular regions, hepatocellular damage characterized by ballooning and programmed cell death (apoptosis), misfolded hepatocytic protein inclusions (Mallory-Denk bodies, MDBs), megamitochondria as hyaline inclusions, and fibrosis. Ballooning hepatocellular damage remains the defining feature of NASH/MASH. The fibrosis pattern is characterized by the initial expression of perisinusoidal fibrosis ("chicken wire") and fibrosis surrounding the central veins. Children may have an alternative form of progressive NAFLD/MASLD characterized by steatosis, inflammation, and fibrosis, mainly in Rappaport zone 1 of the liver acinus. To identify, synthesize, and analyze the scientific knowledge produced regarding the implications of using a score for evaluating NAFLD/MASLD in a comprehensive narrative review. The search for articles was conducted between 1 January 2000 and 31 December 2023, on the PubMed/MEDLINE, Scopus, Web of Science, and Cochrane databases. This search was complemented by a gray search, including internet browsers (e.g., Google) and textbooks. The following research question guided the study: "What are the basic data on using a score for evaluating NAFLD/MASLD?" All stages of the selection process were carried out by the single author. Of the 1783 articles found, 75 were included in the sample for analysis, which was implemented with an additional 25 articles from references and gray literature. The studies analyzed indicated the beneficial effects of scoring liver biopsies. Although similarity between alcoholic steatohepatitis (ASH) and NASH/MASH occurs, some patterns of hepatocellular damage seen in alcoholic disease of the liver do not happen in NASH/MASH, including cholestatic featuring steatohepatitis, alcoholic foamy degeneration, and sclerosing predominant hyaline necrosis. Generally, neutrophilic-rich cellular infiltrates, prominent hyaline inclusions and MDBs, cholestasis, and obvious pericellular sinusoidal fibrosis should favor the diagnosis of alcohol-induced hepatocellular injury over NASH/MASH. Multiple grading and staging methods are available for implementation in investigations and clinical trials, each possessing merits and drawbacks. The systems primarily used are the Brunt, the NASH CRN (NASH Clinical Research Network), and the SAF (steatosis, activity, and fibrosis) systems. Clinical investigations have utilized several approaches to link laboratory and demographic observations with histology findings with optimal platforms for clinical trials of rapidly commercialized drugs. It is promising that machine learning procedures (artificial intelligence) may be critical for developing new platforms to evaluate the benefits of current and future drug formulations.
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Affiliation(s)
- Consolato M. Sergi
- Department of Laboratory Medicine, University of Alberta, Edmonton, AB T6G 2B7, Canada; ; Tel.: +1-613-737-7600 (ext. 2427); Fax: +1-613-738-4837
- Children’s Hospital of Eastern Ontario, University of Ottawa, Ottawa, ON K1H 8L1, Canada
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13
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Siddiqi H, Huang DQ, Mittal N, Nourredin N, Bettencourt R, Madamba E, Amangurbanova M, Hernandez C, Sirlin C, Yin M, Loomba R. Repeatability of vibration-controlled transient elastography versus magnetic resonance elastography in patients with cirrhosis: A prospective study. Aliment Pharmacol Ther 2024; 60:484-491. [PMID: 38863232 DOI: 10.1111/apt.18118] [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: 04/23/2024] [Revised: 05/09/2024] [Accepted: 06/03/2024] [Indexed: 06/13/2024]
Abstract
BACKGROUND AND AIMS Magnetic resonance elastography (MRE) and vibration-controlled transient elastography (VCTE) have the potential to assess disease progression; however, repeatability data in people with cirrhosis are lacking. We aimed to assess the effect of disease severity on measurement variability and contribute to the evidentiary basis for the qualification of repeating liver stiffness measurements (LSM) in practice and research. METHODS This prospective study included 49 adult participants (58.3% female) with cirrhosis who underwent same-day repeat LSM examinations. The primary outcome was the same-day, same-operator repeatability coefficient% (RC%) and the within-case coefficient of variation (wCV) for each modality. Secondary outcomes include the intra-class correlation coefficient (ICC). The relationship between measurement variability (interquartile for VCTE, standard deviation for MRE) and disease severity (mean liver stiffness) was evaluated by linear regression with the coefficient of determination R2 reported. RESULTS Same-day repeat MRE and VCTE exams were prospectively conducted in 33 and 45 participants, respectively. The RC% appeared 82% higher for VCTE versus MRE (38% vs. 21%), with consistent findings in head-to-head analyses. The wCV for VCTE and MRE was 14% and 8% respectively, indicating VCTE has 75% higher within-subject measurement variation than MRE. ICC was excellent for LSM by VCTE (0.92) and MRE (0.96). Measurement variability increased with mean liver stiffness for VCTE (R2 = 0.78) and MRE (R2 = 0.93). CONCLUSION Both VCTE and MRE demonstrated increased measurement variability with disease severity. However, MRE outperformed VCTE in terms of technical repeatability in patients with cirrhosis. These repeatability estimates may improve the qualification of NITs in practice.
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Affiliation(s)
- Harris Siddiqi
- MASLD Research Center, Division of Gastroenterology, University of California at San Diego, La Jolla, California, USA
| | - Daniel Q Huang
- MASLD Research Center, Division of Gastroenterology, University of California at San Diego, La Jolla, California, USA
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Nikita Mittal
- MASLD Research Center, Division of Gastroenterology, University of California at San Diego, La Jolla, California, USA
| | - Nabil Nourredin
- MASLD Research Center, Division of Gastroenterology, University of California at San Diego, La Jolla, California, USA
| | - Ricki Bettencourt
- MASLD Research Center, Division of Gastroenterology, University of California at San Diego, La Jolla, California, USA
| | - Egbert Madamba
- MASLD Research Center, Division of Gastroenterology, University of California at San Diego, La Jolla, California, USA
| | - Maral Amangurbanova
- MASLD Research Center, Division of Gastroenterology, University of California at San Diego, La Jolla, California, USA
| | - Christie Hernandez
- MASLD Research Center, Division of Gastroenterology, University of California at San Diego, La Jolla, California, USA
| | - Claude Sirlin
- Liver Imaging Group, University of California at San Diego, La Jolla, California, USA
| | - Meng Yin
- Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Rohit Loomba
- MASLD Research Center, Division of Gastroenterology, University of California at San Diego, La Jolla, California, USA
- Division of Gastroenterology and Hepatology, University of California at San Diego, La Jolla, California, USA
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14
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Wang D, He R, Song Q, Diao H, Jin Y, Zhang A. Calcitriol Inhibits NaAsO 2 Triggered Hepatic Stellate Cells Activation and Extracellular Matrix Oversecretion by Activating Nrf2 Signaling Pathway Through Vitamin D Receptor. Biol Trace Elem Res 2024; 202:3601-3613. [PMID: 37968493 DOI: 10.1007/s12011-023-03957-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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/07/2023] [Accepted: 11/08/2023] [Indexed: 11/17/2023]
Abstract
Previous studies, including our own, have demonstrated that arsenic exposure can induce liver fibrosis, while the underlying mechanism remains unclear and there is currently no effective pharmacological intervention available. Recent research has demonstrated that vitamin D supplementation can ameliorate liver fibrosis caused by various etiologies, potentially through modulation of the Nrf2 signaling pathways. However, it remains unclear whether vitamin D intervention can mitigate arsenic-caused liver fibrosis. As is known hepatic stellate cells (HSCs) activation and extracellular matrix (ECM) deposition are pivotal in the pathogenesis of liver fibrosis. In this study, we investigated the intervention effect of calcitriol (a form of active vitamin D) on arsenite-triggered Lx-2 cells (a human hepatic stellate cell line) activation and ECM oversecretion. Additionally, we also elucidated the role and mechanism of Nrf2 antioxidant signaling pathway. Our results demonstrated that calcitriol intervention significantly inhibits Lx-2 cell activation and ECM oversecretion induced by arsenite exposure. Additionally, calcitriol activates Nrf2 and its downstream antioxidant enzyme expression in Lx-2 cells, thereby reducing ROS overproduction caused by arsenite exposure. Further investigation reveals that calcitriol activates the Nrf2 signaling pathway and inhibits arsenite-triggered Lx-2 cell activation and ECM oversecretion by targeting vitamin D receptor (VDR). In conclusion, this study has demonstrated that vitamin D intervention can effectively inhibit HSC activation and ECM oversecretion triggered by arsenite exposure through its antioxidant activity. This provides a novel strategy for targeted nutritional intervention in the treatment of arsenic-induced liver fibrosis.
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Affiliation(s)
- Dapeng Wang
- Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, School of Public Health, Guizhou Medical University, Guiyang, 550025, Guizhou, People's Republic of China.
- Collaborative Innovation Center for Prevention and Control of Endemic and Ethnic Regional Diseases Co-Constructed By the Province and Ministry, Guizhou Medical University, Guiyang, 550025, Guizhou, People's Republic of China.
| | - Rui He
- Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, School of Public Health, Guizhou Medical University, Guiyang, 550025, Guizhou, People's Republic of China
| | - Qian Song
- Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, School of Public Health, Guizhou Medical University, Guiyang, 550025, Guizhou, People's Republic of China
| | - Heng Diao
- Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, School of Public Health, Guizhou Medical University, Guiyang, 550025, Guizhou, People's Republic of China
| | - Ying Jin
- Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, School of Public Health, Guizhou Medical University, Guiyang, 550025, Guizhou, People's Republic of China
| | - Aihua Zhang
- Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, School of Public Health, Guizhou Medical University, Guiyang, 550025, Guizhou, People's Republic of China.
- Collaborative Innovation Center for Prevention and Control of Endemic and Ethnic Regional Diseases Co-Constructed By the Province and Ministry, Guizhou Medical University, Guiyang, 550025, Guizhou, People's Republic of China.
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15
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Nixdorf L, Hartl L, Ströhl S, Felsenreich DM, Mairinger M, Jedamzik J, Richwien P, Mozayani B, Semmler G, Balcar L, Schwarz M, Jachs M, Dominik N, Bichler C, Trauner M, Mandorfer M, Reiberger T, Langer FB, Bauer DJM, Prager G. Rapid improvement of hepatic steatosis and liver stiffness after metabolic/bariatric surgery: a prospective study. Sci Rep 2024; 14:17558. [PMID: 39080285 PMCID: PMC11289378 DOI: 10.1038/s41598-024-67415-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: 03/27/2024] [Accepted: 07/11/2024] [Indexed: 08/02/2024] Open
Abstract
Metabolic dysfunction-associated steatotic liver disease (MASLD) and related steatohepatitis (MASH) are common among obese patients and may improve after metabolic/bariatric surgery (MBS). 93 Patients undergoing MBS in 2021-2022 were prospectively enrolled. Liver stiffness measurement (LSM; via vibration-controlled transient elastography [VCTE], point [pSWE] and 2D [2DSWE] shear wave elastography) and non-invasive steatosis assessment (via controlled attenuation parameter [CAP]) were performed before (baseline [BL]) and three months (M3) after surgery. 93 patients (median age 40.9 years, 68.8% female, median BL-BMI: 46.0 kg/m2) were included. BL-liver biopsy showed MASLD in 82.8% and MASH in 34.4% of patients. At M3 the median relative total weight loss (%TWL) was 20.1% and the median BMI was 36.1 kg/m2. LSM assessed by VCTE and 2DSWE, as well as median CAP all decreased significantly from BL to M3 both in the overall cohort and among patients with MASH. There was a decrease from BL to M3 in median levels of ALT (34.0 U/L to 31 U/L; p = 0.025), gamma glutamyl transferase (BL: 30.0 to 21.0 U/L; p < 0.001) and MASLD fibrosis score (BL: - 0.97 to - 1.74; p < 0.001). Decreasing LSM and CAP, as well as liver injury markers suggest an improvement of MASLD/MASH as early as 3 months after MBS.
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Affiliation(s)
- Larissa Nixdorf
- Division of Visceral Surgery, Department of General Surgery, Medical University of Vienna, Vienna, Austria
| | - Lukas Hartl
- Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Stefanie Ströhl
- Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Daniel Moritz Felsenreich
- Division of Visceral Surgery, Department of General Surgery, Medical University of Vienna, Vienna, Austria
| | - Magdalena Mairinger
- Division of Visceral Surgery, Department of General Surgery, Medical University of Vienna, Vienna, Austria
| | - Julia Jedamzik
- Division of Visceral Surgery, Department of General Surgery, Medical University of Vienna, Vienna, Austria
| | - Paula Richwien
- Division of Visceral Surgery, Department of General Surgery, Medical University of Vienna, Vienna, Austria
| | - Behrang Mozayani
- Department of Pathology, Medical University of Vienna, Vienna, Austria
| | - Georg Semmler
- Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Lorenz Balcar
- Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Michael Schwarz
- Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Mathias Jachs
- Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Nina Dominik
- Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Christoph Bichler
- Division of Visceral Surgery, Department of General Surgery, Medical University of Vienna, Vienna, Austria
| | - Michael Trauner
- Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Mattias Mandorfer
- Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Thomas Reiberger
- Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria.
| | - Felix B Langer
- Division of Visceral Surgery, Department of General Surgery, Medical University of Vienna, Vienna, Austria
| | - David Josef Maria Bauer
- Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Gerhard Prager
- Division of Visceral Surgery, Department of General Surgery, Medical University of Vienna, Vienna, Austria
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Tagliaferro M, Marino M, Basile V, Pocino K, Rapaccini GL, Ciasca G, Basile U, Carnazzo V. New Biomarkers in Liver Fibrosis: A Pass through the Quicksand? J Pers Med 2024; 14:798. [PMID: 39201990 PMCID: PMC11355846 DOI: 10.3390/jpm14080798] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2024] [Revised: 07/12/2024] [Accepted: 07/27/2024] [Indexed: 09/03/2024] Open
Abstract
Chronic liver diseases (CLD) stem from various causes and lead to a gradual progression that ultimately may result in fibrosis and eventually cirrhosis. This process is typically prolonged and asymptomatic, characterized by the complex interplay among various cell types, signaling pathways, extracellular matrix components, and immune responses. With the prevalence of CLD increasing, diagnoses are often delayed, which leads to poor prognoses and in some cases, the need for liver transplants. Consequently, there is an urgent need for the development of novel, non-invasive methods for the diagnosis and monitoring of CLD. In this context, serum biomarkers-safer, repeatable, and more acceptable alternatives to tissue biopsies-are attracting significant research interest, although their clinical implementation is not yet widespread. This review summarizes the latest advancements in serum biomarkers for detecting hepatic fibrogenesis and advocates for concerted efforts to consolidate current knowledge, thereby providing patients with early, effective, and accessible diagnoses that facilitate personalized therapeutic strategies.
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Affiliation(s)
- Marzia Tagliaferro
- Dipartimento di Patologia Clinica, Ospedale Santa Maria Goretti, A.U.S.L. Latina, 04100 Latina, Italy; (M.T.); (V.C.)
| | - Mariapaola Marino
- Dipartimento di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, 00168 Rome, Italy; (M.M.); (G.L.R.)
- Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Università Cattolica del Sacro Cuore, 00168 Rome, Italy;
| | - Valerio Basile
- Clinical Pathology Unit and Cancer Biobank, Department of Research and Advanced Technologies, I.R.C.C.S. Regina Elena National Cancer Institute, 00144 Rome, Italy;
| | - Krizia Pocino
- Clinical Pathology Unit, San Pietro Fatebenefratelli Hospital, 00189 Rome, Italy;
| | - Gian Ludovico Rapaccini
- Dipartimento di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, 00168 Rome, Italy; (M.M.); (G.L.R.)
| | - Gabriele Ciasca
- Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Università Cattolica del Sacro Cuore, 00168 Rome, Italy;
- Dipartimento di Neuroscienze, Sezione di Fisica, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Umberto Basile
- Dipartimento di Patologia Clinica, Ospedale Santa Maria Goretti, A.U.S.L. Latina, 04100 Latina, Italy; (M.T.); (V.C.)
| | - Valeria Carnazzo
- Dipartimento di Patologia Clinica, Ospedale Santa Maria Goretti, A.U.S.L. Latina, 04100 Latina, Italy; (M.T.); (V.C.)
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17
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Dai R, Sun M, Lu M, Deng L. Deep learning for predicting fibrotic progression risk in diabetic individuals with metabolic dysfunction-associated steatotic liver disease initially free of hepatic fibrosis. Heliyon 2024; 10:e34150. [PMID: 39071617 PMCID: PMC11282990 DOI: 10.1016/j.heliyon.2024.e34150] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Revised: 07/04/2024] [Accepted: 07/04/2024] [Indexed: 07/30/2024] Open
Abstract
Objective Metabolic dysfunction-associated steatotic liver disease (MASLD) significantly impacts patients with type 2 diabetes mellitus (T2DM), where current non-invasive assessment methods show limited predictive power for future fibrotic progression. This study aims to develop an enhanced deep learning (DL) model that integrates ultrasound elastography images with clinical data, refining the prediction of fibrotic progression in T2DM patients with MASLD who initially exhibit no signs of hepatic fibrosis. Methods We enrolled 946 diabetic MASLD patients without advanced fibrosis, confirmed by initial liver stiffness measurements (LSM) below 6.5 kPa. Patients were divided into a training dataset of 671 and a testing dataset of 275. Hepatic shear wave elastography (SWE) images measured liver stiffness, classifying participants based on progression. A DL integrated model (DI-model) combining SWE images and clinical data was trained and its predictive performance compared with individual Image and Tabular models, as well as a logistic regression model on the testing dataset. Results Fibrotic progression was observed in 18.1 % of patients over three years. During the training phase, the DI-model outperformed other models, achieving the lowest validation loss of 0.161 and highest accuracy of 0.933 through cross-validation. In the testing phase, it demonstrated robust discrimination with AUCs of 0.884 and 0.903 for the receiver operating characteristic and precision-recall curves, respectively, clearly outperforming other models. Shapley analysis identified BMI, LSM, and glycated hemoglobin as critical predictors. Conclusion The DI-model significantly enhances the prediction of future fibrotic progression in diabetic MASLD patients, demonstrating the benefit of combining clinical and imaging data for early diagnosis and intervention.
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Affiliation(s)
- Ruihong Dai
- Department of Ultrasound, Meng Cheng County Hospital of Chinese Medicine, Bozhou City, Anhui Province, China
| | - Miaomiao Sun
- Department of Ultrasound, Meng Cheng County Hospital of Chinese Medicine, Bozhou City, Anhui Province, China
| | - Mei Lu
- Department of Ultrasound, Meng Cheng County Hospital of Chinese Medicine, Bozhou City, Anhui Province, China
| | - Lanhua Deng
- Department of Ultrasound, Meng Cheng County Hospital of Chinese Medicine, Bozhou City, Anhui Province, China
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Fang JX, Han Y, Meng J, Zou HM, Hu X, Han YX, Huang F, Gu Q, Wang SJ. Relationship between non-alcoholic fatty liver and progressive fibrosis and serum 25-hydroxy vitamin D in patients with type 2 diabetes mellitus. BMC Endocr Disord 2024; 24:108. [PMID: 38982394 PMCID: PMC11234559 DOI: 10.1186/s12902-024-01640-2] [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: 04/24/2024] [Accepted: 07/02/2024] [Indexed: 07/11/2024] Open
Abstract
OBJECTIVE We aimed to analyze the relationship between non-alcoholic fatty liver and progressive fibrosis and serum 25-hydroxy vitamin D (25(OH)D) in patients with type 2 diabetes mellitus. METHODS A total of 184 patients with T2DM who were hospitalized in the Department of Endocrinology of the ShiDong Clinical Hospital between January 2023 and June 2023 were selected. We compared review of anthropometric, biochemical, and inflammatory parameters and non-invasive scores between groups defined by ultrasound NAFLD severity grades.We determine the correlation between 25(OH)D and FLI and FIB-4 scores, respectively. RESULTS Statistically significant differences were seen between BMI, WC, C-peptide levels, FPG, ALT, serum 25(OH)D, TC, HDL, lumbar spine bone density, FLI, and FIB-4 in different degrees of NAFLD. Multivariate logistic regression analysis showed that 25(OH)D (OR = 1.26, p = 0.001), age (OR = 0.93, P < 0.001) and BMI (OR = 1.04, p = 0.007) were independent predictors of NAFLD in patients with T2DM. CONCLUSIONS This study revealed the correlation between serum 25(OH)D levels and NAFLD in patients with T2DM. We also demonstrated that serum 25(OH)D levels were negatively correlated with FLI/FIB-4 levels in patients with T2DM with NAFLD, suggesting that vitamin D deficiency may promote hepatic fibrosis progression in T2DM with NAFLD.
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Affiliation(s)
- Jing-Xian Fang
- Endocrinology and Metabolism, Yangpu District Shidong Hospital of Shanghai, No.999, Shiguang Road, Yangpu District, Shanghai, 200438, China
| | - Yu Han
- Endocrinology and Metabolism, Yangpu District Shidong Hospital of Shanghai, No.999, Shiguang Road, Yangpu District, Shanghai, 200438, China
| | - Jian Meng
- Endocrinology and Metabolism, Yangpu District Shidong Hospital of Shanghai, No.999, Shiguang Road, Yangpu District, Shanghai, 200438, China
| | - Hui-Ming Zou
- Endocrinology and Metabolism, Yangpu District Shidong Hospital of Shanghai, No.999, Shiguang Road, Yangpu District, Shanghai, 200438, China
| | - Xue Hu
- Endocrinology and Metabolism, Yangpu District Shidong Hospital of Shanghai, No.999, Shiguang Road, Yangpu District, Shanghai, 200438, China
| | - Yue-Xia Han
- Endocrinology and Metabolism, Yangpu District Shidong Hospital of Shanghai, No.999, Shiguang Road, Yangpu District, Shanghai, 200438, China
| | - Fang Huang
- Endocrinology and Metabolism, Yangpu District Shidong Hospital of Shanghai, No.999, Shiguang Road, Yangpu District, Shanghai, 200438, China
| | - Qing Gu
- Endocrinology and Metabolism, Yangpu District Shidong Hospital of Shanghai, No.999, Shiguang Road, Yangpu District, Shanghai, 200438, China.
| | - Sui-Jun Wang
- Endocrinology and Metabolism, Yangpu District Shidong Hospital of Shanghai, No.999, Shiguang Road, Yangpu District, Shanghai, 200438, China.
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Chang YP, Liu CH, Huang CB, Lee JY, Liu CJ, Su TH, Huang SC, Tseng TC, Chen PJ, Kao JH. Serum Mac-2 binding protein glycosylation isomer dynamics in patients achieving sustained virologic response for hepatitis C virus. J Gastroenterol Hepatol 2024. [PMID: 38987197 DOI: 10.1111/jgh.16680] [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: 04/29/2024] [Revised: 06/10/2024] [Accepted: 07/02/2024] [Indexed: 07/12/2024]
Abstract
BACKGROUND AND AIM Understanding the dynamics of serum Mac-2 binding protein glycosylation isomer (M2BPGi) remains pivotal for hepatitis C virus (HCV) patients' post-sustained virologic response (SVR12) through direct-acting antivirals (DAAs). METHODS We compared areas under receiver operating characteristic curves (AUROCs) of M2BPGi, FIB-4, and APRI and assess M2BPGi cutoff levels in predicting fibrosis stages of ≥F3 and F4 utilizing transient elastography in 638 patients. Variations in M2BPGi levels from pretreatment to SVR12 and their association with pretreatment alanine transaminase (ALT) levels and fibrosis stage were investigated. RESULTS The AUROCs of M2BPGi were comparable to FIB-4 in predicting ≥F3 (0.914 vs 0.902, P = 0.48) and F4 (0.947 vs 0.915, P = 0.05) but were superior to APRI in predicting ≥F3 (0.914 vs 0.851, P = 0.001) and F4 (0.947 vs 0.857, P < 0.001). Using M2BPGi cutoff values of 2.83 and 3.98, fibrosis stages of ≥F3 and F4 were confirmed with a positive likelihood ratio ≥10. The median M2BPGi change was -0.55. Patients with ALT levels ≥5 times ULN or ≥F3 demonstrated more pronounced median decreases in M2BPGi level compared to those with ALT levels 2-5 times ULN and <2 times ULN (-0.97 vs -0.68 and -0.44; P < 0.001) or with < F3 (-1.52 vs -0.44; P < 0.001). CONCLUSIONS Serum M2BPGi is a reliable marker for advanced hepatic fibrosis. Following viral clearance, there is a notable M2BPGi decrease, with the extent of reduction influenced by ALT levels and fibrosis stage.
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Affiliation(s)
- Yu-Ping Chang
- Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
| | - Chen-Hua Liu
- Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
- Hepatitis Research Center, National Taiwan University Hospital, Taipei, Taiwan
- Department of Internal Medicine, National Taiwan University Hospital, Yun-Lin Branch, Douliou, Taiwan
| | - Chiuan-Bo Huang
- Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
| | - Ji-Yuh Lee
- Department of Internal Medicine, National Taiwan University Hospital, Yun-Lin Branch, Douliou, Taiwan
| | - Chun-Jen Liu
- Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
- Hepatitis Research Center, National Taiwan University Hospital, Taipei, Taiwan
- Graduate Institute of Clinical Medicine, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Tung-Hung Su
- Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
- Hepatitis Research Center, National Taiwan University Hospital, Taipei, Taiwan
| | - Shang-Chin Huang
- Hepatitis Research Center, National Taiwan University Hospital, Taipei, Taiwan
- Department of Internal Medicine, National Taiwan University Hospital Bei-Hu Branch, Taipei, Taiwan
| | - Tai-Chung Tseng
- Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
- Hepatitis Research Center, National Taiwan University Hospital, Taipei, Taiwan
- Department of Medical Research, National Taiwan University Hospital, Taipei, Taiwan
| | - Pei-Jer Chen
- Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
- Hepatitis Research Center, National Taiwan University Hospital, Taipei, Taiwan
- Graduate Institute of Clinical Medicine, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Jia-Horng Kao
- Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
- Hepatitis Research Center, National Taiwan University Hospital, Taipei, Taiwan
- Graduate Institute of Clinical Medicine, National Taiwan University College of Medicine, Taipei, Taiwan
- Department of Medical Research, National Taiwan University Hospital, Taipei, Taiwan
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20
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Tarchi SM, Salvatore M, Lichtenstein P, Sekar T, Capaccione K, Luk L, Shaish H, Makkar J, Desperito E, Leb J, Navot B, Goldstein J, Laifer S, Beylergil V, Ma H, Jambawalikar S, Aberle D, D'Souza B, Bentley-Hibbert S, Marin MP. Radiology of fibrosis part II: abdominal organs. J Transl Med 2024; 22:610. [PMID: 38956593 PMCID: PMC11218138 DOI: 10.1186/s12967-024-05346-w] [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: 02/12/2024] [Accepted: 05/25/2024] [Indexed: 07/04/2024] Open
Abstract
Fibrosis is the aberrant process of connective tissue deposition from abnormal tissue repair in response to sustained tissue injury caused by hypoxia, infection, or physical damage. It can affect almost all organs in the body causing dysfunction and ultimate organ failure. Tissue fibrosis also plays a vital role in carcinogenesis and cancer progression. The early and accurate diagnosis of organ fibrosis along with adequate surveillance are helpful to implement early disease-modifying interventions, important to reduce mortality and improve quality of life. While extensive research has already been carried out on the topic, a thorough understanding of how this relationship reveals itself using modern imaging techniques has yet to be established. This work outlines the ways in which fibrosis shows up in abdominal organs and has listed the most relevant imaging technologies employed for its detection. New imaging technologies and developments are discussed along with their promising applications in the early detection of organ fibrosis.
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Affiliation(s)
- Sofia Maria Tarchi
- Department of Biomedical Sciences, Humanitas University, Milan, Italy.
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA.
| | - Mary Salvatore
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
| | - Philip Lichtenstein
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
| | - Thillai Sekar
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
| | - Kathleen Capaccione
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
| | - Lyndon Luk
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
| | - Hiram Shaish
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
| | - Jasnit Makkar
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
| | - Elise Desperito
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
| | - Jay Leb
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
| | - Benjamin Navot
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
| | - Jonathan Goldstein
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
| | - Sherelle Laifer
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
| | - Volkan Beylergil
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
| | - Hong Ma
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
| | - Sachin Jambawalikar
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
| | - Dwight Aberle
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
| | - Belinda D'Souza
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
| | | | - Monica Pernia Marin
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
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Velarde-Ruiz Velasco JA, Crespo J, Montaño-Loza A, Aldana-Ledesma JM, Cano-Contreras AD, Cerda-Reyes E, Fernández Pérez NJ, Castro-Narro GE, García-Jiménez ES, Lira-Vera JE, López-Méndez YI, Meza-Cardona J, Moreno-Alcántar R, Pérez-Escobar J, Pérez-Hernández JL, Tapia-Calderón DK, Higuera-de-la-Tijera F. Position paper on perioperative management and surgical risk in the patient with cirrhosis. REVISTA DE GASTROENTEROLOGIA DE MEXICO (ENGLISH) 2024; 89:418-441. [PMID: 39003101 DOI: 10.1016/j.rgmxen.2024.05.001] [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: 02/20/2024] [Accepted: 05/02/2024] [Indexed: 07/15/2024]
Abstract
INTRODUCTION Management of the patient with cirrhosis of the liver that requires surgical treatment has been relatively unexplored. In Mexico, there is currently no formal stance or expert recommendations to guide clinical decision-making in this context. AIMS The present position paper reviews the existing evidence on risks, prognoses, precautions, special care, and specific management or procedures for patients with cirrhosis that require surgical interventions or invasive procedures. Our aim is to provide recommendations by an expert panel, based on the best published evidence, and consequently ensure timely, quality, efficient, and low-risk care for this specific group of patients. RESULTS Twenty-seven recommendations were developed that address preoperative considerations, intraoperative settings, and postoperative follow-up and care. CONCLUSIONS The assessment and care of patients with cirrhosis that require major surgical or invasive procedures should be overseen by a multidisciplinary team that includes the anesthesiologist, hepatologist, gastroenterologist, and clinical nutritionist. With respect to decompensated patients, a nephrology specialist may be required, given that kidney function is also a parameter involved in the prognosis of these patients.
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Affiliation(s)
- J A Velarde-Ruiz Velasco
- Servicio de Gastroenterología, Hospital Civil de Guadalajara Fray Antonio Alcalde, Guadalajara, Jalisco, Mexico
| | - J Crespo
- Servicio de Aparato Digestivo, Hospital Universitario Marqués de Valdecilla, IDIVAL, Santander, Spain
| | - A Montaño-Loza
- División de Gastroenterología y Hepatología, Hospital de la Universidad de Alberta, Alberta, Canada
| | - J M Aldana-Ledesma
- Servicio de Gastroenterología, Hospital Civil de Guadalajara Fray Antonio Alcalde, Guadalajara, Jalisco, Mexico
| | - A D Cano-Contreras
- Instituto de Investigaciones Médico Biológicas, Universidad Veracruzana, Veracruz, Veracruz, Mexico
| | | | | | - G E Castro-Narro
- Departamento de Gastroenterología, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
| | - E S García-Jiménez
- Servicio de Gastroenterología, Hospital Civil de Guadalajara Fray Antonio Alcalde, Guadalajara, Jalisco, Mexico
| | - J E Lira-Vera
- Servicio de Gastroenterología y Hepatología, Hospital Central «Dr. Ignacio Morones Prieto», San Luis Potosí, San Luis Potosí, Mexico
| | - Y I López-Méndez
- Departamento de Gastroenterología, Medica Sur, Mexico City, Mexico
| | - J Meza-Cardona
- Departamento de Gastroenterología, Hospital Español, Mexico City, Mexico
| | - R Moreno-Alcántar
- Departamento de Gastroenterología, Hospital de Especialidades «Dr. Bernando Sepúlveda», UMAE Centro Médico Nacional Siglo XXI, IMSS, Mexico City, Mexico
| | - J Pérez-Escobar
- Servicio de Gastroenterología y Unidad de Trasplante Hepático, Hospital Juárez de México, Mexico City, Mexico
| | - J L Pérez-Hernández
- Servicio de Gastroenterología y Hepatología, Hospital General de México «Dr. Eduardo Liceaga», Mexico City, Mexico
| | - D K Tapia-Calderón
- Servicio de Gastroenterología, Hospital Civil de Guadalajara Fray Antonio Alcalde, Guadalajara, Jalisco, Mexico
| | - F Higuera-de-la-Tijera
- Servicio de Gastroenterología y Hepatología, Hospital General de México «Dr. Eduardo Liceaga», Mexico City, Mexico.
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22
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Zhang X, Dai Z, Xiao X, Zeng Z, Yang Y, Gao Z, Jiang Y, Gong G, Zhang M. Expression and predictive value of serum core fucosylated low molecular weight kininogen and alpha-galactosylated antibodies in patients with hepatic fibrosis. ZHONG NAN DA XUE XUE BAO. YI XUE BAN = JOURNAL OF CENTRAL SOUTH UNIVERSITY. MEDICAL SCIENCES 2024; 49:903-913. [PMID: 39311786 PMCID: PMC11420974 DOI: 10.11817/j.issn.1672-7347.2024.240018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 09/26/2024]
Abstract
OBJECTIVES Hepatic fibrosis is a common pathological basis for many chronic liver diseases and can progress to cirrhosis, a leading cause of mortality in liver diseases. Early identification and reversal of hepatic fibrosis are key in the treatment of chronic liver disease. This study aims to compare the expression levels of serum core fucosylated low molecular weight kininogen (LMWK-Fc) and alpha-galactosylated (α-Gal) antibodies in patients with hepatic fibrosis at different stages, and to evaluate their diagnostic efficacy for hepatic fibrosis. METHODS A retrospective analysis was conducted on 275 patients with chronic liver disease who visited the Department of Infectious Diseases at the Second Xiangya Hospital of Central South University between June 2022 and March 2023. Among these, 115 patients underwent liver biopsy. Based on the extent of collagen deposition and its impact on liver structure and microcirculation, patients were staged from 0 to 4: S0 (no significant collagen deposition in liver tissues; liver structure and microcirculation are normal), S1 (mild collagen deposition in liver tissues, with partial disruption of lobule structure, but microcirculation remains largely normal), S2 (moderate collagen deposition in liver tissues, with partial disruption of lobule structure and microcirculation), S3 (extensive collagen deposition in liver tissues, with substantial disruption of lobule structure and microcirculation), and S4 (development of cirrhosis, with heavy collagen deposition, complete disruption of lobule structure, and severe impairment of microcirculation). Patients were grouped as no fibrosis (S0), fibrosis (S1-S2), and significant fibrosis (S3-S4). For the 160 patients without liver biopsy, they were categorized based on liver stiffness measurement (LSM) value: no fibrosis (F0: LSM<7.3 kPa), fibrosis (F1-F2: LSM 7.3-12.4 kPa), and significant fibrosis (F3-F4: LSM>12.4 kPa). Demographic data (age, gender) and laboratory indicators (alanine transaminase, aspartate transaminase, gamma-glutamyl transferase, alkaline phosphatase, alpha-fetoprotein, platelet count) were collected to calculate the fibrosis-4 index (FIB-4) and aspartate aminotransferase-to-platelet ratio index (APRI). Serum LMWK-Fc and α-Gal antibodies were measured and compared across the groups, and their correlation with fibrosis severity was analyzed. The receiver operating characteristic (ROC) curve was used to assess the predictive value of serum LMWK-Fc and α-Gal antibody levels for hepatic fibrosis. RESULTS Among the 160 patients without complete liver biopsy, serum α-Gal antibody and LMWK-Fc levels increased progressively from the no fibrosis group to the significant fibrosis group, with statistically significant differences (P<0.05). Among the 115 patients with liver biopsy, serum LMWK-Fc levels were significantly higher in the fibrosis group and the significant fibrosis groups compared with the no fibrosis group, and α-Gal antibody levels were significantly higher in the significant fibrosis group compared with the no fibrosis group and the fibrosis group (P<0.001, P=0.032, respectively). Univariate and multivariate linear regression analyses showed that hepatic fibrosis was correlated with gender and LMWK-Fc levels (both P<0.05), but not with age, α-Gal antibody levels, FIB-4, or APRI (all P>0.05). CONCLUSIONS The expression levels of serum LMWK-Fc and α-Gal antibodies vary across different stages of hepatic fibrosis, suggesting a potential association with fibrosis progression. LMWK-Fc levels have a certain predictive value for the diagnosis of hepatic fibrosis.
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Affiliation(s)
- Xiangling Zhang
- Department of Infectious Diseases, Second Xiangya Hospital, Central South University, Changsha 410011, China.
| | - Zhongshang Dai
- Department of Infectious Diseases, Second Xiangya Hospital, Central South University, Changsha 410011, China
| | - Xinqiang Xiao
- Department of Infectious Diseases, Second Xiangya Hospital, Central South University, Changsha 410011, China
| | - Zhihao Zeng
- Department of Infectious Diseases, Second Xiangya Hospital, Central South University, Changsha 410011, China
| | - Yao Yang
- Department of Infectious Diseases, Second Xiangya Hospital, Central South University, Changsha 410011, China
| | - Zhi Gao
- Department of Infectious Diseases, Second Xiangya Hospital, Central South University, Changsha 410011, China
| | - Yongfang Jiang
- Department of Infectious Diseases, Second Xiangya Hospital, Central South University, Changsha 410011, China
| | - Guozhong Gong
- Department of Infectious Diseases, Second Xiangya Hospital, Central South University, Changsha 410011, China
| | - Min Zhang
- Department of Infectious Diseases, Second Xiangya Hospital, Central South University, Changsha 410011, China.
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23
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Nian L, Li W, Zhang C, Li L, Zhang G, Xiao J. 3D-Printed SERS Chips for Highly Specific Detection of Denatured Type I and IV Collagens in Blood for Early Hepatic Fibrosis Diagnosis. ACS Sens 2024; 9:3272-3281. [PMID: 38836565 DOI: 10.1021/acssensors.4c00623] [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: 06/06/2024]
Abstract
Hepatic fibrosis, the insidious progression of chronic liver scarring leading to life-threatening cirrhosis and hepatocellular carcinoma, necessitates the urgent development of noninvasive and precise diagnostic methodologies. Denatured collagen emerges as a critical biomarker in the pathogenesis of hepatic fibrosis. Herein, we have for the first time developed 3D-printed collagen capture chips for highly specific surface-enhanced Raman scattering (SERS) detection of denatured type I and type IV collagen in blood, facilitating the early diagnosis of hepatic fibrosis. Employing a novel blend of denatured collagen-targeting peptide-modified silver nanoparticle probes (Ag@DCTP) and polyethylene glycol diacrylate (PEGDA), we engineered a robust ink for the 3D fabrication of these collagen capture chips. The chips are further equipped with specialized SERS peptide probes, Ag@ICTP@R1 (S-I) and Ag@IVCTP@R2 (S-IV), tailored for the targeted detection of type I and IV collagen, respectively. The SERS chip platform demonstrated exceptional specificity and sensitivity in capturing and detecting denatured type I and IV collagen, achieving detection limits of 3.5 ng/mL for type I and 3.2 ng/mL for type IV collagen within a 10-400 ng/mL range. When tested on serum samples from hepatic fibrosis mouse models across a spectrum of fibrosis stages (S0-S4), the chips consistently measured denatured type I collagen and detected a progressive increase in type IV collagen concentration, which correlated with the severity of fibrosis. This novel strategy establishes a benchmark for the multiplexed detection of collagen biomarkers, enhancing our capacity to assess the stages of hepatic fibrosis.
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Affiliation(s)
- Linge Nian
- State Key Laboratory of Applied Organic Chemistry, College of Chemistry and Chemical Engineering, Lanzhou University, Lanzhou 730000, P. R. China
- School of Life Sciences, Lanzhou University, Lanzhou 730000, P. R. China
| | - Wenhua Li
- State Key Laboratory of Applied Organic Chemistry, College of Chemistry and Chemical Engineering, Lanzhou University, Lanzhou 730000, P. R. China
| | - Chunxia Zhang
- Tianjin Baogang Rare Earth Research Institute Company, Limited, Beijing 100022, P. R. China
| | - Lu Li
- Tianjin Baogang Rare Earth Research Institute Company, Limited, Beijing 100022, P. R. China
| | - Guangrui Zhang
- Tianjin Baogang Rare Earth Research Institute Company, Limited, Beijing 100022, P. R. China
| | - Jianxi Xiao
- State Key Laboratory of Applied Organic Chemistry, College of Chemistry and Chemical Engineering, Lanzhou University, Lanzhou 730000, P. R. China
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24
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Kutaiba N, Tran A, Ashraf S, Con D, Lokan J, Goodwin M, Testro A, Egan G, Lim R. Computed Tomography-Derived Extracellular Volume Fraction and Splenic Size for Liver Fibrosis Staging. J Comput Assist Tomogr 2024:00004728-990000000-00328. [PMID: 38858799 DOI: 10.1097/rct.0000000000001631] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/12/2024]
Abstract
OBJECTIVE Extracellular volume fraction (fECV) and liver and spleen size have been correlated with liver fibrosis stages and cirrhosis. The purpose of the current study was to determine the predictive value of fECV alone and in conjunction with measurement of liver and spleen size for severity of liver fibrosis. METHODS This was a retrospective study of 95 subjects (65 with liver biopsy and 30 controls). Spearman rank correlation coefficient was used to assess correlation between radiological markers and fibrosis stage. Receiver operating characteristic analysis was performed to assess the discriminative ability of radiological markers for significant (F2+) and advanced (F3+) fibrosis and cirrhosis (F4), by reporting the area under the curve (AUC). RESULTS The cohort had a mean age of 51.4 ± 14.4 years, and 52 were female (55%). There were 36, 5, 6, 9, and 39 in fibrosis stages F0, F1, F2, F3, and F4, respectively. Spleen volume alone showed the highest correlation (r = 0.552, P < 0.001) and AUCs of 0.823, 0.807, and 0.785 for identification of significant and advanced fibrosis and cirrhosis, respectively. Adding fECV to spleen length improved AUCs (0.764, 0.745, and 0.717 to 0.812, 0.781, and 0.738, respectively) compared with splenic length alone. However, adding fECV to spleen volume did not improve the AUCs for significant or advanced fibrosis or cirrhosis. CONCLUSIONS Spleen size (measured in length or volume) showed better correlation with liver fibrosis stages compared with fECV. The combination of fECV and spleen length had higher accuracy compared with fECV alone or spleen length alone.
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Affiliation(s)
| | - Anthony Tran
- From the Department of Radiology, Austin Health, Heidelberg, Victoria
| | - Saad Ashraf
- From the Department of Radiology, Austin Health, Heidelberg, Victoria
| | | | - Julie Lokan
- Anatomical Pathology, Austin Health, Heidelberg
| | | | | | - Gary Egan
- Monash Biomedical Imaging, Monash University, Clayton, Victoria, Australia
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25
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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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Pearson M, Nobes J, Macpherson I, Gold L, Miller M, Dow E, Dillon JF. Enhanced liver fibrosis (ELF) score predicts hepatic decompensation and mortality. JHEP Rep 2024; 6:101062. [PMID: 38826498 PMCID: PMC11141136 DOI: 10.1016/j.jhepr.2024.101062] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/03/2024] [Revised: 02/22/2024] [Accepted: 03/05/2024] [Indexed: 06/04/2024] Open
Abstract
Background & Aims In community pathways for detection of liver disease the most common reason for referral is fibrosis assessment. We investigated the impact of adding the Enhanced Liver Fibrosis (ELF) score as a second-line test (subsequent to an indeterminate or high Fibrosis-4 index [FIB-4] and/or non-alcoholic fatty liver disease fibrosis score) to guide referral and prognostication in our multi-aetiology pathway. Methods Patients with ELF results from the intelligent Liver Function Testing (iLFT) pathway were recruited. Case note review was undertaken to compare ELF with endpoints of cirrhosis, hepatic decompensation, and mortality (liver-related and all-cause death). Results In total, 1,327 individuals were included with a median follow-up of 859 days and median ELF score of 10.2. Overall sensitivity for cirrhosis at the 9.8 threshold was 94% (100% for metabolic-associated steatotic liver disease, 89% for alcohol-related liver disease). Determination of the ELF score as a second-line test reduced the referral rate by 34%. ELF scores predicted hepatic outcomes; each unit change was associated with increased decompensation (adjusted Hazard Ratio [aHR] 2.215, 95% CI: 1.934-2.537) and liver-related mortality (aHR 2.024, 95% CI: 1.674-2.446). ELF outperformed FIB-4 for risk of liver-related mortality, particularly in the short-term (area under the curve [AUC] 94.3% vs. 82.8% at six months). Where FIB-4 was indeterminate, ELF had higher AUC for all outcomes within at least 2 years. ELF ≥13 was associated with particularly high rates of decompensation (26% within 90 days) and all-cause mortality (38% at 1 year). Conclusions The addition of ELF reduced the number of individuals referred for fibrosis assessment following iLFT pathway testing and provided useful prognostic information. Individuals with ELF scores ≥13 were considered at high-risk of negative outcomes warranting urgent clinical assessment. Impact and implications Primary care pathways for suspected liver disease are increasingly common and often lead to increased specialist hepatology referrals for fibrosis assessment. This study, using clinical follow-up for liver-related outcomes, provides further evidence supporting ELF testing to safely reduce referrals in a two-step approach when combined with other simple fibrosis markers. Additionally, ELF scores predict liver-related morbidity and mortality, with ELF scores ≥13 indicating particularly high-risk patients. This study may help inform the implementation of diagnostic pathways for early detection of liver disease and highlights the need for urgent review of individuals with very high ELF scores.
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Affiliation(s)
| | - Jennifer Nobes
- Department of Blood Sciences, NHS Tayside, Dundee, Scotland, UK
- Gut Group, Division of Molecular and Cellular Medicine, University of Dundee, Dundee, Scotland, UK
| | - Iain Macpherson
- Gut Group, Division of Molecular and Cellular Medicine, University of Dundee, Dundee, Scotland, UK
| | - Lucy Gold
- School of Medicine, University of Dundee, Dundee, Scotland, UK
| | - Michael Miller
- Department of Gastroenterology and Hepatology, NHS Tayside, Dundee, Scotland, UK
| | - Ellie Dow
- Department of Blood Sciences, NHS Tayside, Dundee, Scotland, UK
| | - John F. Dillon
- Gut Group, Division of Molecular and Cellular Medicine, University of Dundee, Dundee, Scotland, UK
- Department of Gastroenterology and Hepatology, NHS Tayside, Dundee, Scotland, UK
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Zhang X, Chen S, Zhang P, Wang C, Wang Q, Zhou X. Staging of Liver Fibrosis Based on Energy Valley Optimization Multiple Stacking (EVO-MS) Model. Bioengineering (Basel) 2024; 11:485. [PMID: 38790352 PMCID: PMC11117710 DOI: 10.3390/bioengineering11050485] [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: 04/23/2024] [Revised: 05/09/2024] [Accepted: 05/10/2024] [Indexed: 05/26/2024] Open
Abstract
Currently, staging the degree of liver fibrosis predominantly relies on liver biopsy, a method fraught with potential risks, such as bleeding and infection. With the rapid development of medical imaging devices, quantification of liver fibrosis through image processing technology has become feasible. Stacking technology is one of the effective ensemble techniques for potential usage, but precise tuning to find the optimal configuration manually is challenging. Therefore, this paper proposes a novel EVO-MS model-a multiple stacking ensemble learning model optimized by the energy valley optimization (EVO) algorithm to select most informatic features for fibrosis quantification. Liver contours are profiled from 415 biopsied proven CT cases, from which 10 shape features are calculated and inputted into a Support Vector Machine (SVM) classifier to generate the accurate predictions, then the EVO algorithm is applied to find the optimal parameter combination to fuse six base models: K-Nearest Neighbors (KNNs), Decision Tree (DT), Naive Bayes (NB), Extreme Gradient Boosting (XGB), Gradient Boosting Decision Tree (GBDT), and Random Forest (RF), to create a well-performing ensemble model. Experimental results indicate that selecting 3-5 feature parameters yields satisfactory results in classification, with features such as the contour roundness non-uniformity (Rmax), maximum peak height of contour (Rp), and maximum valley depth of contour (Rm) significantly influencing classification accuracy. The improved EVO algorithm, combined with a multiple stacking model, achieves an accuracy of 0.864, a precision of 0.813, a sensitivity of 0.912, a specificity of 0.824, and an F1-score of 0.860, which demonstrates the effectiveness of our EVO-MS model in staging the degree of liver fibrosis.
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Affiliation(s)
- Xuejun Zhang
- School of Computer, Electronics and Information, Guangxi University, Nanning 530004, China; (X.Z.); (P.Z.); (C.W.)
- Guangxi Key Laboratory of Multimedia Communications and Network Technology, Guangxi University, Nanning 530004, China
| | - Shengxiang Chen
- School of Computer, Electronics and Information, Guangxi University, Nanning 530004, China; (X.Z.); (P.Z.); (C.W.)
| | - Pengfei Zhang
- School of Computer, Electronics and Information, Guangxi University, Nanning 530004, China; (X.Z.); (P.Z.); (C.W.)
| | - Chun Wang
- School of Computer, Electronics and Information, Guangxi University, Nanning 530004, China; (X.Z.); (P.Z.); (C.W.)
| | - Qibo Wang
- School of Computer, Electronics and Information, Guangxi University, Nanning 530004, China; (X.Z.); (P.Z.); (C.W.)
| | - Xiangrong Zhou
- Department of Electrical, Electronic and Computer Engineering, Gifu University, Gifu 501-1193, Japan;
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Nobes J, Leith D, Handjiev S, Dillon JF, Dow E. Intelligent Liver Function Testing (iLFT): An Intelligent Laboratory Approach to Identifying Chronic Liver Disease. Diagnostics (Basel) 2024; 14:960. [PMID: 38732374 PMCID: PMC11083526 DOI: 10.3390/diagnostics14090960] [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: 04/11/2024] [Revised: 04/29/2024] [Accepted: 05/02/2024] [Indexed: 05/13/2024] Open
Abstract
The intelligent Liver Function Testing (iLFT) pathway is a novel, algorithm-based system which provides automated laboratory investigations and clinical feedback on abnormal liver function test (LFT) results from primary care. iLFT was introduced to NHS Tayside, Scotland, in August 2018 in response to vast numbers of abnormal LFTs, many of which were not appropriately investigated, coupled with rising mortality from chronic liver disease. Here, we outline the development and implementation of the iLFT pathway, considering the implications for the diagnostic laboratories, primary care services and specialist hepatology clinics. Additionally, we describe the utility, outcomes and evolution of iLFT, which was used over 11,000 times in its first three years alone. Finally, we will consider the future of iLFT and propose areas where similar 'intelligent' approaches could be used to add value to laboratory investigations.
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Affiliation(s)
- Jennifer Nobes
- Department of Blood Sciences, NHS Tayside, Ninewells Hospital, Dundee DD1 9SY, UK
- Population Health & Genomics, School of Medicine, University of Dundee, Dundee DD1 9SY, UK
| | - Damien Leith
- Department of Gastroenterology and Hepatology, NHS Tayside, Ninewells Hospital, Dundee DD1 9SY, UK
- Gut Group, School of Medicine, University of Dundee, Dundee DD1 9SY, UK
| | - Sava Handjiev
- Department of Blood Sciences, NHS Tayside, Ninewells Hospital, Dundee DD1 9SY, UK
- Gut Group, School of Medicine, University of Dundee, Dundee DD1 9SY, UK
| | - John F. Dillon
- Department of Gastroenterology and Hepatology, NHS Tayside, Ninewells Hospital, Dundee DD1 9SY, UK
- Gut Group, School of Medicine, University of Dundee, Dundee DD1 9SY, UK
| | - Ellie Dow
- Department of Blood Sciences, NHS Tayside, Ninewells Hospital, Dundee DD1 9SY, UK
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Ren M, Lu C, Zhou M, Jiang X, Li X, Liu N. The intersection of virus infection and liver disease: A comprehensive review of pathogenesis, diagnosis, and treatment. WIREs Mech Dis 2024; 16:e1640. [PMID: 38253964 DOI: 10.1002/wsbm.1640] [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: 10/05/2023] [Revised: 12/06/2023] [Accepted: 12/07/2023] [Indexed: 01/24/2024]
Abstract
Liver disease represents a significant global burden, placing individuals at a heightened risk of developing cirrhosis and liver cancer. Viral infections act as a primary cause of liver diseases on a worldwide scale. Infections involving hepatitis viruses, notably hepatitis B, C, and E viruses, stand out as the most prevalent contributors to acute and chronic intrahepatic adverse outcome, although the hepatitis C virus (HCV) can be effectively cured with antiviral drugs, but no preventative vaccination developed. Hepatitis B virus (HBV) and HCV can lead to both acute and chronic liver diseases, including liver cirrhosis and hepatocellular carcinoma (HCC), which are principal causes of worldwide morbidity and mortality. Other viruses, such as Epstein-Barr virus (EBV) and cytomegalovirus (CMV), are capable of causing liver damage. Therefore, it is essential to recognize that virus infections and liver diseases are intricate and interconnected processes. A profound understanding of the underlying relationship between virus infections and liver diseases proves pivotal in the effective prevention, diagnosis, and treatment of these conditions. In this review, we delve into the mechanisms by which virus infections induce liver diseases, as well as explore the pathogenesis, diagnosis, and treatment of liver diseases. This article is categorized under: Infectious Diseases > Biomedical Engineering.
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Affiliation(s)
- Meng Ren
- Clinical College of Traditional Chinese Medicine, Hubei University of Chinese Medicine, Wuhan, China
- Institute of Liver Diseases, Hubei Key Laboratory of Theoretical and Applied Research of Liver and Kidney in Traditional Chinese Medicine, Hubei Provincial Hospital of Traditional Chinese Medicine, Wuhan, China
| | - Chenxia Lu
- Institute of Liver Diseases, Hubei Key Laboratory of Theoretical and Applied Research of Liver and Kidney in Traditional Chinese Medicine, Hubei Provincial Hospital of Traditional Chinese Medicine, Wuhan, China
- Institute of Liver Diseases, Hubei Province Academy of Traditional Chinese Medicine, Wuhan, China
| | - Mingwei Zhou
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China
| | - Xiaobing Jiang
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China
| | - Xiaodong Li
- Clinical College of Traditional Chinese Medicine, Hubei University of Chinese Medicine, Wuhan, China
- Institute of Liver Diseases, Hubei Key Laboratory of Theoretical and Applied Research of Liver and Kidney in Traditional Chinese Medicine, Hubei Provincial Hospital of Traditional Chinese Medicine, Wuhan, China
- Institute of Liver Diseases, Hubei Province Academy of Traditional Chinese Medicine, Wuhan, China
| | - Ningning Liu
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China
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Antonella M, Pietrobattista A, Maggiore G. Metabolic-Associated Steatotic Liver Disease (MASLD): A New Term for a More Appropriate Therapy in Pediatrics? Pediatr Rep 2024; 16:288-299. [PMID: 38651464 PMCID: PMC11036198 DOI: 10.3390/pediatric16020025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Accepted: 03/15/2024] [Indexed: 04/25/2024] Open
Abstract
The term "non-alcoholic fatty liver disease" (NAFLD) has been, for a long time, used to describe the spectrum of liver lesions encompassing steatosis, steatohepatitis (NASH), and steatotic cirrhosis [...].
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Affiliation(s)
- Mosca Antonella
- Hepatology and Liver Transplant Unit, ERN RARE LIVER, Bambino Gesù Children’s Hospital, Istituto di ricerca, 00165 Rome, Italy; (A.P.); (G.M.)
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Buechter M, Günther AM, Manka P, Gerken G, Kahraman A. Factors Positively Correlated with Hepatitis B Surface Antigen Seroconversion in Chronic Hepatitis B. J Pers Med 2024; 14:390. [PMID: 38673017 PMCID: PMC11051014 DOI: 10.3390/jpm14040390] [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: 01/25/2024] [Revised: 03/25/2024] [Accepted: 03/27/2024] [Indexed: 04/28/2024] Open
Abstract
BACKGROUND AND AIMS Chronic hepatitis B virus (HBV) infection is a global public health challenge since more than 250 million individuals are affected worldwide. Since different treatment modalities are available and not all patients are candidates for antiviral treatment, biomarkers that potentially predict the possibility of HBsAg clearance and seroconversion may be useful in clinical practice. PATIENTS AND METHODS In this retrospective study, we aimed to identify factors positively correlated with HBsAg seroconversion in a large cohort of 371 chronic hepatitis B patients treated at a German tertial center between 2005 and 2020. RESULTS Seroconversion occurred in 25/371 (6.7%) and HBsAg loss in 29/371 patients (7.8%) with chronic HBV infection. Antiviral therapy was associated with a lower chance of seroconversion (seroconversion antiviral therapy 14/260 (5.4%) vs. therapy-naïve patients 11/111 (9.9%), p = 0.027). Seroconversion rates were higher in patients with (very) low titers of HBV DNA (best cut-off value 357 IU/mL) and quantitative HBsAg. The best cut-off value with regard to seroconversion was 357 IU/mL for HBV DNA (AUC 0.693 (95%-CI 0.063-0.422), sensitivity 0.714, specificity 0.729; p < 0.0005) and 33,55 IU/mL for HBsAg (AUC 0.794 (95%-CI 0.651-0.937), sensitivity 0.714, specificity 0.949; p < 0.0005). However, male gender was positively associated with seroconversion (seroconversion: males 7.6% vs. females 2.7%, p = 0.036). CONCLUSIONS Treatment-naïve male chronic HBV patients with low viral load and inflammatory activity have the best chance to achieve seroconversion. In the absence of cirrhosis, antiviral therapy should therefore not be performed in this patient collective.
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Affiliation(s)
- Matthias Buechter
- Department of Gastroenterology and Hepatology, University Clinic of Essen, University of Duisburg-Essen, 45147 Essen, Germany; (A.M.G.); (G.G.); (A.K.)
- Department of Gastroenterology and Hepatology, Elisabeth Hospital, 58638 Iserlohn, Germany
| | - Arne Maria Günther
- Department of Gastroenterology and Hepatology, University Clinic of Essen, University of Duisburg-Essen, 45147 Essen, Germany; (A.M.G.); (G.G.); (A.K.)
| | - Paul Manka
- Department of Internal Medicine, University Hospital Knappschaftskrankenhaus, Ruhr-University Bochum, 44801 Bochum, Germany;
| | - Guido Gerken
- Department of Gastroenterology and Hepatology, University Clinic of Essen, University of Duisburg-Essen, 45147 Essen, Germany; (A.M.G.); (G.G.); (A.K.)
- Department of Gastroenterology and Hepatology, Helios Clinic, 42549 Velbert, Germany
| | - Alisan Kahraman
- Department of Gastroenterology and Hepatology, University Clinic of Essen, University of Duisburg-Essen, 45147 Essen, Germany; (A.M.G.); (G.G.); (A.K.)
- Department of Gastroenterology and Hepatology, Max Grundig Clinic, 77815 Bühl, Germany
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Xiao Y, Wang H, Han L, Huang Z, Lyu G, Li S. Predictive value of anthropometric and biochemical indices in non-alcoholic fatty pancreas disease: a cross-sectional study. BMJ Open 2024; 14:e081131. [PMID: 38580356 PMCID: PMC11002413 DOI: 10.1136/bmjopen-2023-081131] [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: 10/19/2023] [Accepted: 03/22/2024] [Indexed: 04/07/2024] Open
Abstract
OBJECTIVES Triglyceride (TG), triglyceride-glucose index (TyG), body mass index (BMI), TyG-BMI and triglyceride to high-density lipoprotein ratio (TG/HDL) have been reported to be reliable predictors of non-alcoholic fatty liver disease. However, there are few studies on potential predictors of non-alcoholic fatty pancreas disease (NAFPD). Our aim was to evaluate these and other parameters for predicting NAFPD. DESIGN Cross-sectional study design. SETTING Physical examination centre of a tertiary hospital in China. PARTICIPANTS This study involved 1774 subjects who underwent physical examinations from January 2016 to September 2016. PRIMARY AND SECONDARY OUTCOME MEASURES From each subject, data were collected for 13 basic physical examination and blood biochemical parameters: age, weight, height, BMI, TyG, TyG-BMI, high-density lipoprotein (HDL), low-density lipoprotein, total cholesterol, TG, fasting plasma glucose, TG/HDL and uric acid. NAFPD was diagnosed by abdominal ultrasonography. A logistic regression model with a restricted cubic spline was used to evaluate the relationship between each parameter and NAFPD. The receiver operating characteristic (ROC) curve was used to calculate the area under the curve for each parameter. RESULTS HDL was negatively correlated with NAFPD, height was almost uncorrelated with NAFPD and the remaining 11 parameters were positively correlated with NAFPD. ROC curve showed that weight-related parameters (weight, BMI and TyG-BMI) and TG-related parameters (TyG, TG and TG/HDL) had high predictive values for the identification of NAFPD. The combinations of multiple parameters had a better prediction effect than a single parameter. All the predictive effects did not differ by sex. CONCLUSIONS Weight-related and TG-related parameters are good predictors of NAFPD in all populations. BMI showed the greatest predictive potential. Multiparameter combinations appear to be a good way to predict NAFPD.
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Affiliation(s)
- Yang Xiao
- Department of Ultrasonography, Second Affiliated Hospital of Fujian Medical University, Quanzhou, China
| | - Han Wang
- Department of Ultrasonography, Second Affiliated Hospital of Fujian Medical University, Quanzhou, China
| | - Lina Han
- Department of Ultrasonography, Second Affiliated Hospital of Fujian Medical University, Quanzhou, China
| | - Zhibin Huang
- Department of Ultrasonography, Second Affiliated Hospital of Fujian Medical University, Quanzhou, China
| | - Guorong Lyu
- Department of Ultrasonography, Second Affiliated Hospital of Fujian Medical University, Quanzhou, China
- Department of Medicine, Quanzhou Medical College, Quanzhou, China
| | - Shilin Li
- Department of Ultrasonography, Second Affiliated Hospital of Fujian Medical University, Quanzhou, China
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Raverdy V, Tavaglione F, Chatelain E, Caiazzo R, Saponaro C, Lassailly G, Verkindt H, Baud G, Marciniak C, Chetboun M, Oukhouya-Daoud N, Gnemmi V, Leteurtre E, Duhamel A, Philippe M, Marot G, Romeo S, Pattou F. Performance of non-invasive tests for liver fibrosis resolution after bariatric surgery. Metabolism 2024; 153:155790. [PMID: 38219973 DOI: 10.1016/j.metabol.2024.155790] [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: 08/01/2023] [Revised: 12/05/2023] [Accepted: 01/09/2024] [Indexed: 01/16/2024]
Abstract
BACKGROUND & AIMS The value of non-invasive tests for monitoring the resolution of significant liver fibrosis after treatment is poorly investigated. We compared the performances of six non-invasive tests to predict the resolution of significant fibrosis after bariatric surgery. METHODS Participants were individuals with obesity submitted to needle liver biopsy at the time of bariatric surgery, and 12 and/or 60 months after surgery. We calculated the fibrosis-4 index (FIB-4), NAFLD fibrosis score (NFS), AST to platelet ratio index (APRI), Hepatic fibrosis score (HFS), Fibrotic NASH index (FNI), and Liver risk score (LRS) at each time point, and compared their performances for predicting significant fibrosis (F ≥ 2) and its resolution following surgery. RESULTS At baseline, 2436 patients had liver biopsy, including 261 (10.7 %) with significant fibrosis. Overall, 672 patients had pre- and post-operative biopsies (564 at M12 and 328 at M60). The fibrosis stage decreased at M12 and M60 (p < 0.001 vs M0). Resolution of significant fibrosis occurred in 58/121 (47.9 %) at M12 and 32/50 (64 %) at M60. The mean value of all tests decreased after surgery, except for FIB-4. Performances for predicting fibrosis resolution was higher at M60 than at M12 for all tests, and maximal at M60 for FNI and LRS: area under the curve 0.843 (95%CI 0.71-0.95) and 0.92 (95%CI 0.84-1.00); positive likelihood ratio 3.75 (95 % CI 1.33-10.59) and 4.58 (95 % CI 1.65-12.70), respectively. CONCLUSIONS Results showed the value and limits of non-invasive tests for monitoring the evolution of liver fibrosis after an intervention. Following bariatric surgery, the best performances to predict the resolution of significant fibrosis were observed at M60 with tests combining liver and metabolic traits, namely FNI and LRS.
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Affiliation(s)
- Violeta Raverdy
- Service de chirurgie générale et endocrinienne, Centre Hospitalier Universitaire de Lille, Lille, France; European Genomic Institute for Diabetes, UMR 1190 Translational Research for Diabetes, Inserm, CHU Lille, University of Lille, Lille, France
| | - Federica Tavaglione
- Operative Unit of Clinical Medicine and Hepatology, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy; Research Unit of Clinical Medicine and Hepatology, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Rome, Italy
| | - Estelle Chatelain
- Univ. Lille, CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, US 41-UAR 2014-PLBS, billille, F-59000 Lille, France
| | - Robert Caiazzo
- Service de chirurgie générale et endocrinienne, Centre Hospitalier Universitaire de Lille, Lille, France; European Genomic Institute for Diabetes, UMR 1190 Translational Research for Diabetes, Inserm, CHU Lille, University of Lille, Lille, France
| | - Chiara Saponaro
- European Genomic Institute for Diabetes, UMR 1190 Translational Research for Diabetes, Inserm, CHU Lille, University of Lille, Lille, France
| | - Guillaume Lassailly
- CHU Lille, Univ. Lille, Inserm INFINITE-U1286, Department of Hepato-Gastroenterology, F-59000 Lille, France
| | - Helene Verkindt
- Service de chirurgie générale et endocrinienne, Centre Hospitalier Universitaire de Lille, Lille, France; European Genomic Institute for Diabetes, UMR 1190 Translational Research for Diabetes, Inserm, CHU Lille, University of Lille, Lille, France
| | - Gregory Baud
- Service de chirurgie générale et endocrinienne, Centre Hospitalier Universitaire de Lille, Lille, France; European Genomic Institute for Diabetes, UMR 1190 Translational Research for Diabetes, Inserm, CHU Lille, University of Lille, Lille, France
| | - Camille Marciniak
- Service de chirurgie générale et endocrinienne, Centre Hospitalier Universitaire de Lille, Lille, France; European Genomic Institute for Diabetes, UMR 1190 Translational Research for Diabetes, Inserm, CHU Lille, University of Lille, Lille, France
| | - Mikael Chetboun
- Service de chirurgie générale et endocrinienne, Centre Hospitalier Universitaire de Lille, Lille, France; European Genomic Institute for Diabetes, UMR 1190 Translational Research for Diabetes, Inserm, CHU Lille, University of Lille, Lille, France
| | - Naima Oukhouya-Daoud
- Service de chirurgie générale et endocrinienne, Centre Hospitalier Universitaire de Lille, Lille, France; European Genomic Institute for Diabetes, UMR 1190 Translational Research for Diabetes, Inserm, CHU Lille, University of Lille, Lille, France
| | - Viviane Gnemmi
- CNRS, Inserm, CHU Lille, UMR9020-U1277 - CANTHER - Cancer Heterogeneity Plasticity and Resistance to Therapies, Univ. Lille, Lille, France; Department of Pathology, CHU Lille, Univ. Lille, Lille, France
| | - Emmanuelle Leteurtre
- CNRS, Inserm, CHU Lille, UMR9020-U1277 - CANTHER - Cancer Heterogeneity Plasticity and Resistance to Therapies, Univ. Lille, Lille, France; Department of Pathology, CHU Lille, Univ. Lille, Lille, France
| | - Alain Duhamel
- Univ. Lille, CHU Lille, ULR 2694 - METRICS: Évaluation des technologies de santé et des pratiques médicales, F-59000 Lille, France
| | - Mathurin Philippe
- CHU Lille, Univ. Lille, Inserm INFINITE-U1286, Department of Hepato-Gastroenterology, F-59000 Lille, France
| | - Guillemette Marot
- Univ. Lille, CHU Lille, ULR 2694 - METRICS: Évaluation des technologies de santé et des pratiques médicales, F-59000 Lille, France; Inria, MODAL: Models for Data Analysis and Learning, F-59000 Lille, France
| | - Stefano Romeo
- Department of Molecular and Clinical Medicine, Institute of Medicine, Sahlgrenska Academy, Wallenberg Laboratory, University of Gothenburg, Gothenburg, Sweden; Clinical Nutrition Unit, Department of Medical and Surgical Sciences, University Magna Graecia, Catanzaro, Italy; Department of Cardiology, Sahlgrenska University Hospital, Gothenburg, Sweden.
| | - François Pattou
- Service de chirurgie générale et endocrinienne, Centre Hospitalier Universitaire de Lille, Lille, France; European Genomic Institute for Diabetes, UMR 1190 Translational Research for Diabetes, Inserm, CHU Lille, University of Lille, Lille, France.
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Goldberg DT, Yaskolka Meir A, Tsaban G, Rinott E, Kaplan A, Zelicha H, Klöting N, Ceglarek U, Iserman B, Shelef I, Rosen P, Blüher M, Stumvoll M, Etzion O, Stampfer MJ, Hu FB, Shai I. Novel proteomic signatures may indicate MRI-assessed intrahepatic fat state and changes: The DIRECT PLUS clinical trial. Hepatology 2024:01515467-990000000-00821. [PMID: 38537153 DOI: 10.1097/hep.0000000000000867] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Accepted: 03/03/2024] [Indexed: 05/08/2024]
Abstract
BACKGROUND AND AIMS We demonstrated in the randomized 18-month DIRECT PLUS trial (n = 294) that a Mediterranean (MED) diet, supplemented with polyphenol-rich Mankai duckweed, green tea, and walnuts and restricted in red/processed meat, caused substantial intrahepatic fat (IHF%) loss compared with 2 other healthy diets, reducing NAFLD by half, regardless of similar weight loss. Here, we investigated the baseline proteomic profile associated with IHF% and the changes in proteomics associated with IHF% changes induced by lifestyle intervention. APPROACH AND RESULTS We calculated IHF% by proton magnetic resonance spectroscopy (normal IHF% <5% and abnormal IHF% ≥5%). We assayed baseline and 18-month samples for 95 proteomic biomarkers.Participants (age = 51.3 ± 10.8 y; 89% men; and body mass index = 31.3 ± 3.9 kg/m 2 ) had an 89.8% 18-month retention rate; 83% had eligible follow-up proteomics measurements, and 78% had follow-up proton magnetic resonance spectroscopy. At baseline, 39 candidate proteins were significantly associated with IHF% (false discovery rate <0.05), mostly related to immune function pathways (eg, hydroxyacid oxidase 1). An IHF% prediction based on the DIRECT PLUS by combined model ( R2 = 0.47, root mean square error = 1.05) successfully predicted IHF% ( R2 = 0.53) during testing and was stronger than separately inputting proteins/traditional markers ( R2 = 0.43/0.44). The 18-month lifestyle intervention induced changes in 18 of the 39 candidate proteins, which were significantly associated with IHF% change, with proteins related to metabolism, extracellular matrix remodeling, and immune function pathways. Thrombospondin-2 protein change was higher in the green-MED compared to the MED group, beyond weight and IHF% loss ( p = 0.01). Protein principal component analysis revealed differences in the third principal component time distinct interactions across abnormal/normal IHF% trajectory combinations; p < 0.05 for all). CONCLUSIONS Our findings suggest novel proteomic signatures that may indicate MRI-assessed IHF state and changes during lifestyle intervention. Specifically, carbonic anhydrase 5A, hydroxyacid oxidase 1, and thrombospondin-2 protein changes are independently associated with IHF% change, and thrombospondin-2 protein change is greater in the green-MED/high polyphenols diet.
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Affiliation(s)
- Dana T Goldberg
- The Health & Nutrition Innovative International Research Center, Department of Epidemiology, Biostatistics and Community Health Sciences, Faculty of Health Sciences, School of Public Health, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Anat Yaskolka Meir
- The Health & Nutrition Innovative International Research Center, Department of Epidemiology, Biostatistics and Community Health Sciences, Faculty of Health Sciences, School of Public Health, Ben-Gurion University of the Negev, Beer-Sheva, Israel
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Gal Tsaban
- The Health & Nutrition Innovative International Research Center, Department of Epidemiology, Biostatistics and Community Health Sciences, Faculty of Health Sciences, School of Public Health, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Ehud Rinott
- The Health & Nutrition Innovative International Research Center, Department of Epidemiology, Biostatistics and Community Health Sciences, Faculty of Health Sciences, School of Public Health, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Alon Kaplan
- The Health & Nutrition Innovative International Research Center, Department of Epidemiology, Biostatistics and Community Health Sciences, Faculty of Health Sciences, School of Public Health, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Hila Zelicha
- The Health & Nutrition Innovative International Research Center, Department of Epidemiology, Biostatistics and Community Health Sciences, Faculty of Health Sciences, School of Public Health, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Nora Klöting
- Department of Medicine, University of Leipzig, Leipzig, Germany
| | - Uta Ceglarek
- Department of Medicine, University of Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry, and Molecular Diagnostics, University of Leipzig Medical Center, Leipzig, Germany
| | - Berend Iserman
- Department of Medicine, University of Leipzig, Leipzig, Germany
- Institute of Laboratory Medicine, Clinical Chemistry, and Molecular Diagnostics, University of Leipzig Medical Center, Leipzig, Germany
| | - Ilan Shelef
- Department of Diagnostic Imaging, Soroka University Medical Center, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Philip Rosen
- Department of Diagnostic Imaging, Soroka University Medical Center, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Matthias Blüher
- Department of Medicine, University of Leipzig, Leipzig, Germany
- Helmholtz Institute for Metabolic, Obesity and Vascular Research (HI-MAG) of the Helmholtz Zentrum München at the University of Leipzig and University Hospital Leipzig, Leipzig, Germany
| | - Michael Stumvoll
- Department of Medicine, University of Leipzig, Leipzig, Germany
- Helmholtz Institute for Metabolic, Obesity and Vascular Research (HI-MAG) of the Helmholtz Zentrum München at the University of Leipzig and University Hospital Leipzig, Leipzig, Germany
| | - Ohad Etzion
- Department of Gastroenterology and Liver Diseases, Soroka University Medical Center, Beersheba, Israel
| | - Meir J Stampfer
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Medicine, Channing Division of Network Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Frank B Hu
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Medicine, Channing Division of Network Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Iris Shai
- The Health & Nutrition Innovative International Research Center, Department of Epidemiology, Biostatistics and Community Health Sciences, Faculty of Health Sciences, School of Public Health, Ben-Gurion University of the Negev, Beer-Sheva, Israel
- Department of Medicine, University of Leipzig, Leipzig, Germany
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
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Lemmer P, Rohr LC, Henning M, Bulut K, Manka P, Canbay A, Sowa JP. Liver Stiffness Determined by Transient Elastography Is a Simple and Highly Accurate Predictor for Presence of Liver Cirrhosis in Clinical Routine. Dig Dis 2024; 42:265-275. [PMID: 38527437 DOI: 10.1159/000538426] [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: 08/10/2023] [Accepted: 03/12/2024] [Indexed: 03/27/2024]
Abstract
INTRODUCTION Early detection of patients with advanced chronic liver disease is critical for the prevention of complications and inclusion in surveillance programs for hepatocellular carcinoma. In daily clinical care, it remains challenging to differentiate early cirrhosis from lower fibrosis grades without performing a liver biopsy. The aim of the present study was to assess the performance of different non-invasive detection tools to differentiate cirrhosis from lower fibrosis grades. METHODS Data of 116 patients (51 male, 65 female) with chronic liver disease of various origins undergoing liver biopsy was analyzed. Routine laboratory values, liver stiffness measurement (LSM) by transient elastography, and histological liver assessment were collected. RESULTS Robust and significant correlations with the histological fibrosis stage were identified for LSM (r = 0.65), the FAST score (0.64), the FIB-4 (0.48), serum aspartate aminotransferase (AST) concentration (0.41), NFS (0.33), international normalized ratio (INR; 0.30), methacetin breath test results (-0.40), and serum albumin concentration (-0.29) by spearman rank correlation. Receiver operating characteristic curves were built for these parameters to separate patients with cirrhosis from those with any other fibrosis stage. The highest AUC was achieved by LSM (0.9130), followed by the FAST score (0.8842), the FIB-4 (0.8644), the NFS (0.8227), INR (0.8142), serum albumin (0.7710), and serum AST (0.7620). The most promising clinical applicability would be an LSM value of 12.2 kPa, achieving 95.7% sensitivity and 75.3% specificity. CONCLUSION LSM and FAST score seem to be robust non-invasive measurements for liver fibrosis. LSM and FAST scores may have the potential to reliably detect patients with liver cirrhosis in clinical routine settings.
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Affiliation(s)
- Peter Lemmer
- Department of Gastroenterology, Hepatology, and Infectious Diseases, Otto-von-Guericke University Magdeburg, Magdeburg, Germany
- Department of Medicine, Universitätsklinikum Knappschaftskrankenhaus Bochum, Ruhr University, Bochum, Germany
| | - Lydia Christina Rohr
- Department of Medicine, Universitätsklinikum Knappschaftskrankenhaus Bochum, Ruhr University, Bochum, Germany
| | - Marie Henning
- Department of Medicine, Universitätsklinikum Knappschaftskrankenhaus Bochum, Ruhr University, Bochum, Germany
| | - Kerem Bulut
- Department of Medicine, Universitätsklinikum Knappschaftskrankenhaus Bochum, Ruhr University, Bochum, Germany
| | - Paul Manka
- Department of Medicine, Universitätsklinikum Knappschaftskrankenhaus Bochum, Ruhr University, Bochum, Germany
| | - Ali Canbay
- Department of Medicine, Universitätsklinikum Knappschaftskrankenhaus Bochum, Ruhr University, Bochum, Germany
| | - Jan-Peter Sowa
- Department of Medicine, Universitätsklinikum Knappschaftskrankenhaus Bochum, Ruhr University, Bochum, Germany,
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Anton-Păduraru DT, Azoicăi AN, Trofin F, Murgu AM, Mîndru DE, Bocec AS, Halițchi COI, Zota GR, Păduraru D, Nastase EV. Diagnosis, Management, and Prognosis of Cystic Fibrosis-Related Liver Disease in Children. Diagnostics (Basel) 2024; 14:538. [PMID: 38473009 DOI: 10.3390/diagnostics14050538] [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: 01/23/2024] [Revised: 02/28/2024] [Accepted: 03/01/2024] [Indexed: 03/14/2024] Open
Abstract
Cystic fibrosis (CF) is a multifaceted disorder predominantly investigated for its pulmonary manifestations, yet patients with CF also exhibit a spectrum of extrapulmonary manifestations, notably those involving the hepatobiliary system. The latter constitutes the third leading cause of morbidity and mortality in individuals with CF. Cystic fibrosis-related liver disease (CFLD), with an escalating prevalence, manifests diverse clinical presentations ranging from hepatomegaly to cirrhosis and hepatopulmonary syndrome. Consequently, early detection and appropriate management are imperative for sustaining the health and influencing the quality of life of CF patients afflicted with CFLD. This review aims to consolidate existing knowledge by providing a comprehensive overview of hepatobiliary manifestations associated with CF. It delineates the clinical hepatobiliary manifestations, diagnostic methodologies, incorporating minimally invasive markers, and therapeutic approaches, encompassing the impact of novel CFTR modulators on CFLD. Given the exigency of early diagnosis and the intricate management of CFLD, a multidisciplinary team approach is essential to optimize care and enhance the quality of life for this subset of patients. In conclusion, recognizing CF as more than solely a pulmonary ailment, the authors underscore the imperative for further clinical investigations to establish a more robust evidence base for CFLD management within the continuum of this chronic disease.
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Affiliation(s)
- Dana-Teodora Anton-Păduraru
- Department of Mother and Child Medicine, "Grigore T. Popa" University of Medicine and Pharmacy, 700115 Iaṣi, Romania
- "Sf. Maria" Children Emergency Hospital, 700309 Iasi, Romania
| | - Alice Nicoleta Azoicăi
- Department of Mother and Child Medicine, "Grigore T. Popa" University of Medicine and Pharmacy, 700115 Iaṣi, Romania
- "Sf. Maria" Children Emergency Hospital, 700309 Iasi, Romania
| | - Felicia Trofin
- Department of Preventive Medicine and Interdisciplinarity-Microbiology, "Grigore T. Popa" University of Medicine and Pharmacy, 700115 Iaṣi, Romania
| | - Alina Mariela Murgu
- Department of Mother and Child Medicine, "Grigore T. Popa" University of Medicine and Pharmacy, 700115 Iaṣi, Romania
- "Sf. Maria" Children Emergency Hospital, 700309 Iasi, Romania
| | - Dana Elena Mîndru
- Department of Mother and Child Medicine, "Grigore T. Popa" University of Medicine and Pharmacy, 700115 Iaṣi, Romania
- "Sf. Maria" Children Emergency Hospital, 700309 Iasi, Romania
| | - Ana Simona Bocec
- Department of Mother and Child Medicine, "Grigore T. Popa" University of Medicine and Pharmacy, 700115 Iaṣi, Romania
| | | | - Gabriela Rusu Zota
- Department of Pharmacology, Clinical Pharmacology and Algesiology, "Grigore T. Popa" University of Medicine and Pharmacy, 700115 Iasi, Romania
| | - Diana Păduraru
- "Dr. C. I. Parhon" Clinical Hospital, 700503 Iaṣi, Romania
| | - Eduard Vasile Nastase
- Department of Internal Medicine II-Infectious Diseases, "Grigore T. Popa" University of Medicine and Pharmacy, 700115 Iasi, Romania
- Clinical Hospital of Infectious Diseases "Sf. Parascheva", 700116 Iasi, Romania
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Yıldız AB, Vehbi S, Copur S, Gurses B, Siriopol D, Karakaya BAD, Hasbal NB, Tekin B, Akyıldız M, van Raalte DH, Cozzolino M, Kanbay M. Kidney and liver fat accumulation: from imaging to clinical consequences. J Nephrol 2024; 37:483-490. [PMID: 38133740 DOI: 10.1007/s40620-023-01824-4] [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: 07/05/2023] [Accepted: 10/24/2023] [Indexed: 12/23/2023]
Abstract
BACKGROUND Recent studies indicate that accumulation of adipose tissue in various organs such as liver and kidney may contribute to the pathophysiology of metabolic syndrome. We aim to investigate the association between kidney and liver adipose tissue accumulation, assessed by the magnetic resonance imaging (MRI) proton density fat fraction technique, along with its relation to clinical and biochemical parameters. METHODS We included 51 volunteers with phenotypical features of metabolic syndrome (mean age = 34 years, mean body-mass index = 26.4 kg/m2) in our study in which liver and kidney adipose tissue accumulation was assessed via MRI-proton density fat fraction along with multiple other clinical and biochemical parameters such as estimated glomerular filtration rate (eGFR), urine albumin-to-creatinine ratio, serum lipid profile, liver function tests and body-mass index (BMI). RESULTS Our results from the univariate linear regression analysis indicate that both the kidney and liver scores were positively correlated with markers such as BMI, urine albumin-to-creatinine ratio, triglycerides (p < 0.001) and negatively correlated with eGFR (p < 0.05). In multivariate analysis, urine albumin-to-creatinine ratio (p < 0.05), triglycerides (p < 0.01), eGFR (p < 0.05) and BMI (p < 0.001) were found to be independently associated with kidney and liver fat accumulation, respectively (R2 = 0.64; R2 = 0.89). There was also a positive correlation between kidney and liver fat accumulation. CONCLUSION We have found a significant association between adipose tissue accumulation in liver and kidney and the parameters of metabolic syndrome. Moreover, the presence of a strong association between kidney and liver fat accumulation and kidney function parameters such as urine albumin-to-creatinine ratio and eGFR may be an indicator of the clinical significance of parenchymal fat accumulation.
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Affiliation(s)
- Abdullah B Yıldız
- Department of Medicine, Koc University School of Medicine, Istanbul, Turkey
| | - Sezan Vehbi
- Department of Medicine, Koc University School of Medicine, Istanbul, Turkey
| | - Sidar Copur
- Department of Medicine, Koc University School of Medicine, Istanbul, Turkey
| | - Bengi Gurses
- Department of Radiology, Koc University School of Medicine, Istanbul, Turkey
| | - Dimitrie Siriopol
- Department of Nephrology, "Saint John the New" County Hospital, "Stefan Cel Mare" University of Suceava, Suceava, Romania
| | | | - Nuri B Hasbal
- Division of Nephrology, Department of Medicine, Koc University School of Medicine, 34010, Istanbul, Turkey
| | - Bahar Tekin
- Department of Medicine, Koc University School of Medicine, Istanbul, Turkey
| | - Murat Akyıldız
- Division of Gastroenterology, Department of Medicine, Koc University School of Medicine, Istanbul, Turkey
| | - Daniel H van Raalte
- Diabetes Center, Department of Internal Medicine, Amsterdam University Medical Centers, Location VUMC, Amsterdam, The Netherlands
| | - Mario Cozzolino
- Renal Division, Department of Health Sciences, University of Milan, Milan, Italy
| | - Mehmet Kanbay
- Division of Nephrology, Department of Medicine, Koc University School of Medicine, 34010, Istanbul, Turkey.
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Liu JP, Song SH, Shi PM, Qin XY, Zheng BN, Liu SQ, Ding CH, Zhang X, Xie WF, Shi YH, Xu WP. miR-541 is associated with the prognosis of liver cirrhosis and directly targets JAG2 to inhibit the activation of hepatic stellate cells. BMC Gastroenterol 2024; 24:84. [PMID: 38395762 PMCID: PMC10893617 DOI: 10.1186/s12876-024-03174-2] [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: 06/28/2023] [Accepted: 02/13/2024] [Indexed: 02/25/2024] Open
Abstract
BACKGROUND The activation of hepatic stellate cells (HSCs) has been emphasized as a leading event of the pathogenesis of liver cirrhosis, while the exact mechanism of its activation is largely unknown. Furthermore, the novel non-invasive predictors of prognosis in cirrhotic patients warrant more exploration. miR-541 has been identified as a tumor suppressor in hepatocellular carcinoma and a regulator of fibrotic disease, such as lung fibrosis and renal fibrosis. However, its role in liver cirrhosis has not been reported. METHODS Real-time PCR was used to detect miR-541 expression in the liver tissues and sera of liver cirrhosis patients and in the human LX-2. Gain- and loss-of-function assays were performed to evaluate the effects of miR-541 on the activation of LX-2. Bioinformatics analysis and a luciferase reporter assay were conducted to investigate the target gene of miR-541. RESULTS miR-541 was downregulated in the tissues and sera of patients with liver cirrhosis, which was exacerbated by deteriorating disease severity. Importantly, the lower expression of miR-541 was associated with more episodes of complications including ascites and hepatic encephalopathy, a shorter overall lifespan, and decompensation-free survival. Moreover, multivariate Cox's regression analysis verified lower serum miR-541 as an independent risk factor for liver-related death in cirrhotic patients (HR = 0.394; 95% CI: 0.164-0.947; P = 0.037). miR-541 was also decreased in LX-2 cells activated by TGF-β and the overexpression of miR-541 inhibited the proliferation, activation and hydroxyproline secretion of LX-2 cells. JAG2 is an important ligand of Notch signaling and was identified as a direct target gene of miR-541. The expression of JAG2 was upregulated in the liver tissues of cirrhotic patients and was inversely correlated with miR-541 levels. A rescue assay further confirmed that JAG2 was involved in the function of miR-541 when regulating LX-2 activation and Notch signaling. CONCLUSIONS Dysregulation of miR-541/JAG2 axis might be a as a new mechanism of liver fibrosis, and miR-541 could serve as a novel non-invasive biomarker and therapeutic targets for liver cirrhosis.
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Affiliation(s)
- Jin-Pei Liu
- Department of Gastroenterology, Gongli Hospital of Shanghai Pudong New Area, 219 Miaopu Road, 200135, Shanghai, China
| | - Shao-Hua Song
- Department of General Surgery, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, 200025, Shanghai, China
| | - Pei-Mei Shi
- Department of Gastroenterology, Changzheng Hospital, Naval Medical University, 415 Fengyang Road, 200003, Shanghai, China
| | - Xiao-Yu Qin
- Department of Gastroenterology, Gongli Hospital of Shanghai Pudong New Area, 219 Miaopu Road, 200135, Shanghai, China
| | - Bai-Nan Zheng
- Department of Gastroenterology, Changzheng Hospital, Naval Medical University, 415 Fengyang Road, 200003, Shanghai, China
| | - Shu-Qing Liu
- Department of Gastroenterology, Changzheng Hospital, Naval Medical University, 415 Fengyang Road, 200003, Shanghai, China
| | - Chen-Hong Ding
- Department of Gastroenterology, Changzheng Hospital, Naval Medical University, 415 Fengyang Road, 200003, Shanghai, China
| | - Xin Zhang
- Department of Gastroenterology, Changzheng Hospital, Naval Medical University, 415 Fengyang Road, 200003, Shanghai, China
| | - Wei-Fen Xie
- Department of Gastroenterology, Changzheng Hospital, Naval Medical University, 415 Fengyang Road, 200003, Shanghai, China.
| | - Yi-Hai Shi
- Department of Gastroenterology, Gongli Hospital of Shanghai Pudong New Area, 219 Miaopu Road, 200135, Shanghai, China.
| | - Wen-Ping Xu
- Department of Gastroenterology, Changzheng Hospital, Naval Medical University, 415 Fengyang Road, 200003, Shanghai, China.
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Ma S, Zhou L, Lin S, Li M, Luo J, Chen L. Noninvasive Models to Assess Liver Inflammation and Fibrosis in Chronic HBV Infected Patients with Normal or Mildly Elevated Alanine Transaminase Levels: Which One Is Most Suitable? Diagnostics (Basel) 2024; 14:456. [PMID: 38472929 DOI: 10.3390/diagnostics14050456] [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: 01/21/2024] [Revised: 02/15/2024] [Accepted: 02/16/2024] [Indexed: 03/14/2024] Open
Abstract
The prevalence of substantial inflammation or fibrosis in treatment-naïve patients with chronic hepatitis B (CHB) and normal alanine transaminase (ALT) levels is high. A retrospective analysis was conducted on 559 consecutive patients with hepatitis B virus infection, who underwent liver biopsy, to investigate the value of noninvasive models based on routine serum markers for evaluating liver histology in CHB patients with normal or mildly elevated ALT levels and to provide treatment guidance. After comparing 55 models, we identified the top three models that exhibited excellent performance. The APGA model, based on the area under the receiver operating characteristic curve (AUROC), demonstrated a superior ability to evaluate significant (AUROC = 0.750) and advanced fibrosis (AUROC = 0.832) and demonstrated a good performance in assessing liver inflammation (AUROCs = 0.779 and 0.874 for stages G ≥ 2 and G ≥ 3, respectively). APGA also exhibited significant correlations with liver inflammation and fibrosis stage (correlation coefficients, 0.452 and 0.405, respectively (p < 0.001)). When the patients were stratified into groups based on HBeAg status and ALT level, APGA consistently outperformed the other 54 models. The other top two models, GAPI and XIE, also outperformed models based on other chronic hepatitis diseases. APGA may be the most suitable option for detecting liver fibrosis and inflammation in Chinese patients with CHB.
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Affiliation(s)
- Shasha Ma
- Department of Infectious Diseases, The Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510630, China
| | - Lian Zhou
- Department of Infectious Diseases, The Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510630, China
| | - Shutao Lin
- Department of Infectious Diseases, The Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510630, China
| | - Mingna Li
- Department of Infectious Diseases, The Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510630, China
| | - Jing Luo
- Department of Infectious Diseases, The Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510630, China
| | - Lubiao Chen
- Department of Infectious Diseases, The Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510630, China
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Sebro R. Advancing Diagnostics and Patient Care: The Role of Biomarkers in Radiology. Semin Musculoskelet Radiol 2024; 28:3-13. [PMID: 38330966 DOI: 10.1055/s-0043-1776426] [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: 02/10/2024]
Abstract
The integration of biomarkers into medical practice has revolutionized the field of radiology, allowing for enhanced diagnostic accuracy, personalized treatment strategies, and improved patient care outcomes. This review offers radiologists a comprehensive understanding of the diverse applications of biomarkers in medicine. By elucidating the fundamental concepts, challenges, and recent advancements in biomarker utilization, it will serve as a bridge between the disciplines of radiology and epidemiology. Through an exploration of various biomarker types, such as imaging biomarkers, molecular biomarkers, and genetic markers, I outline their roles in disease detection, prognosis prediction, and therapeutic monitoring. I also discuss the significance of robust study designs, blinding, power and sample size calculations, performance metrics, and statistical methodologies in biomarker research. By fostering collaboration between radiologists, statisticians, and epidemiologists, I hope to accelerate the translation of biomarker discoveries into clinical practice, ultimately leading to improved patient care.
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Affiliation(s)
- Ronnie Sebro
- Department of Radiology, Center for Augmented Intelligence, Mayo Clinic, Jacksonville, Florida
- Department of Biostatistics, Center for Quantitative Health Sciences, Mayo Clinic, Jacksonville, Florida
- Department of Orthopedic Surgery, Mayo Clinic, Jacksonville, Florida
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Groß S, Bitzer M, Albert J, Blödt S, Boda-Heggemann J, Brunner T, Caspari R, De Toni E, Dombrowski F, Evert M, Follmann M, Freudenberger P, Gani C, Geier A, Gkika E, Götz M, Helmberger T, Hoffmann RT, Huppert P, Krug D, La Fougère C, Lang H, Langer T, Lenz P, Lüdde T, Mahnken A, Nadalin S, Nguyen HHP, Nothacker M, Ockenga J, Oldhafer K, Paprottka P, Pereira P, Persigehl T, Plentz R, Pohl J, Recken H, Reimer P, Riemer J, Ritterbusch U, Roeb E, Rüssel J, Schellhaas B, Schirmacher P, Schlitt HJ, Schmid I, Schuler A, Seehofer D, Sinn M, Stengel A, Steubesand N, Stoll C, Tannapfel A, Taubert A, Tholen R, Trojan J, van Thiel I, Vogel A, Vogl T, Wacker F, Waidmann O, Wedemeyer H, Wege H, Wildner D, Wörns MA, Galle P, Malek N. S3-Leitlinie „Diagnostik und Therapie biliärer Karzinome“ – Langversion 4.0. ZEITSCHRIFT FUR GASTROENTEROLOGIE 2024; 62:e213-e282. [PMID: 38364849 DOI: 10.1055/a-2189-8567] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/18/2024]
Affiliation(s)
- Sabrina Groß
- Abteilung für Gastroenterologie, Gastrointestinale Onkologie, Hepatologie, Infektiologie und Geriatrie, Eberhard-Karls Universität, Tübingen
| | - Michael Bitzer
- Abteilung für Gastroenterologie, Gastrointestinale Onkologie, Hepatologie, Infektiologie und Geriatrie, Eberhard-Karls Universität, Tübingen
| | - Jörg Albert
- Katharinenhospital, Klinik für Allgemeine Innere Medizin, Gastroenterologie, Hepatologie, Infektiologie und Pneumologie, Stuttgart
| | - Susanne Blödt
- Arbeitsgemeinschaft der Wissenschaftlichen Medizinischen Fachgesellschaften e. V. (AWMF), Berlin
| | | | - Thomas Brunner
- Universitätsklinik für Strahlentherapie-Radioonkologie, Medizinische Universität Graz
| | - Reiner Caspari
- Klinik Niederrhein, Erkrankungen des Stoffwechsels der Verdauungsorgane und Tumorerkrankungen, Bad Neuenahr-Ahrweiler
| | | | | | | | - Markus Follmann
- Office des Leitlinienprogrammes Onkologie, Deutsche Krebsgesellschaft e. V., Berlin
| | | | - Cihan Gani
- Klinik für Radioonkologie, Universitätsklinikum Tübingen
| | - Andreas Geier
- Medizinische Klinik und Poliklinik II, Universitätsklinikum Würzburg
| | - Eleni Gkika
- Klinik für Strahlenheilkunde, Department für Radiologische Diagnostik und Therapie, Universitätsklinikum Freiburg
| | - Martin Götz
- Medizinische Klinik IV - Gastroenterologie/Onkologie, Klinikverbund Südwest, Böblingen
| | - Thomas Helmberger
- Institut für Radiologie, Neuroradiologie und minimal invasive Therapie, München Klinik Bogenhausen
| | - Ralf-Thorsten Hoffmann
- Institut und Poliklinik für Diagnostische und Interventionelle Radiologie, Universitätsklinikum Dresden
| | - Peter Huppert
- Radiologisches Zentrum, Max Grundig Klinik, Bühlerhöhe
| | - David Krug
- Strahlentherapie Campus Kiel, Universitätsklinikum Schleswig-Holstein
| | - Christian La Fougère
- Nuklearmedizin und Klinische Molekulare Bildgebung, Eberhard-Karls Universität, Tübingen
| | - Hauke Lang
- Klinik für Allgemein-, Viszeral- und Transplantationschirurgie, Johannes Gutenberg-Universität, Mainz
| | - Thomas Langer
- Office des Leitlinienprogrammes Onkologie, Deutsche Krebsgesellschaft e. V., Berlin
| | - Philipp Lenz
- Zentrale Einrichtung Palliativmedizin, Universitätsklinikum Münster
| | - Tom Lüdde
- Medizinische Klinik für Gastroenterologie, Hepatologie und Infektiologie, Universitätsklinikum Düsseldorf
| | - Andreas Mahnken
- Klinik für Diagnostische und Interventionelle Radiologie, Universitätsklinikum Marburg
| | - Silvio Nadalin
- Klinik für Allgemein-, Viszeral- und Transplantationschirurgie, Eberhard-Karls Universität, Tübingen
| | | | - Monika Nothacker
- Arbeitsgemeinschaft der Wissenschaftlichen Medizinischen Fachgesellschaften e. V. (AWMF), Berlin
| | - Johann Ockenga
- Medizinische Klinik II, Gesundheit Nord, Klinikverbund Bremen
| | - Karl Oldhafer
- Klinik für Leber-, Gallenwegs- und Pankreaschirurgie, Asklepios Klinik Barmbek
| | - Philipp Paprottka
- Sektion für Interventionelle Radiologie, Klinikum rechts der Isar, Technische Universität München
| | - Philippe Pereira
- Zentrum für Radiologie, Minimal-invasive Therapien und Nuklearmedizin, SLK-Klinken Heilbronn
| | - Thorsten Persigehl
- Institut für Diagnostische und Interventionelle Radiologie, Universitätsklinikum Köln
| | - Ruben Plentz
- Klinik für Innere Medizin, Gesundheit Nord, Klinikverbund Bremen
| | - Jürgen Pohl
- Abteilung für Gastroenterologie, Asklepios Klinik Altona
| | | | - Peter Reimer
- Institut für Diagnostische und Interventionelle Radiologie, Städtisches Klinikum Karlsruhe
| | | | | | - Elke Roeb
- Medizinische Klinik II Pneumologie, Nephrologie und Gastroenterologie, Universitätsklinikum Gießen
| | - Jörn Rüssel
- Medizinische Klinik IV Hämatologie und Onkologie, Universitätsklinikum Halle (Saale)
| | - Barbara Schellhaas
- Medizinische Klinik I Gastroenterologie, Pneumologie und Endokrinologie, Friedrich-Alexander-Universität, Erlangen
| | - Peter Schirmacher
- Allgemeine Pathologie und pathologische Anatomie, Universitätsklinikum Heidelberg
| | - Hans J Schlitt
- Klinik und Poliklinik für Chirurgie, Universitätsklinikum Regensburg
| | - Irene Schmid
- Kinderklinik und Kinderpoliklinik im Dr. von Haunerschen Kinderspital, LMU München
| | - Andreas Schuler
- Medizinische Klinik, Gastroenterologie, Alb-Fils-Kliniken, Geislingen an der Steige
| | - Daniel Seehofer
- Klinik und Poliklinik für Viszeral-, Transplantations-, Thorax- und Gefäßchirurgie, Universitätsklinikum Leipzig
| | - Marianne Sinn
- II. Medizinische Klinik und Poliklinik (Onkologie, Hämatologie, Knochenmarktransplantation mit Abteilung für Pneumologie), Universitätsklinikum Hamburg-Eppendorf
| | - Andreas Stengel
- Innere Medizin VI - Psychosomatische Medizin und Psychotherapie, Eberhard-Karls Universität, Tübingen
| | | | | | | | - Anne Taubert
- Klinische Sozialarbeit, Universitätsklinikum Heidelberg
| | - Reina Tholen
- Deutscher Bundesverband für Physiotherapie (ZVK) e. V
| | - Jörg Trojan
- Medizinische Klinik 1: Gastroenterologie und Hepatologie, Pneumologie und Allergologie, Endokrinologie und Diabetologie sowie Ernährungsmedizin, Goethe-Universität, Frankfurt
| | | | - Arndt Vogel
- Klinik für Gastroenterologie, Hepatologie und Endokrinologie, Medizinische Hochschule Hannover
| | - Thomas Vogl
- Institut für Diagnostische und Interventionelle Radiologie, Goethe-Universität, Frankfurt
| | - Frank Wacker
- Institut für Diagnostische und Interventionelle Radiologie, Medizinische Hochschule Hannover
| | | | - Heiner Wedemeyer
- Klinik für Gastroenterologie, Hepatologie und Endokrinologie, Medizinische Hochschule Hannover
| | - Henning Wege
- Klinik für Allgemeine Innere Medizin, Onkologie/Hämatologie, Gastroenterologie und Infektiologie, Klinikum Esslingen
| | - Dane Wildner
- Innere Medizin, Krankenhäuser Nürnberger Land GmbH, Standort Lauf
| | - Marcus-Alexander Wörns
- Klinik für Gastroenterologie, Hämatologie und internistische Onkologie und Endokrinologie, Klinikum Dortmund
| | - Peter Galle
- 1. Medizinische Klinik und Poliklinik, Gastroenterologie, Hepatologie, Nephrologie, Rheumatologie, Infektiologie, Johannes Gutenberg-Universität, Mainz
| | - Nisar Malek
- Abteilung für Gastroenterologie, Gastrointestinale Onkologie, Hepatologie, Infektiologie und Geriatrie, Eberhard-Karls Universität, Tübingen
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Xie G, Xiao H, Liu Q, Chen T, Chen F, Zhou K, Wang X, Liu P, Jia Z, Chen L, Deng X, Meng F, Zhang Z, Chi X, Jia W. LiveBoost: A GB-based prediction system for liver fibrosis in chronic hepatitis B patients in China - A multi-center retrospective study. Heliyon 2024; 10:e24161. [PMID: 38293489 PMCID: PMC10825336 DOI: 10.1016/j.heliyon.2024.e24161] [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: 05/16/2023] [Revised: 11/24/2023] [Accepted: 01/04/2024] [Indexed: 02/01/2024] Open
Abstract
Background The aim of this study was to evaluate the accuracy of LiveBoost™, a gradient boosting (GB)-based prediction system based on standard biochemical values (AST, ALT, platelet count) and age, in Chinese patients with chronic hepatitis B (CHB) and compare its performance with FIB-4 (fibrosis-4 score) and APRI (the aspartate transaminase to platelet ratio index). Methods This retrospective trial enrolled 454 participants, including 279 CHB patients who underwent liver biopsy and 175 normal controls from 3 centers in China. All participants underwent laboratory blood testing. LiveBoost was constructed using GB and FIB-4 and APRI were calculated from laboratory data. Results LiveBoost outperformed APRI and FIB-4 in predicting hepatic fibrosis and cirrhosis. The GB model had an AUROC of 0.977 for CHB diagnosis, 0.804 for early and advanced fibrosis, and 0.836 for non-cirrhosis and cirrhosis, compared to AUROC of 0.554, 0.673 and 0.720 for FIB-4, AUROC of 0.977, 0.652 and 0.654 for APRI. Conclusions LiveBoost is a more reliable and cost-effective method than APRI and FIB-4 for assessing liver fibrosis in Chinese patients with CHB.
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Affiliation(s)
- Guoxiang Xie
- Human Metabolomics Institute Inc., Shenzhen, Guangdong, China
| | - Huanming Xiao
- Hepatology Department, Guangdong Provincial Hospital of Chinese Medicine, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, 510120, China
| | - Quan Liu
- Human Metabolomics Institute Inc., Shenzhen, Guangdong, China
| | - Tianlu Chen
- Center for Translational Medicine, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Fengyan Chen
- Human Metabolomics Institute Inc., Shenzhen, Guangdong, China
| | - Kejun Zhou
- Human Metabolomics Institute Inc., Shenzhen, Guangdong, China
| | - Xiaoning Wang
- Institute of Interdisciplinary Integrative Medicine Research, Key Laboratory of Liver and Kidney Diseases (Ministry of Education), Institute of Liver Diseases, Shuguang Hospital, Department of Pharmacology, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Ping Liu
- Institute of Interdisciplinary Integrative Medicine Research, Key Laboratory of Liver and Kidney Diseases (Ministry of Education), Institute of Liver Diseases, Shuguang Hospital, Department of Pharmacology, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Zhifeng Jia
- Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong, China
| | - Lei Chen
- Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong, China
| | - Xin Deng
- Hepatology Department, The Third People's Hospital of Shenzhen, Shenzhen, China
| | - Fankun Meng
- Ultrasound and Functional Diagnosis Center, Beijing Youan Hospital affiliated to Capital Medical University, Beijing, China
| | - Zhenhua Zhang
- Department of Infectious Diseases and Institute of Clinical Virology, The Second Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Xiaoling Chi
- Hepatology Department, Guangdong Provincial Hospital of Chinese Medicine, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, 510120, China
| | - Wei Jia
- Human Metabolomics Institute Inc., Shenzhen, Guangdong, China
- School of Chinese Medicine, Hong Kong Baptist University, Kowloon Tong, Hong Kong, China
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43
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Thiéfin G, Bertrand D, Untereiner V, Garnotel R, Bronowicki JP, Sockalingum GD. Serum infrared spectral profile is predictive of the degree of hepatic fibrosis in chronic hepatitis C patients. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2024; 305:123433. [PMID: 37774586 DOI: 10.1016/j.saa.2023.123433] [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: 04/25/2023] [Revised: 09/15/2023] [Accepted: 09/18/2023] [Indexed: 10/01/2023]
Abstract
Assessment of liver fibrosis is crucial to guide the therapeutic strategy in patients with chronic liver disease. We investigated the potential of serum Fourier transform infrared (FTIR) spectroscopy for assessing the degree of hepatic fibrosis in patients with chronic hepatitis C (CHC). The study was conducted on dried serum samples from 94 CHC patients at different histological stages of hepatic fibrosis: METAVIR F0 (n = 20), F1 (n = 17), F2 (n = 20), F3 (n = 20) and F4 (n = 17). Transmission FTIR spectra were acquired in the 4000-400 cm-1 range. Wavenumbers were selected by genetic algorithm (GA) according to their diagnostic performance as assessed by a partial least squares discriminant analysis (PLS-DA) model using a training and a validation set to differentiate severe stages of fibrosis from mild or moderate ones. The GA procedure was applied 50 times on randomly selected sets. Furthermore, the best set of wavenumbers was re-tested in 1000 randomly selected validation sets. Wavenumbers selected by GA corresponded to functional groups present in lipids, proteins, and carbohydrates. This model allowed to identify patients with cirrhosis (METAVIR F4), patients with advanced fibrosis (METAVIR F3 and F4), and patients with significant fibrosis (METAVIR F2, F3 and F4), with AUROC (Area Under the Receiver Operating Characteristic) of 0.88, 0.85 and 0.85, respectively. Thus, serum FTIR spectroscopy appears to have a strong potential as a new diagnostic tool for assessing the degree of fibrosis in patients with chronic liver disease.
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Affiliation(s)
- Gérard Thiéfin
- Université de Reims Champagne-Ardenne, BioSpecT-EA7506, UFR de Pharmacie, 51097 Reims, France; Service d'Hépato-Gastroentérologie et de Cancérologie Digestive, Centre Hospitalier Universitaire de Reims, 51092 Reims, France
| | | | - Valérie Untereiner
- Université de Reims Champagne-Ardenne, Plateforme en Imagerie Cellulaire et Tissulaire (PICT), 51097 Reims Cedex, France
| | - Roselyne Garnotel
- Université de Reims Champagne-Ardenne, BioSpecT-EA7506, UFR de Pharmacie, 51097 Reims, France; Laboratoire de Biochimie-Pharmacologie-Toxicologie, Centre Hospitalier Universitaire de Reims, 51092, Reims, France
| | - Jean-Pierre Bronowicki
- Service d'Hépato-Gastroentérologie, CHRU de Nancy-Brabois, Vandœuvre-lès-Nancy, 54511, France
| | - Ganesh D Sockalingum
- Université de Reims Champagne-Ardenne, BioSpecT-EA7506, UFR de Pharmacie, 51097 Reims, France.
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Stefanska A, Bergmann K, Suwała S, Mankowska-Cyl A, Kozinski M, Junik R, Krintus M, Panteghini M. Performance Evaluation of a Novel Non-Invasive Test for the Detection of Advanced Liver Fibrosis in Metabolic Dysfunction-Associated Fatty Liver Disease. Metabolites 2024; 14:52. [PMID: 38248855 PMCID: PMC10819013 DOI: 10.3390/metabo14010052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Revised: 01/07/2024] [Accepted: 01/12/2024] [Indexed: 01/23/2024] Open
Abstract
Metabolic dysfunction-associated fatty liver disease (MAFLD) may progress to advanced liver fibrosis (ALF). We evaluated the diagnostic accuracy of a novel Liver Fibrosis Risk Index (LFRI) in MAFLD subjects using transient elastography (TE) as the reference method for liver fibrosis measurement and then the diagnostic performance of a new two-step non-invasive algorithm for the detection of ALF risk in MAFLD, using Fibrosis-4 (FIB-4) followed by LFRI and comparing it to the reference algorithm based on FIB-4 and TE. We conducted a prospective study on 104 MAFLD European adult subjects. All consenting subjects underwent TE and measurements of FIB-4 and LFRI. For FIB-4 and TE, validated cut-offs were used. An ROC analysis showed that LFRI diagnosed severe fibrosis with moderate accuracy in MAFLD subjects with a negative predictive value above 90%. Using the new algorithm with LFRI thresholds recommended by the manufacturer, the number of subjects classified into ALF risk groups (low, intermediate, or high) differed significantly when compared with the reference algorithm (p = 0.001), with moderate agreement between them (weighted kappa (95% CI) = 0.59 (0.41-0.77)). To improve the performance of the LFRI-based algorithm, we modified cut-off points based on ROC curves obtained by dividing the study population according to the reference algorithm and observed no difference between algorithms (p = 0.054) in categorizing ALF risk, with a slight increase in the total agreement (weighted kappa (95% CI) = 0.63 (0.44-0.82)). Our findings suggest that using the novel LFRI as a second-line test may represent a potential alternative for liver fibrosis risk stratification in MAFLD patients; however, modified cut-offs are needed to optimize its performance.
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Affiliation(s)
- Anna Stefanska
- Department of Laboratory Medicine, Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University, 87-100 Torun, Poland; (K.B.); (A.M.-C.); (M.K.); (M.P.)
| | - Katarzyna Bergmann
- Department of Laboratory Medicine, Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University, 87-100 Torun, Poland; (K.B.); (A.M.-C.); (M.K.); (M.P.)
| | - Szymon Suwała
- Department of Endocrinology and Diabetology, Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University, 87-100 Torun, Poland; (S.S.); (R.J.)
| | - Aneta Mankowska-Cyl
- Department of Laboratory Medicine, Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University, 87-100 Torun, Poland; (K.B.); (A.M.-C.); (M.K.); (M.P.)
| | - Marek Kozinski
- Department of Cardiology and Internal Diseases, Institute of Maritime and Tropical Medicine, Medical University in Gdansk, 81-519 Gdynia, Poland;
| | - Roman Junik
- Department of Endocrinology and Diabetology, Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University, 87-100 Torun, Poland; (S.S.); (R.J.)
| | - Magdalena Krintus
- Department of Laboratory Medicine, Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University, 87-100 Torun, Poland; (K.B.); (A.M.-C.); (M.K.); (M.P.)
| | - Mauro Panteghini
- Department of Laboratory Medicine, Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University, 87-100 Torun, Poland; (K.B.); (A.M.-C.); (M.K.); (M.P.)
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Fu XY, Song YQ, Lin JY, Wang Y, Wu WD, Peng JB, Ye LP, Chen K, Li SW. Developing a Prognostic Model for Primary Biliary Cholangitis Based on a Random Survival Forest Model. Int J Med Sci 2024; 21:61-69. [PMID: 38164345 PMCID: PMC10750344 DOI: 10.7150/ijms.88481] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Accepted: 10/11/2023] [Indexed: 01/03/2024] Open
Abstract
Background: Primary biliary cholangitis (PBC) is a rare autoimmune liver disease with few effective treatments and a poor prognosis, and its incidence is on the rise. There is an urgent need for more targeted treatment strategies to accurately identify high-risk patients. The use of stochastic survival forest models in machine learning is an innovative approach to constructing a prognostic model for PBC that can improve the prognosis by identifying high-risk patients for targeted treatment. Method: Based on the inclusion and exclusion criteria, the clinical data and follow-up data of patients diagnosed with PBC-associated cirrhosis between January 2011 and December 2021 at Taizhou Hospital of Zhejiang Province were retrospectively collected and analyzed. Data analyses and random survival forest model construction were based on the R language. Result: Through a Cox univariate regression analysis of 90 included samples and 46 variables, 17 variables with p-values <0.1 were selected for initial model construction. The out-of-bag (OOB) performance error was 0.2094, and K-fold cross-validation yielded an internal validation C-index of 0.8182. Through model selection, cholinesterase, bile acid, the white blood cell count, total bilirubin, and albumin were chosen for the final predictive model, with a final OOB performance error of 0.2002 and C-index of 0.7805. Using the final model, patients were stratified into high- and low-risk groups, which showed significant differences with a P value <0.0001. The area under the curve was used to evaluate the predictive ability for patients in the first, third, and fifth years, with respective results of 0.9595, 0.8898, and 0.9088. Conclusion: The present study constructed a prognostic model for PBC-associated cirrhosis patients using a random survival forest model, which accurately stratified patients into low- and high-risk groups. Treatment strategies can thus be more targeted, leading to improved outcomes for high-risk patients.
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Affiliation(s)
- Xin-yu Fu
- Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, Zhejiang, China
| | - Ya-qi Song
- Department of Gastroenterology, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, Zhejiang, China
| | - Jia-ying Lin
- Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, Zhejiang, China
| | - Yi Wang
- Department of Gastroenterology, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, Zhejiang, China
| | - Wei-dan Wu
- Department of Gastroenterology, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, Zhejiang, China
| | - Jin-bang Peng
- Department of Gastroenterology, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, Zhejiang, China
| | - Li-ping Ye
- Key Laboratory of Minimally Invasive Techniques & Rapid Rehabilitation of Digestive System Tumor of Zhejiang Province, Taizhou Hospital Affiliated to Wenzhou Medical University, Linhai, Zhejiang, China
| | - Kai Chen
- Taizhou Chinese Traditional Hospital, Jiaojiang, Zhejiang, China
| | - Shao-wei Li
- Department of Gastroenterology, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, Zhejiang, China
- Key Laboratory of Minimally Invasive Techniques & Rapid Rehabilitation of Digestive System Tumor of Zhejiang Province, Taizhou Hospital Affiliated to Wenzhou Medical University, Linhai, Zhejiang, China
- Institute of Digestive Disease, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Linhai, Zhejiang, China
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Yoo HW, Park JW, Jung MJ, Yoo JJ, Kim SG, Kim YS. The prediction of liver decompensation using hepatic collagen deposition assessed by computer-assisted image analysis with Masson's trichrome stain. Scand J Gastroenterol 2024; 59:85-91. [PMID: 37724372 DOI: 10.1080/00365521.2023.2257823] [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: 07/07/2023] [Accepted: 09/06/2023] [Indexed: 09/20/2023]
Abstract
BACKGROUND & AIM The current pathologic system classifies structural deformation caused by hepatic fibrosis semi-quantitatively, which may lead to a disagreement among pathologists. We measured hepatic fibrosis quantitatively using collagen proportionate area (CPA) in compensated cirrhotic patients and assessed its impact on predicting the development of liver decompensation. METHOD From January 2010 to June 2018, we assessed 101 patients who went through liver biopsy and received diagnosis as compensated cirrhosis with digital image analysis of CPA. Clinical and laboratory data were collected at the baseline and at the time of the last follow-up or progression to liver decompensation (LD). RESULT The mean age was 50.8 ± 10.5 years, and the most common etiology of liver disease was chronic hepatitis B (48.5%), followed by alcoholic hepatitis (18.8%). The mean CPA was 16.91 ± 9.60%. The mean CPA values were different in patients with and without LD development (21.8 ± 11.1 vs. 15.2 ± 8.5). During the median follow-up of 60.0 months, 26 out of 101 patients experienced LD. Older age (hazard ratio [HR],1.069; p = 0.015), prolonged international normalized ratio (HR, 6.449; p = 0.019) and higher CPA (HR, 1.049; p = 0.040) were independent predictors of liver decompensation on multivariate cox-regression analysis. When patients were divided according to the optimal CPA threshold (26.8%), higher CPA predicted LD better than lower CPA. (Log-rank test: p < 0.001). CONCLUSION CPA could be a useful quantitative prognostic value for patients with compensated cirrhosis.
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Affiliation(s)
- Hae Won Yoo
- Digestive Disease Center and Research Institute, Department of Internal Medicine, SoonChunHyang University School of Medicine, Bucheon, Korea
| | - Jae Woo Park
- Digestive Disease Center and Research Institute, Department of Internal Medicine, SoonChunHyang University School of Medicine, Bucheon, Korea
| | - Min Jung Jung
- Department of Pathology, SoonChunHyang University College of Medicine, Bucheon, Korea
| | - Jeong-Ju Yoo
- Digestive Disease Center and Research Institute, Department of Internal Medicine, SoonChunHyang University School of Medicine, Bucheon, Korea
| | - Sang Gyune Kim
- Digestive Disease Center and Research Institute, Department of Internal Medicine, SoonChunHyang University School of Medicine, Bucheon, Korea
| | - Young Seok Kim
- Digestive Disease Center and Research Institute, Department of Internal Medicine, SoonChunHyang University School of Medicine, Bucheon, Korea
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47
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Bitzer M, Groß S, Albert J, Blödt S, Boda-Heggemann J, Brunner T, Caspari R, De Toni E, Dombrowski F, Evert M, Follmann M, Freudenberger P, Gani C, Geier A, Gkika E, Götz M, Helmberger T, Hoffmann RT, Huppert P, Krug D, Fougère CL, Lang H, Langer T, Lenz P, Lüdde T, Mahnken A, Nadalin S, Nguyen HHP, Nothacker M, Ockenga J, Oldhafer K, Paprottka P, Pereira P, Persigehl T, Plentz R, Pohl J, Recken H, Reimer P, Riemer J, Ritterbusch U, Roeb E, Rüssel J, Schellhaas B, Schirmacher P, Schlitt HJ, Schmid I, Schuler A, Seehofer D, Sinn M, Stengel A, Steubesand N, Stoll C, Tannapfel A, Taubert A, Tholen R, Trojan J, van Thiel I, Vogel A, Vogl T, Wacker F, Waidmann O, Wedemeyer H, Wege H, Wildner D, Wörns MA, Galle P, Malek N. S3-Leitlinie „Diagnostik und Therapie des Hepatozellulären Karzinoms“ – Langversion 4.0. ZEITSCHRIFT FUR GASTROENTEROLOGIE 2024; 62:e67-e161. [PMID: 38195102 DOI: 10.1055/a-2189-6353] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2024]
Affiliation(s)
- Michael Bitzer
- Abteilung für Gastroenterologie, Gastrointestinale Onkologie, Hepatologie, Infektiologie und Geriatrie, Eberhard-Karls Universität, Tübingen
| | - Sabrina Groß
- Abteilung für Gastroenterologie, Gastrointestinale Onkologie, Hepatologie, Infektiologie und Geriatrie, Eberhard-Karls Universität, Tübingen
| | - Jörg Albert
- Katharinenhospital, Klinik für Allgemeine Innere Medizin, Gastroenterologie, Hepatologie, Infektiologie und Pneumologie, Stuttgart
| | - Susanne Blödt
- Arbeitsgemeinschaft der Wissenschaftlichen Medizinischen Fachgesellschaften e. V.(AWMF), Berlin
| | | | - Thomas Brunner
- Universitätsklinik für Strahlentherapie-Radioonkologie, Medizinische Universität Graz
| | - Reiner Caspari
- Klinik Niederrhein Erkrankungen des Stoffwechsels der Verdauungsorgane und Tumorerkrankungen, Bad Neuenahr-Ahrweiler
| | | | | | | | - Markus Follmann
- Office des Leitlinienprogrammes Onkologie, Deutsche Krebsgesellschaft e. V., Berlin
| | | | - Cihan Gani
- Klinik für Radioonkologie, Universitätsklinikum Tübingen
| | - Andreas Geier
- Medizinische Klinik und Poliklinik II, Universitätsklinikum Würzburg
| | - Eleni Gkika
- Klinik für Strahlenheilkunde, Department für Radiologische Diagnostik und Therapie, Universitätsklinikum Freiburg
| | - Martin Götz
- Medizinische Klinik IV - Gastroenterologie/Onkologie, Klinikverbund Südwest, Böblingen
| | - Thomas Helmberger
- Institut für Radiologie, Neuroradiologie und minimal invasive Therapie, München Klinik Bogenhausen
| | - Ralf-Thorsten Hoffmann
- Institut und Poliklinik für Diagnostische und Interventionelle Radiologie, Universitätsklinikum Dresden
| | - Peter Huppert
- Radiologisches Zentrum, Max Grundig Klinik, Bühlerhöhe
| | - David Krug
- Strahlentherapie Campus Kiel, Universitätsklinikum Schleswig-Holstein
| | - Christian La Fougère
- Nuklearmedizin und Klinische Molekulare Bildgebung, Eberhard-Karls Universität, Tübingen
| | - Hauke Lang
- Klinik für Allgemein-, Viszeral- und Transplantationschirurgie, Johannes Gutenberg-Universität, Mainz
| | - Thomas Langer
- Office des Leitlinienprogrammes Onkologie, Deutsche Krebsgesellschaft e. V., Berlin
| | - Philipp Lenz
- Zentrale Einrichtung Palliativmedizin, Universitätsklinikum Münster
| | - Tom Lüdde
- Medizinische Klinik für Gastroenterologie, Hepatologie und Infektiologie, Universitätsklinikum Düsseldorf
| | - Andreas Mahnken
- Klinik für Diagnostische und Interventionelle Radiologie, Universitätsklinikum Marburg
| | - Silvio Nadalin
- Klinik für Allgemein-, Viszeral- und Transplantationschirurgie, Eberhard-Karls Universität, Tübingen
| | | | - Monika Nothacker
- Arbeitsgemeinschaft der Wissenschaftlichen Medizinischen Fachgesellschaften e. V.(AWMF), Berlin
| | - Johann Ockenga
- Medizinische Klinik II, Gesundheit Nord, Klinikverbund Bremen
| | - Karl Oldhafer
- Klinik für Leber-, Gallenwegs- und Pankreaschirurgie, Asklepios Klinik Barmbek
| | - Philipp Paprottka
- Sektion für Interventionelle Radiologie, Klinikum rechts der Isar, Technische Universität München
| | - Philippe Pereira
- Zentrum für Radiologie, Minimal-invasive Therapien und Nuklearmedizin, SLK-Klinken Heilbronn
| | - Thorsten Persigehl
- Institut für Diagnostische und Interventionelle Radiologie, Universitätsklinikum Köln
| | - Ruben Plentz
- Klinik für Innere Medizin, Gesundheit Nord, Klinikverbund Bremen
| | - Jürgen Pohl
- Abteilung für Gastroenterologie, Asklepios Klinik Altona
| | | | - Peter Reimer
- Institut für Diagnostische und Interventionelle Radiologie, Städtisches Klinikum Karlsruhe
| | | | | | - Elke Roeb
- Medizinische Klinik II Pneumologie, Nephrologie und Gastroenterologie, Universitätsklinikum Gießen
| | - Jörn Rüssel
- Medizinische Klinik IV Hämatologie und Onkologie, Universitätsklinikum Halle (Saale)
| | - Barbara Schellhaas
- Medizinische Klinik I Gastroenterologie, Pneumologie und Endokrinologie, Friedrich-Alexander-Universität, Erlangen
| | - Peter Schirmacher
- Allgemeine Pathologie und pathologische Anatomie, Universitätsklinikum Heidelberg
| | | | - Irene Schmid
- Kinderklinik und Kinderpoliklinik im Dr. von Haunerschen Kinderspital, LMU München
| | - Andreas Schuler
- Medizinische Klinik, Gastroenterologie, Alb-Fils-Kliniken, Geislingen an der Steige
| | - Daniel Seehofer
- Klinik und Poliklinik für Viszeral-, Transplantations-, Thorax- und Gefäßchirurgie, Universitätsklinikum Leipzig
| | - Marianne Sinn
- II. Medizinische Klinik und Poliklinik (Onkologie, Hämatologie, Knochenmarktransplantation mit Abteilung für Pneumologie), Universitätsklinikum Hamburg-Eppendorf
| | - Andreas Stengel
- Innere Medizin VI - Psychosomatische Medizin und Psychotherapie, Eberhard-Karls Universität, Tübingen
| | | | | | | | - Anne Taubert
- Klinische Sozialarbeit, Universitätsklinikum Heidelberg
| | - Reina Tholen
- Deutscher Bundesverband für Physiotherapie (ZVK) e. V
| | - Jörg Trojan
- Medizinische Klinik 1: Gastroenterologie und Hepatologie, Pneumologie und Allergologie, Endokrinologie und Diabetologie sowie Ernährungsmedizin, Goethe-Universität, Frankfurt
| | | | - Arndt Vogel
- Klinik für Gastroenterologie, Hepatologie und Endokrinologie, Medizinische Hochschule Hannover
| | - Thomas Vogl
- Institut für Diagnostische und Interventionelle Radiologie, Goethe-Universität, Frankfurt
| | - Frank Wacker
- Institut für Diagnostische und Interventionelle Radiologie, Medizinische Hochschule Hannover
| | | | - Heiner Wedemeyer
- Klinik für Gastroenterologie, Hepatologie und Endokrinologie, Medizinische Hochschule Hannover
| | - Henning Wege
- Klinik für Allgemeine Innere Medizin, Onkologie/Hämatologie, Gastroenterologie und Infektiologie, Klinikum Esslingen
| | - Dane Wildner
- Innere Medizin, Krankenhäuser Nürnberger Land GmbH, Standort Lauf
| | - Marcus-Alexander Wörns
- Klinik für Gastroenterologie, Hämatologie und internistische Onkologie und Endokrinologie, Klinikum Dortmund
| | - Peter Galle
- 1. Medizinische Klinik und Poliklinik, Gastroenterologie, Hepatologie, Nephrologie, Rheumatologie, Infektiologie, Johannes Gutenberg-Universität, Mainz
| | - Nisar Malek
- Abteilung für Gastroenterologie, Gastrointestinale Onkologie, Hepatologie, Infektiologie und Geriatrie, Eberhard-Karls Universität, Tübingen
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Reddy KR. Liver biopsy: Archaic but resilient and many roads lead to Rome. Clin Liver Dis (Hoboken) 2024; 23:e0247. [PMID: 38952693 PMCID: PMC11216678 DOI: 10.1097/cld.0000000000000247] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Accepted: 03/19/2024] [Indexed: 07/03/2024] Open
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Sotoudeheian M. Galectin-3 and Severity of Liver Fibrosis in Metabolic Dysfunction-Associated Fatty Liver Disease. Protein Pept Lett 2024; 31:290-304. [PMID: 38715329 DOI: 10.2174/0109298665301698240404061300] [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: 12/31/2023] [Revised: 03/02/2024] [Accepted: 03/21/2024] [Indexed: 08/13/2024]
Abstract
Metabolic dysfunction-associated Fatty Liver Disease (MAFLD) is a chronic liver disease characterized by the accumulation of fat in the liver and hepatic steatosis, which can progress to critical conditions, including Metabolic dysfunction-associated Steatohepatitis (MASH), liver fibrosis, hepatic cirrhosis, and hepatocellular carcinoma. Galectin-3, a member of the galectin family of proteins, has been involved in cascades that are responsible for the pathogenesis and progression of liver fibrosis in MAFLD. This review summarizes the present understanding of the role of galectin-3 in the severity of MAFLD and its associated liver fibrosis. The article assesses the underlying role of galectin-3-mediated fibrogenesis, including the triggering of hepatic stellate cells, the regulation of extracellular degradation, and the modulation of immune reactions and responses. It also highlights the assessments of the potential diagnostic and therapeutic implications of galectin-3 in liver fibrosis during MAFLD. Overall, this review provides insights into the multifaceted interaction between galectin-3 and liver fibrosis in MAFLD, which could lead to the development of novel strategies for diagnosis and treatment of this prevalent liver disease.
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Arenas-Pinto A, Bakewell N, Milinkovic A, Williams I, Vera J, Post FA, Anderson J, Beynon M, O'Brien A, Doyle N, Gilson R, Pett SL, Winston A, Sabin CA. Hepatic steatosis in people older and younger than fifty who are living with HIV and HIV-negative controls: A cross-sectional study nested within the POPPY cohort. HIV Med 2024; 25:95-106. [PMID: 37670375 DOI: 10.1111/hiv.13540] [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: 05/23/2023] [Accepted: 08/16/2023] [Indexed: 09/07/2023]
Abstract
BACKGROUND Hepatic steatosis is a major cause of chronic liver disease associated with several negative health outcomes. We compared the prevalence of and factors associated with steatosis in people living with and without HIV. METHODS Older (>50 years) and younger (<50 years) people with HIV and older HIV-negative controls (>50 years) underwent liver transient elastography examination with controlled attenuation parameter (steatosis ≥238 dB/m, moderate/severe steatosis ≥280 dB/m, liver fibrosis ≥7.1 kPa). We compared groups using logistic regression/Chi-squared/Fisher's exact/Kruskal-Wallis tests. RESULTS In total, 317 participants (109 older people with HIV; 101 younger people with HIV; 107 HIV-negative controls) were predominantly white (86%) and male (76%), and 21% were living with obesity (body mass index ≥30 kg/m2 ). Most (97%) people with HIV had undetectable HIV RNA. The prevalence of fibrosis was 8.4%, 3.0%, and 6.5% in the three groups, respectively (p = 0.26). Fibrosis was predominately (>65%) mild. The prevalence of steatosis was the same in older people with HIV (66.4%) and controls (66.4%) but lower in younger people with HIV (37.4%; p < 0.001). After adjustment, younger people with HIV were less likely to have steatosis (odds ratio [OR] 0.26; 95% confidence interval [CI] 0.14-0.52) than controls, but male sex (OR 2.45; 95% CI 1.20-4.50) and high waist-to-hip ratio (OR 3.04; 95% CI 1.74-5.33) were associated with an increased odds of steatosis. We found no association between steatosis and HIV-related variables. CONCLUSIONS The prevalence of hepatic steatosis and fibrosis was similar between older participants regardless of HIV status. Age, sex, and abdominal obesity, but not HIV-related variables, were associated with steatosis. Interventions for controlling obesity should be integrated into routine HIV care.
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Affiliation(s)
- Alejandro Arenas-Pinto
- Institute for Global Health, University College London, London, UK
- MRC Clinical Trials Unit at University College London, London, UK
- Central and North-West London NHS Foundation Trust, London, UK
| | | | - Ana Milinkovic
- Chelsea and Westminster Hospital NHS Foundation Trust, London, UK
| | - Ian Williams
- Institute for Global Health, University College London, London, UK
- Central and North-West London NHS Foundation Trust, London, UK
| | - Jaime Vera
- Brighton and Sussex Medical School, Brighton, UK
| | - Frank A Post
- King's College Hospital NHS Foundation Trust, London, UK
| | | | - Michelle Beynon
- Institute for Global Health, University College London, London, UK
- Central and North-West London NHS Foundation Trust, London, UK
| | - Alastair O'Brien
- Institute of Liver and Digestive Health, University College London, London, UK
| | | | - Richard Gilson
- Institute for Global Health, University College London, London, UK
- Central and North-West London NHS Foundation Trust, London, UK
| | - Sarah L Pett
- Institute for Global Health, University College London, London, UK
- MRC Clinical Trials Unit at University College London, London, UK
- Central and North-West London NHS Foundation Trust, London, UK
| | | | - Caroline A Sabin
- Institute for Global Health, University College London, London, UK
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