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Zhang L, El-Shabrawi M, Baur LA, Byrne CD, Targher G, Kehar M, Porta G, Lee WS, Lefere S, Turan S, Alisi A, Weiss R, Faienza MF, Ashraf A, Sundaram SS, Srivastava A, De Bruyne R, Kang Y, Bacopoulou F, Zhou YH, Darma A, Lupsor-Platon M, Hamaguchi M, Misra A, Méndez-Sánchez N, Ng NBH, Marcus C, Staiano AE, Waheed N, Alqahtani SA, Giannini C, Ocama P, Nguyen MH, Arias-Loste MT, Ahmed MR, Sebastiani G, Poovorawan Y, Al Mahtab M, Pericàs JM, Reverbel da Silveira T, Hegyi P, Azaz A, Isa HM, Lertudomphonwanit C, Farrag MI, Nugud AAA, Du HW, Qi KM, Mouane N, Cheng XR, Al Lawati T, Fagundes EDT, Ghazinyan H, Hadjipanayis A, Fan JG, Gimiga N, Kamal NM, Ștefănescu G, Hong L, Diaconescu S, Li M, George J, Zheng MH. An international multidisciplinary consensus on pediatric metabolic dysfunction-associated fatty liver disease. MED 2024; 5:797-815.e2. [PMID: 38677287 DOI: 10.1016/j.medj.2024.03.017] [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: 12/18/2023] [Revised: 02/20/2024] [Accepted: 03/26/2024] [Indexed: 04/29/2024]
Abstract
BACKGROUND Non-alcoholic fatty liver disease (NAFLD) is highly prevalent in children and adolescents, particularly those with obesity. NAFLD is considered a hepatic manifestation of the metabolic syndrome due to its close associations with abdominal obesity, insulin resistance, and atherogenic dyslipidemia. Experts have proposed an alternative terminology, metabolic dysfunction-associated fatty liver disease (MAFLD), to better reflect its pathophysiology. This study aimed to develop consensus statements and recommendations for pediatric MAFLD through collaboration among international experts. METHODS A group of 65 experts from 35 countries and six continents, including pediatricians, hepatologists, and endocrinologists, participated in a consensus development process. The process encompassed various aspects of pediatric MAFLD, including epidemiology, mechanisms, screening, and management. FINDINGS In round 1, we received 65 surveys from 35 countries and analyzed these results, which informed us that 73.3% of respondents agreed with 20 draft statements while 23.8% agreed somewhat. The mean percentage of agreement or somewhat agreement increased to 80.85% and 15.75%, respectively, in round 2. The final statements covered a wide range of topics related to epidemiology, pathophysiology, and strategies for screening and managing pediatric MAFLD. CONCLUSIONS The consensus statements and recommendations developed by an international expert panel serve to optimize clinical outcomes and improve the quality of life for children and adolescents with MAFLD. These findings emphasize the need for standardized approaches in diagnosing and treating pediatric MAFLD. FUNDING This work was funded by the National Natural Science Foundation of China (82070588, 82370577), the National Key R&D Program of China (2023YFA1800801), National High Level Hospital Clinical Research Funding (2022-PUMCH-C-014), the Wuxi Taihu Talent Plan (DJTD202106), and the Medical Key Discipline Program of Wuxi Health Commission (ZDXK2021007).
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Affiliation(s)
- Le Zhang
- Department of Paediatrics, Affiliated Children's Hospital of Jiangnan University (Wuxi Children's Hospital), Wuxi, China
| | - Mortada El-Shabrawi
- Department of Pediatrics and Pediatric Hepatology, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Louise A Baur
- Children's Hospital Westmead Clinical School, Sydney Medical School, The University of Sydney, Sydney, NSW, Australia; Sydney School of Public Health, The University of Sydney, Sydney, NSW, Australia
| | - Christopher D Byrne
- Nutrition and Metabolism, Faculty of Medicine, University of Southampton, Southampton, UK; National Institute for Health and Care Research Southampton Biomedical Research Centre, University Hospital Southampton, Southampton, UK
| | - Giovanni Targher
- Department of Medicine, University of Verona, Verona, Italy; Metabolic Diseases Research Unit, IRCCS Sacro Cuore - Don Calabria Hospital, Negrar di Valpolicella, Italy
| | - Mohit Kehar
- Division of Pediatric Gastroenterology, Hepatology, and Nutrition, Children's Hospital of Eastern Ontario, Department of Pediatrics, Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
| | - Gilda Porta
- Pediatric Hepatology, Transplant Unit, Hospital Sírio-Libanês, Hospital Municipal Infantil Menino Jesus, Sau Paulo, Brazil
| | - Way Seah Lee
- Department of Paediatrics, Faculty of Medicine, University Malaya, Kuala Lumpur, Malaysia
| | - Sander Lefere
- Hepatology Research Unit, Department Internal Medicine and Pediatrics, Ghent University, Ghent, Belgium; Liver Research Center Ghent, Ghent University, Ghent, Belgium
| | - Serap Turan
- Pediatric Endocrinology and Diabetes, Marmara University School of Medicine, Istanbul, Turkey
| | - Anna Alisi
- Research Unit of Molecular Genetics of Complex Phenotypes, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Ram Weiss
- Department of Pediatrics, Ruth Children's Hospital, Rambam Medical Center and the Bruce Rappaport School of Medicine, Technion, Haifa, Israel
| | - Maria Felicia Faienza
- Pediatric Unit, Department of Precision and Regenerative Medicine and Ionian Area, University of Bari "Aldo Moro", Bari, Italy
| | - Ambika Ashraf
- Division of Pediatric Endocrinology and Diabetes, Department of Pediatrics, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Shikha S Sundaram
- Section of Pediatric Gastroenterology, Hepatology, and Nutrition, Department of Pediatrics, Pediatric Liver Center, Children's Hospital Colorado, University of Colorado School of Medicine and Anschutz Medical Campus, Aurora, CO, USA
| | - Anshu Srivastava
- Department of Pediatric Gastroenterology, Sanjay Gandhi Postgraduate Institute of Medical Sciences, Lucknow, India
| | - Ruth De Bruyne
- Department of Pediatric Gastroenterology, Hepatology and Nutrition, Ghent University Hospital, Ghent, Belgium
| | - Yunkoo Kang
- Department of Pediatrics, Yonsei University Wonju College of Medicine, Wonju, Republic of Korea
| | - Flora Bacopoulou
- Center for Adolescent Medicine and UNESCO Chair in Adolescent Health Care, Aghia Sophia Children's Hospital, Medical School, National and Kapodistrian University of Athens, Athens, Greece; University Research Institute of Maternal and Child Health & Precision Medicine, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - Yong-Hai Zhou
- Department of Pediatrics, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China
| | - Andy Darma
- Department of Pediatrics, Faculty of Medicine, Universitas Airlangga, Surabaya, Indonesia
| | - Monica Lupsor-Platon
- Department of Medical Imaging, "Iuliu Hatieganu" University of Medicine and Pharmacy, Cluj-Napoca, Romania; "Prof. Dr. O. Fodor" Regional Institute of Gastroenterology and Hepatology, Cluj-Napoca, Romania
| | - Masahide Hamaguchi
- Department of Endocrinology and Metabolism, Kyoto Prefectural University of Medicine, Graduate School of Medical Science, Kyoto, Japan
| | - Anoop Misra
- Fortis-C-DOC Centre of Excellence for Diabetes, Metabolic Diseases and Endocrinology, New Delhi, India; National Diabetes, Obesity and Cholesterol Foundation (N-DOC), New Delhi, India; Diabetes Foundation, New Delhi, India
| | - Nahum Méndez-Sánchez
- Liver Research Unit, Medica Sur Clinic and Foundation and Faculty of Medicine, National Autonomous University of Mexico, Mexico City, Mexico
| | - Nicholas Beng Hui Ng
- Department of Paediatrics, Khoo Teck Puat - National University Children's Medical Institute, National University Hospital, Singapore, Singapore; Department of Paediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Claude Marcus
- Department of Clinical Science, Intervention and Technology, Division of Pediatrics, Karolinska Institutet, Stockholm, Sweden
| | | | - Nadia Waheed
- Department of Pediatrics, Shaheed Zulfiqar Ali Bhutto Medical University, Pakistan Institute of Medical Sciences, Islamabad, Pakistan
| | - Saleh A Alqahtani
- Organ Transplantation Center of Excellence, King Faisal Specialist Hospital & Research Center, Riyadh, Saudi Arabia; Division of Gastroenterology and Hepatology, Johns Hopkins University, Baltimore, MD, USA
| | - Cosimo Giannini
- Department of Pediatrics, University of Chieti, Chieti, Italy
| | - Ponsiano Ocama
- Department of Internal Medicine, School of Medicine, Makerere University College of Health Sciences, Kampala, Uganda
| | - Mindie H Nguyen
- Division of Gastroenterology and Hepatology, Department of Medicine, Stanford University Medical Center, Palo Alto, CA, USA; Department of Epidemiology and Population Health, Stanford University, Stanford, CA, USA
| | - Maria Teresa Arias-Loste
- Hospital Universitario Marqués de Valdecilla, Gastroenterology and Hepatology Department, Clinical and Translational Research in Digestive Diseases, Instituto de Investigación Marqués de Valdecilla (IDIVAL), Santander, Spain
| | - Mohamed Rabea Ahmed
- Department of Pediatrics, Jahra Hospital, Kuwait and Department of Pediatrics, National Hepatology and Tropical Medicine Research Institute (NHTMRI), Cairo, Egypt
| | - Giada Sebastiani
- Division of Gastroenterology and Hepatology and Division of Infectious Diseases, McGill University Health Centre, Montreal, QC, Canada
| | - Yong Poovorawan
- Centre of Excellence in Clinical Virology, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | - Mamun Al Mahtab
- Department of Hepatology, Bangabandhu Sheikh Mujib Medical University, Shahbag, Dhaka, Bangladesh
| | - Juan M Pericàs
- Liver Unit, Vall d'Hebron University Hospital, Vall d'Hebron Institute for Research (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain; Centros de Investigación Biomédica en Red, Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | | | - Peter Hegyi
- Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary; Center for Translational Medicine, Semmelweis University, Budapest, Hungary; Institute of Pancreatic Diseases, Semmelweis University, Budapest, Hungary
| | - Amer Azaz
- Sheikh Khalifa Medical City, Abu Dhabi, United Arab Emirates
| | - Hasan M Isa
- Pediatric Department, Salmaniya Medical Complex and Pediatric Department, Arabian Gulf University, Manama, Bahrain
| | - Chatmanee Lertudomphonwanit
- Division of Gastroenterology, Department of Paediatrics, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Mona Issa Farrag
- Department of Pediatrics and Pediatric Hepatology, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Ahmed Abd Alwahab Nugud
- Department of Pediatrics and Pediatric Hepatology, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Hong-Wei Du
- Department of Paediatrics, First Hospital of Jilin University, Changchun, China
| | - Ke-Min Qi
- Laboratory of Nutrition and Development, Key Laboratory of Major Diseases in Children, Ministry of Education, Beijing Pediatric Research Institute, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
| | - Nezha Mouane
- Department of Pediatric Gastroenterology Hepatology and Nutrition, Academic Children's Hospital Ibn Sina, Mohammed V University, Rabat, Morocco
| | - Xin-Ran Cheng
- Department of Paediatric Genetics, Endocrinology and Metabolism, Chengdu Women's and Children's Central Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | | | - Eleonora D T Fagundes
- Department of Pediatrics, Federal University of Minas Gerais, Belo Horizonte, Brazil
| | - Hasmik Ghazinyan
- Department of Hepatology, Nikomed Medical Center, Yerevan, Armenia
| | | | - Jian-Gao Fan
- Department of Gastroenterology, Xinhua Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China; Shanghai Key Lab of Pediatric Gastroenterology and Nutrition, Shanghai, China
| | - Nicoleta Gimiga
- Clinical Department of Pediatric Gastroenterology, "St. Mary" Emergency Children's Hospital, Iași, Romania; Faculty of Medicine, "Grigore T. Popa" University of Medicine and Pharmacy, Iași, Romania
| | - Naglaa M Kamal
- Department of Pediatrics and Pediatric Hepatology, Faculty of Medicine, Cairo University, Cairo, Egypt; Pediatric Hepatology and Gastroenterology, Alhada Armed Forces Hospital, Taif, Saudi Arabia
| | - Gabriela Ștefănescu
- Department of Gastroenterology, "Grigore T. Popa" University of Medicine and Pharmacy, Iași, Romania
| | - Li Hong
- Department of Clinical Nutrition, Shanghai Children's Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Smaranda Diaconescu
- Medical-Surgical Department, Faculty of Medicine, University "Titu Maiorescu", Bucuresti, Romania
| | - Ming Li
- Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jacob George
- Storr Liver Centre, Westmead Institute for Medical Research, Westmead Hospital, University of Sydney, Sydney, NSW, Australia.
| | - Ming-Hua Zheng
- MAFLD Research Center, Department of Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China; Institute of Hepatology, 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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Wang RR, Chen JL, Duan SJ, Lu YX, Chen P, Zhou YC, Yao SK. Noninvasive Diagnostic Technique for Nonalcoholic Fatty Liver Disease Based on Features of Tongue Images. Chin J Integr Med 2024; 30:203-212. [PMID: 38051474 DOI: 10.1007/s11655-023-3616-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/07/2023] [Indexed: 12/07/2023]
Abstract
OBJECTIVE To investigate a new noninvasive diagnostic model for nonalcoholic fatty liver disease (NAFLD) based on features of tongue images. METHODS Healthy controls and volunteers confirmed to have NAFLD by liver ultrasound were recruited from China-Japan Friendship Hospital between September 2018 and May 2019, then the anthropometric indexes and sampled tongue images were measured. The tongue images were labeled by features, based on a brief protocol, without knowing any other clinical data, after a series of corrections and data cleaning. The algorithm was trained on images using labels and several anthropometric indexes for inputs, utilizing machine learning technology. Finally, a logistic regression algorithm and a decision tree model were constructed as 2 diagnostic models for NAFLD. RESULTS A total of 720 subjects were enrolled in this study, including 432 patients with NAFLD and 288 healthy volunteers. Of them, 482 were randomly allocated into the training set and 238 into the validation set. The diagnostic model based on logistic regression exhibited excellent performance: in validation set, it achieved an accuracy of 86.98%, sensitivity of 91.43%, and specificity of 80.61%; with an area under the curve (AUC) of 0.93 [95% confidence interval (CI) 0.68-0.98]. The decision tree model achieved an accuracy of 81.09%, sensitivity of 91.43%, and specificity of 66.33%; with an AUC of 0.89 (95% CI 0.66-0.92) in validation set. CONCLUSIONS The features of tongue images were associated with NAFLD. Both the 2 diagnostic models, which would be convenient, noninvasive, lightweight, rapid, and inexpensive technical references for early screening, can accurately distinguish NAFLD and are worth further study.
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Affiliation(s)
- Rong-Rui Wang
- Graduate School of Beijing University of Chinese Medicine, Beijing, 100029, China
- Department of Gastroenterology, China-Japan Friendship Hospital, Beijing, 100029, China
| | - Jia-Liang Chen
- Center of Integrative Medicine, Beijing Ditan Hospital, Capital Medical University, Beijing, 100015, China
| | - Shao-Jie Duan
- Graduate School of Beijing University of Chinese Medicine, Beijing, 100029, China
- Department of Gastroenterology, China-Japan Friendship Hospital, Beijing, 100029, China
| | - Ying-Xi Lu
- Nanjing Linkwah Micro-electronics Institute, Beijing, 100191, China
- Institute of Microelectronics, Tsinghua University, Beijing, 100084, China
| | - Ping Chen
- Institute of Microelectronics, Tsinghua University, Beijing, 100084, China
| | - Yuan-Chen Zhou
- Peking University China-Japan Friendship School of Clinical Medicine, Beijing, 100029, China
| | - Shu-Kun Yao
- Graduate School of Beijing University of Chinese Medicine, Beijing, 100029, China.
- Department of Gastroenterology, China-Japan Friendship Hospital, Beijing, 100029, China.
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