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Zdanowicz K, Bobrus-Chociej A, Flisiak-Jackiewicz M, Kowalczuk-Kryston M, Jamiolkowski J, Mielech W, Lebensztejn DM. Apoptosis markers in children with metabolic-associated fatty liver disease: a preliminary study. PRZEGLAD GASTROENTEROLOGICZNY 2025; 20:41-47. [PMID: 40191505 PMCID: PMC11966513 DOI: 10.5114/pg.2025.148527] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Accepted: 01/08/2024] [Indexed: 04/09/2025]
Abstract
Introduction Metabolic-associated fatty liver disease (MAFLD) is a new disease definition. The development of hepatic steatosis is complex and may also be influenced by apoptotic mechanisms. Aim We aimed to assess serum concentrations of selected apoptosis markers, cytokeratin-18 fragments (M30) and agiopoietin-2 (Ang2) in children and adolescents with obesity and to evaluate the association of these parameters with paediatric MAFLD. Material and methods The prospective study included 76 overweight/obese children with suspected liver disease. MAFLD was diagnosed according to the latest consensus. The concentrations of M30 and Ang2 in serum were measured using an enzyme-linked immunosorbent assay (ELISA). Results Liver steatosis was diagnosed in abdominal ultrasound in 45 obese patients (59.2%) who were classified as the MAFLD group. Children with MAFLD had elevated levels of alanine aminotransferase (ALT), aspartate aminotransferase (AST), γ-glutamyltransferase (GGT), uric acid and M30 in comparison to non-MAFLD children. M30 positively correlated with ALT, AST, GGT, uric acid, Ang2 and the stage of liver steatosis. In receiver operating characteristic (ROC) analysis, M30 (cut-off = 173.74 IU/ml with sensitivity = 76.9% and specificity = 69.6%) allowed overweight/obese patients with and without MAFLD to be differentiated. Conclusions Our results suggest that the mechanism of apoptosis may play an important role in the development of MAFLD in children. There is a need for further studies in children to determine whether the M30 concentration may be an indicator of MAFLD progression and whether inhibition of apoptosis may become one of the therapeutic options for this disease.
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Affiliation(s)
- Katarzyna Zdanowicz
- Department of Pediatrics, Gastroenterology, Hepatology, Nutrition, Allergology and Pulmonology, Medical University of Bialystok, Bialystok, Poland
| | - Anna Bobrus-Chociej
- Department of Pediatrics, Gastroenterology, Hepatology, Nutrition, Allergology and Pulmonology, Medical University of Bialystok, Bialystok, Poland
| | - Marta Flisiak-Jackiewicz
- Department of Pediatrics, Gastroenterology, Hepatology, Nutrition, Allergology and Pulmonology, Medical University of Bialystok, Bialystok, Poland
| | - Monika Kowalczuk-Kryston
- Department of Pediatrics, Gastroenterology, Hepatology, Nutrition, Allergology and Pulmonology, Medical University of Bialystok, Bialystok, Poland
| | - Jacek Jamiolkowski
- Department of Pediatrics, Gastroenterology, Hepatology, Nutrition, Allergology and Pulmonology, Medical University of Bialystok, Bialystok, Poland
| | - Wlodzimierz Mielech
- Department of Pediatrics, Gastroenterology, Hepatology, Nutrition, Allergology and Pulmonology, Medical University of Bialystok, Bialystok, Poland
| | - Dariusz M. Lebensztejn
- Department of Pediatrics, Gastroenterology, Hepatology, Nutrition, Allergology and Pulmonology, Medical University of Bialystok, Bialystok, Poland
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Feng G, Han Y, Yang W, Shikora S, Mahawar K, Cheung TT, Targher G, Byrne CD, Hernandez-Gea V, Tilg H, Zheng MH. Recompensation in MASLD-related cirrhosis via metabolic bariatric surgery. Trends Endocrinol Metab 2025; 36:118-132. [PMID: 38908982 DOI: 10.1016/j.tem.2024.05.009] [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: 03/10/2024] [Revised: 05/25/2024] [Accepted: 05/31/2024] [Indexed: 06/24/2024]
Abstract
The prognosis of patients with decompensated cirrhosis is poor, with significantly increased liver-related mortality rates. With the rising tide of decompensated cirrhosis associated with metabolic dysfunction-associated steatotic liver disease (MASLD), the role of metabolic bariatric surgery (MBS) in achieving hepatic recompensation is garnering increasing attention. However, the complexity of preoperative assessment, the risk of postoperative disease recurrence, and the potential for patients to experience surgical complications of the MBS present challenges. In this opinion article we analyze the potential of MBS to induce recompensation in MASLD-related cirrhosis, discuss the mechanisms by which MBS may affect recompensation, and compare the characteristics of different MBS procedures; we highlight the therapeutic potential of MBS in MASLD-related cirrhosis recompensation and advocate for research in this complex area.
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Affiliation(s)
- Gong Feng
- Xi'an Medical University, Xi'an, China; The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Yu Han
- Department of Gastrointestinal Surgery, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Wah Yang
- Department of Metabolic and Bariatric Surgery, The First Affiliated Hospital of Jinan University, No. 613, Huangpu Avenue West, Guangzhou, China
| | - Scott Shikora
- Bariatric Surgery, Brigham and Women's Hospital, 75 Francis Street, ASBII-3rd Floor, Boston, MA 02115, USA
| | - Kamal Mahawar
- Bariatric Unit, Sunderland Royal Hospital, Sunderland, SR4 7TP, UK
| | - Tan To Cheung
- Department of Surgery, the University of Hong Kong, Hong Kong, China
| | - Giovanni Targher
- Department of Medicine, University of Verona, Verona, Italy; Metabolic Diseases Research Unit, IRCCS Sacro Cuore - Don Calabria Hospital, Negrar di Valpolicella (VR), Italy
| | - Christopher D Byrne
- Southampton National Institute for Health and Care Research Biomedical Research Centre, University Hospital Southampton and University of Southampton, Southampton General Hospital, Southampton, UK
| | - Virginia Hernandez-Gea
- Barcelona Hepatic Hemodynamic Laboratory, Liver Unit, Hospital Clínic Barcelona, IDIBAPS, University of Barcelona, Centro de Investigación Biomédica Red de Enfermedades Hepáticas y Digestivas (CIBEREHD), Health Care Provider of the European Reference Network on Rare Liver Disorders (ERN-Liver), Barcelona, Spain
| | - Herbert Tilg
- Department of Internal Medicine I, Gastroenterology, Hepatology, Endocrinology & Metabolism, Medical University Innsbruck, Innsbruck, Austria
| | - Ming-Hua Zheng
- MAFLD Research Center, Department of Hepatology, the First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China; Key Laboratory of Diagnosis and Treatment for The Development of Chronic Liver Disease in Zhejiang Province, Wenzhou, Zhejiang, China.
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Wang LJ, Sun JG, Chen SC, Sun YL, Zheng Y, Feng JC. The role of intestinal flora in metabolic dysfunction-associated steatotic liver disease and treatment strategies. Front Med (Lausanne) 2025; 11:1490929. [PMID: 39839647 PMCID: PMC11746088 DOI: 10.3389/fmed.2024.1490929] [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: 09/04/2024] [Accepted: 11/28/2024] [Indexed: 01/23/2025] Open
Abstract
Metabolic dysfunction-associated steatotic liver disease (MASLD) is a common multi-factorial liver disease, and its incidence is gradually increasing worldwide. Many reports have revealed that intestinal flora plays a crucial role for the occurrence and development of MASLD, through mechanisms such as flora translocation, endogenous ethanol production, dysregulation of choline metabolism and bile acid, and endotoxemia. Here, we review the relationship between intestinal flora and MASLD, as well as interventions for MASLD, such as prebiotics, probiotics, synbiotics, and intestinal flora transplantation. Intervention strategies targeting the intestinal flora along with its metabolites may be new targets for preventing and treating MASLD.
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Affiliation(s)
- Li Jun Wang
- Department of Traditional Chinese Medicine, Binzhou Medical University, Yantai, China
| | - Jian Guang Sun
- The First Clinical Medical College of Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Shu Cheng Chen
- School of Nursing, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR, China
| | - Yu Li Sun
- Department of Hepatology, Affiliated Hospital of Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Yang Zheng
- Department of Acupuncture and Moxibustion, Zibo Hospital, Zibo, China
| | - Jian Chao Feng
- Department of Acupuncture and Moxibustion, Zibo Hospital, Zibo, China
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Zhang H, Huang OY, Chen LL, Zhang N, Chen WY, Zheng W, Zhang XL, Jin XZ, Chen SD, Targher G, Byrne CD, Zheng MH. Diagnostic accuracy of exhaled nitric oxide for the non-invasive identification of patients with fibrotic metabolic dysfunction-associated steatohepatitis. Ann Med 2024; 56:2410408. [PMID: 39376063 PMCID: PMC11463020 DOI: 10.1080/07853890.2024.2410408] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/09/2024] [Revised: 07/12/2024] [Accepted: 08/19/2024] [Indexed: 10/09/2024] Open
Abstract
BACKGROUND Fibrotic metabolic dysfunction-associated steatohepatitis (MASH) is a condition at risk of progressing to advanced liver disease. We examined whether an innovative exhaled nitric oxide (eNO) breath test (BT) can accurately diagnose fibrotic MASH without requiring blood tests. METHODS One hundred and forty-seven patients with MASH were recruited, and all tests were undertaken within 1 week of recruitment. With fibrotic MASH (NAS ≥ 4 and fibrosis stage ≥ 2) as the main outcome indicator, the diagnostic efficacy of eNO in identifying fibrotic MASH was compared to other validated models for advanced fibrosis requiring venesection, namely FAST, Agile 3+, and FIB-4 scores. RESULTS The mean age was 40.36 ± 12.28 years, 73.5% were men. Mean body mass index was 28.83 ± 4.31 kg/m2. The proportion of fibrotic MASH was 29.25%. The area under the receiver operating curve for eNO in diagnosing fibrotic MASH was 0.737 [95% CI 0.650-0.823], which was comparable to FAST (0.751 [0.656-0.846]), Agile 3+ (0.764 [0.670-0.858]), and FIB-4 (0.721 [0.620-0.821]) (all DeLong test p > 0.05). A cut-off of eNO <8.5 ppb gave a sensitivity of 86.0% and a negative predictive value of 88.5% for ruling-out fibrotic MASH. A cut-off of eNO >13.5 ppb provided a specificity of 91.3% and a positive predictive value of 65.4% for ruling-in fibrotic MASH. Sensitivity analyses demonstrated that the diagnostic efficacy of eNO was similar across characteristics such as age. Moreover, adding vibration-controlled transient elastography-LSM (liver stiffness measurement) reduced the uncertainty interval from 46.9% to 39.5%. CONCLUSIONS The eNO-BT is a promising simple test for non-invasively identifying fibrotic MASH, and its performance is further improved by adding LSM measurement.
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Affiliation(s)
- Huai Zhang
- Department of Biostatistics and Medical Record, the First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
- MAFLD Research Centre, Department of Hepatology, the First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Ou-Yang Huang
- MAFLD Research Centre, Department of Hepatology, the First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Li-Li Chen
- MAFLD Research Centre, Department of Hepatology, the First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Ni Zhang
- MAFLD Research Centre, Department of Hepatology, the First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Wen-Ying Chen
- MAFLD Research Centre, Department of Hepatology, the First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Wen Zheng
- MAFLD Research Centre, Department of Hepatology, the First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Xin-Lei Zhang
- MAFLD Research Centre, Department of Hepatology, the First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Xiao-Zhi Jin
- MAFLD Research Centre, Department of Hepatology, the First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Sui-Dan Chen
- Department of Pathology, the First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Giovanni Targher
- Department of Medicine, University of Verona, Verona, Italy
- IRCCS Sacro Cuore Don Calabria Hospital, Negrar di Valpolicella, Italy
| | - Christopher D. Byrne
- Southampton National Institute for Health and Care Research Biomedical Research Centre, University Hospital Southampton and University of Southampton, Southampton General Hospital, Southampton, UK
| | - Ming-Hua Zheng
- MAFLD Research Centre, Department of Hepatology, the First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
- Key Laboratory of Diagnosis and Treatment for the Development of Chronic Liver Disease in Zhejiang Province, Wenzhou, China
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Fan JG, Xu XY, Yang RX, Nan YM, Wei L, Jia JD, Zhuang H, Shi JP, Li XY, Sun C, Li J, Wong VWS, Duan ZP. Guideline for the Prevention and Treatment of Metabolic Dysfunction-associated Fatty Liver Disease (Version 2024). J Clin Transl Hepatol 2024; 12:955-974. [PMID: 39544247 PMCID: PMC11557364 DOI: 10.14218/jcth.2024.00311] [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: 08/28/2024] [Revised: 10/07/2024] [Accepted: 10/11/2024] [Indexed: 11/17/2024] Open
Abstract
With the rising epidemic of obesity, metabolic syndrome, and type 2 diabetes mellitus in China, metabolic dysfunction-associated non-alcoholic fatty liver disease has become the most prevalent chronic liver disease. This condition frequently occurs in Chinese patients with alcoholic liver disease and chronic hepatitis B. To address the impending public health crisis of non-alcoholic fatty liver disease and its underlying metabolic issues, the Chinese Society of Hepatology and the Chinese Medical Association convened a panel of clinical experts to revise and update the "Guideline of prevention and treatment of non-alcoholic fatty liver disease (2018, China)". The new edition, titled "Guideline for the prevention and treatment of metabolic dysfunction-associated fatty liver disease (Version 2024)", offers comprehensive recommendations on key clinical issues, including screening and monitoring, diagnosis and evaluation, treatment, and follow-up for metabolic dysfunction-associated fatty liver disease and metabolic dysfunction-associated steatotic liver disease. Metabolic dysfunction-associated fatty liver disease is now the preferred English term and is used interchangeably with metabolic dysfunction-associated steatotic liver disease. Additionally, the guideline emphasizes the importance of multidisciplinary collaboration among hepatologists and other specialists to manage cardiometabolic disorders and liver disease effectively.
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Affiliation(s)
- Jian-Gao Fan
- Department of Gastroenterology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xiao-Yuan Xu
- Department of Infectious Diseases, Peking University First Hospital, Beijing, China
| | - Rui-Xu Yang
- Department of Gastroenterology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yue-Min Nan
- Department of Traditional and Western Medical Hepatology, Hebei Medical University Third Hospital, Shijiazhuang, Hebei, China
| | - Lai Wei
- Hepatopancreatobiliary Centre, Beijing Tsinghua Changgung Hospital, Tsinghua University, Beijing, China
| | - Ji-Dong Jia
- Liver Research Centre, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Hui Zhuang
- Department of Microbiology and Centre for Infectious Diseases, Peking University Health Science Centre, Beijing, China
| | - Jun-Ping Shi
- Department of Hepatology, The Affiliated Hospital of Hangzhou Normal University, Hangzhou, Zhejiang, China
| | - Xiao-Ying Li
- Department of Endocrinology and Metabolism, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Chao Sun
- Department of Gastroenterology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jie Li
- Department of Infectious Disease, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, China
| | - Vincent Wai-Sun Wong
- State Key Laboratory of Digestive Disease, Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong, China
| | - Zhong-Ping Duan
- Fourth Department of Liver Disease, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Chinese Society of Hepatology, Chinese Medical Association
- Department of Gastroenterology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Department of Infectious Diseases, Peking University First Hospital, Beijing, China
- Department of Traditional and Western Medical Hepatology, Hebei Medical University Third Hospital, Shijiazhuang, Hebei, China
- Hepatopancreatobiliary Centre, Beijing Tsinghua Changgung Hospital, Tsinghua University, Beijing, China
- Liver Research Centre, Beijing Friendship Hospital, Capital Medical University, Beijing, China
- Department of Microbiology and Centre for Infectious Diseases, Peking University Health Science Centre, Beijing, China
- Department of Hepatology, The Affiliated Hospital of Hangzhou Normal University, Hangzhou, Zhejiang, China
- Department of Endocrinology and Metabolism, Zhongshan Hospital, Fudan University, Shanghai, China
- Department of Infectious Disease, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, China
- State Key Laboratory of Digestive Disease, Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong, China
- Fourth Department of Liver Disease, Beijing Youan Hospital, Capital Medical University, Beijing, China
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Wu Y, Zhou J, Zhang J, Li H. Cytokeratin 18 in nonalcoholic fatty liver disease: value and application. Expert Rev Mol Diagn 2024; 24:1009-1022. [PMID: 39387822 DOI: 10.1080/14737159.2024.2413941] [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: 02/07/2024] [Accepted: 10/04/2024] [Indexed: 10/15/2024]
Abstract
INTRODUCTION Nonalcoholic fatty liver disease (NAFLD) is a common metabolism-related disease worldwide. Although studies have shown that some medications may be effective for treating NAFLD, they do not satisfy the medical requirements, and lifestyle changes are the most basic strategy. Thus, early detection of NAFLD and timely lifestyle interventions are highly important. AREAS COVERED The traditional diagnostic methods for NAFLD are limited by accuracy, cost, and security issues. Cytokeratin 18 (CK18), which is a marker of apoptosis and overall cell death, is an excellent biomarker for NAFLD. Liver fat accumulation in NAFLD triggers the activation of caspases, which increases the CK18 cleavage and its release into the blood. CK18 can help diagnose different stages of NAFLD, especially the nonalcoholic steatohepatitis (NASH) stage. In evaluating the efficacy of the NAFLD treatment and predicting the risk of NAFLD-related diseases, CK18 plays a significant role. EXPERT OPINION CK18 can non-invasively monitor the pathological conditions of NAFLD patients and provide new hope for the early diagnosis of NAFLD. Adding CK18 to the NAFLD diagnostic criteria that are widely used in clinical settings may be efficient for the detection of NAFLD and early effective intervention.
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Affiliation(s)
- Yuan Wu
- School of Medicine, The 2nd Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, China
- Liver Disease Department of Integrative Medicine, Ningbo No. 2 Hospital, Ningbo, China
| | - Jing Zhou
- Liver Disease Department of Integrative Medicine, Ningbo No. 2 Hospital, Ningbo, China
| | - Jun Zhang
- Liver Disease Department of Integrative Medicine, Ningbo No. 2 Hospital, Ningbo, China
| | - Hongshan Li
- School of Medicine, The 2nd Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, China
- Liver Disease Department of Integrative Medicine, Ningbo No. 2 Hospital, Ningbo, China
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Keskin M, Arsoy HA, Kara O, Sarandol E, Koca N, Yilmaz Y. Impact of Comorbid Polycystic Ovary Syndrome on Clinical and Laboratory Parameters in Female Adolescents with Metabolic Dysfunction-Associated Steatotic Liver Disease: A Cross-Sectional Study. J Clin Med 2024; 13:5885. [PMID: 39407944 PMCID: PMC11477162 DOI: 10.3390/jcm13195885] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2024] [Revised: 09/27/2024] [Accepted: 10/01/2024] [Indexed: 10/20/2024] Open
Abstract
Background: Metabolic dysfunction-associated steatotic liver disease (MASLD) and polycystic ovary syndrome (PCOS) share several pathophysiological mechanisms. While the prevalence of MASLD has been extensively studied in PCOS populations, the occurrence of PCOS among female adolescents with transient elastography (TE)-confirmed MASLD in pediatric hepatology settings remains poorly characterized. This cross-sectional study aims to address this knowledge gap and elucidate potential clinical and biochemical differences between female adolescents with MASLD and comorbid PCOS compared to those without PCOS. Methods: The study cohort included 45 female adolescents with TE-diagnosed MASLD. Comparative analyses of clinical and laboratory parameters were performed between those with (n = 19) and those without (n = 26) comorbid PCOS, diagnosed according to the Rotterdam criteria. Results: Adolescents with MASLD and comorbid PCOS exhibited significantly higher weight, lower height, and increased waist circumference compared to those without PCOS. Additionally, the prevalence of acanthosis nigricans was significantly higher in the PCOS group (68.4% versus 34.6%, p = 0.025). Regarding laboratory parameters, serum phosphorus levels and liver enzymes-including aspartate aminotransferase, alanine aminotransferase, and gamma-glutamyl transferase-were significantly lower in adolescents with comorbid PCOS. However, no significant differences were observed in lipid profiles, glucose metabolism, or novel non-invasive biomarkers of MASLD. Conclusions: This study reveals distinct clinical and biochemical profiles in female adolescents with MASLD and comorbid PCOS compared to those without PCOS. These findings have the potential to inform and refine future screening protocols and diagnostic algorithms for these interrelated conditions, specifically tailored to pediatric hepatology settings.
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Affiliation(s)
- Murat Keskin
- Department of Gastroenterology, Faculty of Medicine, KTO Karatay University, Konya 42020, Türkiye;
| | - Hanife Aysegul Arsoy
- Department of Pediatric Gastroenterology, Bursa Yuksek Ihtisas Training and Research Hospital, University of Health Sciences, Bursa 16350, Türkiye;
| | - Ozlem Kara
- Department of Pediatric Endocrinology, Bursa Yuksek Ihtisas Training and Research Hospital, University of Health Sciences, Bursa 16350, Türkiye;
| | - Emre Sarandol
- Department of Biochemistry, Faculty of Medicine, Bursa Uludağ University, Bursa 16059, Türkiye;
| | - Nizameddin Koca
- Department of Internal Medicine, Bursa Faculty of Medicine, University of Health Sciences, Bursa 16350, Türkiye;
| | - Yusuf Yilmaz
- Department of Gastroenterology, School of Medicine, Recep Tayyip Erdoğan University, Rize 53100, Türkiye
- The Global NASH Council, Washington, DC 20037, USA
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Baser O, Samayoa G, Yapar N, Baser E. Artificial Intelligence in Identifying Patients With Undiagnosed Nonalcoholic Steatohepatitis. JOURNAL OF HEALTH ECONOMICS AND OUTCOMES RESEARCH 2024; 11:86-94. [PMID: 39351190 PMCID: PMC11441708 DOI: 10.36469/001c.123645] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/16/2024] [Accepted: 09/13/2024] [Indexed: 10/04/2024]
Abstract
Background: Although increasing in prevalence, nonalcoholic steatohepatitis (NASH) is often undiagnosed in clinical practice. Objective: This study identified patients in the Veterans Affairs (VA) health system who likely had undiagnosed NASH using a machine learning algorithm. Methods: From a VA data set of 25 million adult enrollees, the study population was divided into NASH-positive, non-NASH, and at-risk cohorts. We performed a claims data analysis using a machine learning algorithm. To build our model, the study population was randomly divided into an 80% training subset and a 20% testing subset and tested and trained using a cross-validation technique. In addition to the baseline model, a gradient-boosted classification tree, naïve Bayes, and random forest model were created and compared using receiver operator characteristics, area under the curve, and accuracy. The best performing model was retrained on the full 80% training subset and applied to the 20% testing subset to calculate the performance metrics. Results: In total, 4 223 443 patients met the study inclusion criteria, of whom 4903 were positive for NASH and 35 528 were non-NASH patients. The remainder was in the at-risk patient cohort, of which 514 997 patients (12%) were identified as likely to have NASH. Age, obesity, and abnormal liver function tests were the top determinants in assigning NASH probability. Conclusions: Utilization of machine learning to predict NASH allows for wider recognition, timely intervention, and targeted treatments to improve or mitigate disease progression and could be used as an initial screening tool.
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Affiliation(s)
- Onur Baser
- Graduate School of Public Health, City University of New York, New York, NY, USA
- University of Michigan Medical School, Ann Arbor, Michigan, USA
- John D. Dingell VA Center, Detroit, Michigan, USA
| | | | - Nehir Yapar
- Columbia Data Analytics, Ann Arbor, Michigan, USA
| | - Erdem Baser
- Columbia Data Analytics, Ann Arbor, Michigan, USA
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Kawanaka M, Kamada Y, Takahashi H, Iwaki M, Nishino K, Zhao W, Seko Y, Yoneda M, Kubotsu Y, Fujii H, Sumida Y, Kawamoto H, Itoh Y, Nakajima A. Serum Cytokeratin 18 Fragment Is an Indicator for Treating Metabolic Dysfunction-Associated Steatotic Liver Disease. GASTRO HEP ADVANCES 2024; 3:1120-1128. [PMID: 39533978 PMCID: PMC11554606 DOI: 10.1016/j.gastha.2024.08.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/11/2024] [Accepted: 08/08/2024] [Indexed: 11/16/2024]
Abstract
Background and Aims Although numerous noninvasive diagnostic methods have been developed to predict liver fibrosis in metabolic dysfunction-associated steatotic liver disease (MASLD), they lack markers for predicting lobular inflammation, hepatocellular ballooning, or changes related to metabolic dysfunction-associated steatohepatitis (MASH). We examined serum cytokeratin 18 fragment (CK18F) as a noninvasive marker for predicting treatment response and "at-risk MASH" and "MASH resolution" in patients with MASLD. Methods One-hundred-and-ten patients with MASLD who underwent repeated biopsy were enrolled (age, 4 [0.5-21] years) in this retrospective study. We investigated associations among serum CK18F levels, liver histology, and blood tests and compared them with changes in serum CK18F levels and liver histology and the resolution of MASH. Additionally, 565 biopsy-proven patients were analyzed for associations among serum CK18F levels, liver histology, and blood tests. Moreover, the Fibrosis-4 (FIB-4) index and CK18F were examined for their usefulness in predicting "at-risk MASH." Results CK18F changes were strongly correlated with changes in lobular inflammation, hepatocellular ballooning, and nonalcoholic fatty liver disease activity score. Multiple regression analysis showed that contributing to "MASH resolution" was associated with changes in CK18F levels as independent factors. Patients diagnosed with MASLD and an FIB-4 index >2.67, or those with an FIB-4 index ≤2.67 and CK18F > 200 U/L, were at high risk of developing MASH and should be referred to a hepatologist. Conversely, those with an FIB-4 index ≤2.67 and CK18F ≤ 200 U/L were effectively managed through regular follow-up appointments. Conclusion CK18F changes are associated with nonalcoholic fatty liver disease activity score changes and are a promising noninvasive diagnostic marker for "at risk MASH" and "MASH resolution."
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Affiliation(s)
- Miwa Kawanaka
- Department of General Internal Medicine 2, Kawasaki General Medical Center, Kawasaki Medical School, Okayama City, Okayama, Japan
| | - Yoshihiro Kamada
- Department of Advanced Metabolic Hepatology, Osaka University Graduate School of Medicine, Suita, Osaka, Japan
| | - Hirokazu Takahashi
- Faculty of Medicine, Liver Center, Saga University Hospital, Saga University, Saga, Saga, Japan
- Faculty of Medicine, Division of Metabolism and Endocrinology, Saga University, Saga, Saga, Japan
| | - Michihiro Iwaki
- Department of Gastroenterology and Hepatology, Yokohama City University School of Medicine Graduate School of Medicine, Yokohama, Kanagawa, Japan
| | - Ken Nishino
- Department of General Internal Medicine 2, Kawasaki General Medical Center, Kawasaki Medical School, Okayama City, Okayama, Japan
| | - Wenli Zhao
- Faculty of Medicine, Liver Center, Saga University Hospital, Saga University, Saga, Saga, Japan
| | - Yuya Seko
- Department of Molecular Gastroenterology and Hepatology, Graduate School of Medicine, Kyoto Prefecture University of Medicine, Kyoto, Kyoto, Japan
| | - Masato Yoneda
- Department of Gastroenterology and Hepatology, Yokohama City University School of Medicine Graduate School of Medicine, Yokohama, Kanagawa, Japan
| | - Yoshihito Kubotsu
- Faculty of Medicine, Liver Center, Saga University Hospital, Saga University, Saga, Saga, Japan
| | - Hideki Fujii
- Departments of Hepatology, Graduate School of Medicine, Osaka Metropolitan University, Abeno-ku, Osaka, Japan
| | - Yoshio Sumida
- Graduate School of Healthcare Management, International University of Healthcare and Welfare, Tokyo, Japan
| | - Hirofumi Kawamoto
- Department of General Internal Medicine 2, Kawasaki General Medical Center, Kawasaki Medical School, Okayama City, Okayama, Japan
| | - Yoshito Itoh
- Department of Molecular Gastroenterology and Hepatology, Graduate School of Medicine, Kyoto Prefecture University of Medicine, Kyoto, Kyoto, Japan
| | - Atsushi Nakajima
- Department of Gastroenterology and Hepatology, Yokohama City University School of Medicine Graduate School of Medicine, Yokohama, Kanagawa, Japan
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10
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Qi S, Wei X, Zhao J, Wei X, Guo H, Hu J, WuYun Q, Pan CQ, Zhang N, Zhang J. Performance of MAST, FAST, and MEFIB in predicting metabolic dysfunction-associated steatohepatitis. J Gastroenterol Hepatol 2024; 39:1656-1662. [PMID: 38686620 DOI: 10.1111/jgh.16589] [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: 12/04/2023] [Revised: 03/14/2024] [Accepted: 04/15/2024] [Indexed: 05/02/2024]
Abstract
BACKGROUND AND AIM To identify individuals with metabolic dysfunction-associated steatohepatitis (MASH) or "at-risk" MASH among patients with metabolic dysfunction-associated steatotic liver disease (MASLD), three noninvasive models are available with satisfactory efficiency, which include magnetic resonance imaging [MRI]- AST (MAST), FibroScan-AST (FAST score), and magnetic resonance elastography [MRE] plus FIB-4 (MEFIB). We aimed to evaluate the most accurate approach for diagnosing MASH or "at-risk" MASH. METHODS We included 108 biopsy-proven MASLD patients who underwent simultaneous assessment of MRE, MRI proton density fat fraction (MRI-PDFF), and FibroScan scans. Compared with the histological diagnosis, we analyzed the AUC of each model and assessed the accuracy. RESULTS Our study cohort consisted of 64.8% of MASH and 25.9% of "at-risk" MASH. When analyzing the performance of each model for the diagnostic accuracy of MASH, we found that the AUC [95% CI] of MAST was comparable to FAST (0.803 [0.719-0.886] vs 0.799 [0.707-0.891], P = 0.930) and better than MEFIB (0.671 [0.571-0.772], P = 0.005). Similar findings were observed in the "at-risk" MASH patients. The AUCs [95% CI] for MAST, FAST, and MEFIB were 0.810 [0.719-0.900], 0.782 [0.689-0.874], and 0.729 [0.619-0.838], respectively. The models of MAST and FAST had comparable AUCs (P = 0.347), which were statistically significantly higher than that of MEFIB (P = 0.041). Additionally, the cutoffs for diagnosis of MASH were lower than "at-risk" MASH. CONCLUSION MAST and FAST performed better than MEFIB in diagnosing "at-risk" MASH and MASH using lower cutoff values. Our findings provided evidence for selecting the most accurate noninvasive model to identify patients with MASH or at-risk MASH.
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Affiliation(s)
- Shi Qi
- Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Xiaodie Wei
- Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Jinhan Zhao
- Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Xinhuan Wei
- Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Haiqing Guo
- Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Jingxian Hu
- Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Qiqige WuYun
- Capital Medical University Affiliated Beijing Shijitan Hospital, Beijing, China
| | - Calvin Q Pan
- Division of Gastroenterology and Hepatology, NYU Langone Health, NYU Grossman School of Medicine, New York, USA
| | - Nengwei Zhang
- Capital Medical University Affiliated Beijing Shijitan Hospital, Beijing, China
| | - Jing Zhang
- Beijing Youan Hospital, Capital Medical University, Beijing, China
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11
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Silva-Sperb AS, Moraes HA, Barcelos STA, de Moura BC, Longo L, Michalczuk MT, Cerski CTS, Uribe-Cruz C, da Silveira TR, Álvares-da-Silva MR, Dall’Alba V. Probiotic supplementation for 24 weeks in patients with non-alcoholic steatohepatitis: the PROBILIVER randomized clinical trial. Front Nutr 2024; 11:1362694. [PMID: 38600992 PMCID: PMC11004384 DOI: 10.3389/fnut.2024.1362694] [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: 12/28/2023] [Accepted: 03/08/2024] [Indexed: 04/12/2024] Open
Abstract
Background and aim Considering the increasing prevalence of non-alcoholic steatohepatitis (NASH) and treatment gaps, this study aimed to evaluate the effect of probiotic supplementation on liver function markers, nutritional status, and clinical parameters. Methods This double-blind, randomized clinical trial (ClinicalTrials.gov ID: NCT0346782) included adult outpatients with biopsy-proven NASH. The intervention consisted of 24 weeks of supplementation with the probiotic mix Lactobacillus acidophilus (1 × 109 CFU) + Lactobacillus rhamnosus (1 × 109 CFU) + Lactobacillus paracasei (1 × 109 CFU) + Bifidobacterium lactis (1 × 109 CFU), or placebo, twice a day. The following parameters were evaluated: demographic and clinical data, transient elastography (FibroScan), liver enzymes, NAFLD fibrosis score, fatty liver index, laboratory assessment, serum concentration of toll-like receptor-4 (sTLR-4) and cytokeratin 18 (CK-18), anthropometric data, dietary intake, and physical activity. Regarding data analysis, the comparison between the groups was based on the delta of the difference of each variable analyzed (value at the end of treatment minus the baseline value) using the t-test for independent samples or the Mann-Whitney U-test. Results Forty-four patients with NASH completed the trial (51.4 ± 11.6 years). At baseline, 87% of participants had a mild liver fibrosis degree on biopsy, normal values of liver enzymes, transient elastography values consistent with grade 1 fibrosis in both groups, increased waist circumference (WC), a BMI of 30.97 kg/m2, and 76% presented with metabolic syndrome (MetS). After the intervention, no differences were observed between the probiotic and placebo groups in terms of MetS, WC, BMI scores, or liver enzyme levels (p > 0.05 for all). The elastography values remained consistent with grade 1 fibrosis in both groups. Although CK-18 was reduced in both groups, a larger effect size was noted in the probiotic group (D = 1.336). sTLR-4 was also reduced in both groups, with no difference between groups (p = 0.885). Conclusion Intervention with probiotics in the early stages of NASH demonstrated no significant change in hepatic and clinical parameters. Clinical trial registration ClinicalTrials.gov, identifier NCT0346782.
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Affiliation(s)
- Amanda Souza Silva-Sperb
- Graduate Program in Gastroenterology and Hepatology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Helena Abadie Moraes
- Graduate Program in Gastroenterology and Hepatology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | | | - Bruna Concheski de Moura
- Graduate Program in Gastroenterology and Hepatology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Larisse Longo
- Graduate Program in Gastroenterology and Hepatology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- Experimental Laboratory of Hepatology and Gastroenterology, Experimental Research Center, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
| | - Matheus Truccolo Michalczuk
- Graduate Program in Gastroenterology and Hepatology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- Division of Gastroenterology, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
| | - Carlos Thadeu Schmidt Cerski
- Graduate Program in Gastroenterology and Hepatology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- Unit of Surgical Pathology, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
| | - Carolina Uribe-Cruz
- Graduate Program in Gastroenterology and Hepatology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- Experimental Laboratory of Hepatology and Gastroenterology, Experimental Research Center, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
| | - Themis Reverbel da Silveira
- Experimental Laboratory of Hepatology and Gastroenterology, Experimental Research Center, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
| | - Mário Reis Álvares-da-Silva
- Graduate Program in Gastroenterology and Hepatology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- Experimental Laboratory of Hepatology and Gastroenterology, Experimental Research Center, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
- Division of Gastroenterology, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
| | - Valesca Dall’Alba
- Graduate Program in Gastroenterology and Hepatology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- Experimental Laboratory of Hepatology and Gastroenterology, Experimental Research Center, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
- Nutrition Division, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
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