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AbiMansour J, Yung-Lun Chin J, Kaur J, Vargas EJ, Abu Dayyeh BK, Law R, Garimella V, Levy MJ, Storm AC, Dierkhising R, Allen A, Venkatesh S, Chandrasekhara V. Endoscopic Ultrasound-based Shear Wave Elastography for Detection of Advanced Liver Disease. J Clin Gastroenterol 2025; 59:256-261. [PMID: 38648501 PMCID: PMC11496376 DOI: 10.1097/mcg.0000000000002013] [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: 12/21/2023] [Accepted: 03/17/2024] [Indexed: 04/25/2024]
Abstract
BACKGROUND AND AIMS Endoscopic ultrasound shear wave elastography (EUS-SWE) is a novel modality for liver stiffness measurement. The aims of this study are to evaluate the performance and reliability of EUS-SWE for detecting advanced liver disease in a prospective cohort. METHODS EUS-SWE measurements were prospectively obtained from patients undergoing EUS between August 2020 and March 2023. Liver stiffness measurements were compared between patients with and without advanced liver disease (ALD), defined as stage ≥3, to determine diagnostic accuracy for advanced fibrosis and portal hypertension. Logistic regression was performed to identify variables that impact the reliability of EUS-SWE readings. Select patients underwent paired magnetic resonance elastography (MRE) for liver fibrosis correlation. RESULTS Patients with ALD demonstrated higher liver stiffness compared to healthy controls (left lobe: 17.6 vs. 12.7 kPa, P <0.001; median right lobe: 24.8 vs. 11.0 kPa, P <0.001). The area under the receiver operator characteristic (AUROC) for the detection of ALD was 0.73 and 0.80 for left and right lobe measurements, respectively. General anesthesia was associated with reliable EUS-SWE liver readings (odds ratio: 2.73, 95% CI: 1.07-7.39, P =0.040). Left lobe measurements correlated significantly with MRE with an increase of 0.11 kPa (95% CI: 0.05-0.17 kPA) for every 1 kPa increase on EUS-SWE. D. CONCLUSIONS SWE is a promising technology that can readily be incorporated into standard EUS examinations for the assessment of ALD.
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Affiliation(s)
- Jad AbiMansour
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA
| | - Jerry Yung-Lun Chin
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA
| | - Jyotroop Kaur
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA
| | - Eric J. Vargas
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA
| | - Barham K. Abu Dayyeh
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA
| | - Ryan Law
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA
| | - Vishal Garimella
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA
| | - Michael J. Levy
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA
| | - Andrew C. Storm
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA
| | - Ross Dierkhising
- Division of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota, USA
| | - Alina Allen
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA
| | | | - Vinay Chandrasekhara
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota, USA
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Eslam M, Fan JG, Yu ML, Wong VWS, Cua IH, Liu CJ, Tanwandee T, Gani R, Seto WK, Alam S, Young DY, Hamid S, Zheng MH, Kawaguchi T, Chan WK, Payawal D, Tan SS, Goh GBB, Strasser SI, Viet HD, Kao JH, Kim W, Kim SU, Keating SE, Yilmaz Y, Kamani L, Wang CC, Fouad Y, Abbas Z, Treeprasertsuk S, Thanapirom K, Al Mahtab M, Lkhagvaa U, Baatarkhuu O, Choudhury AK, Stedman CAM, Chowdhury A, Dokmeci AK, Wang FS, Lin HC, Huang JF, Howell J, Jia J, Alboraie M, Roberts SK, Yoneda M, Ghazinian H, Mirijanyan A, Nan Y, Lesmana CRA, Adams LA, Shiha G, Kumar M, Örmeci N, Wei L, Lau G, Omata M, Sarin SK, George J. The Asian Pacific association for the study of the liver clinical practice guidelines for the diagnosis and management of metabolic dysfunction-associated fatty liver disease. Hepatol Int 2025:10.1007/s12072-024-10774-3. [PMID: 40016576 DOI: 10.1007/s12072-024-10774-3] [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: 09/06/2024] [Accepted: 12/28/2024] [Indexed: 03/01/2025]
Abstract
Metabolic dysfunction-associated fatty liver disease (MAFLD) affects over one-fourth of the global adult population and is the leading cause of liver disease worldwide. To address this, the Asian Pacific Association for the Study of the Liver (APASL) has created clinical practice guidelines focused on MAFLD. The guidelines cover various aspects of the disease, such as its epidemiology, diagnosis, screening, assessment, and treatment. The guidelines aim to advance clinical practice, knowledge, and research on MAFLD, particularly in special groups. The guidelines are designed to advance clinical practice, to provide evidence-based recommendations to assist healthcare stakeholders in decision-making and to improve patient care and disease awareness. The guidelines take into account the burden of clinical management for the healthcare sector.
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Affiliation(s)
- Mohammed Eslam
- Storr Liver Centre, Westmead Institute for Medical Research, Westmead Hospital and University of Sydney, Westmead, NSW, 2145, Australia.
| | - Jian-Gao Fan
- Center for Fatty Liver, Department of Gastroenterology, Shanghai Key Lab of Pediatric Gastroenterology and Nutrition, Xin Hua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Ming-Lung Yu
- Hepatobiliary Division, Department of Internal MedicineCollege of Medicine and Center for Liquid Biopsy and Cohort ResearchFaculty of Internal Medicine and Hepatitis Research Center, School of Medicine, College of MedicineSchool of Medicine and Doctoral Program of Clinical and Experimental Medicine, College of Medicine and Center of Excellence for Metabolic Associated Fatty Liver Disease, Kaohsiung Medical University, National Sun Yat-Sen University, Kaohsiung, Taiwan
| | - Vincent Wai-Sun Wong
- Medical Data Analytics Centre, Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Institute of Digestive Disease, Chinese University of Hong Kong, Hong Kong, China
| | - Ian Homer Cua
- Institute of Digestive and Liver Diseases, St. Luke's Medical Center, Global City, Philippines
| | - Chun-Jen Liu
- Division of Gastroenterology and Hepatology, Department of Internal MedicineHepatitis Research CenterGraduate Institute of Clinical Medicine, National Taiwan University Hospital, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Tawesak Tanwandee
- Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Rino Gani
- Department of Internal Medicine, Hepatobiliary Division, Dr. Cipto Mangunkusumo National General Hospital, Universitas Indonesia, Pangeran Diponegoro Road No. 71St, Central Jakarta, 10430, Indonesia
| | - Wai-Kay Seto
- Department of Medicine, School of Clinical Medicine, State Key Laboratory of Liver Research, The University of Hong Kong, Hong Kong, China
- Department of Medicine, The University of Hong Kong-Shenzhen Hospital, Shenzhen, China
| | - Shahinul Alam
- Department of Hepatology, Bangabandhu Sheikh Mujib Medical University, Shahbag, Dhaka, Bangladesh
| | - Dan Yock Young
- Department of Medicine, Yong Loo Lin School of Medicine, National University Singapore, Singapore, Singapore
| | - Saeed Hamid
- Department of Medicine, Aga Khan University, Karachi, Pakistan
| | - Ming-Hua Zheng
- MAFLD Research Center, Department of Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Key Laboratory of Diagnosis and Treatment for The Development of Chronic Liver Disease in Zhejiang Province, Wenzhou, China
| | - Takumi Kawaguchi
- Division of Gastroenterology, Department of Medicine, Kurume University School of Medicine, Kurume, Japan
| | - Wah-Kheong Chan
- Gastroenterology and Hepatology Unit, Department of Medicine, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | - Diana Payawal
- Department of Medicine, Cardinal Santos Medical Center, Mandaluyong, Philippines
| | - Soek-Siam Tan
- Department of Hepatology, Selayang Hospital, Batu Caves, Malaysia
| | - George Boon-Bee Goh
- Department of Gastroenterology and Hepatology, Singapore General Hospital, Singapore, Singapore
- Medicine Academic Clinical Program, Duke-NUS Medical School, Singapore, Singapore
| | - Simone I Strasser
- AW Morrow Gastroenterology and Liver Centre, Royal Prince Alfred Hospital, Sydney, NSW, Australia
| | - Hang Dao Viet
- Internal Medicine Faculty, Hanoi Medical University, Hanoi, Vietnam
| | - Jia-Horng Kao
- Graduate Institute of Clinical MedicineDepartment of Internal MedicineHepatitis Research CenterDepartment of Medical Research, National Taiwan University College of Medicine, National Taiwan University, National Taiwan University Hospital, 1 Chang-Te Street, 10002, Taipei, Taiwan
| | - Won Kim
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Seoul National University College of Medicine, Seoul Metropolitan Government Boramae Medical Center, Seoul, Republic of Korea
| | - Seung Up Kim
- Department of Internal Medicine, Yonsei University College of Medicine, Severance Hospital, 50-1, Yonsei-Ro, Seodaemun-Gu, Seoul, 03722, Republic of Korea
| | - Shelley E Keating
- School of Human Movement and Nutrition Sciences, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Yusuf Yilmaz
- Department of Gastroenterology, School of Medicine, Recep Tayyip Erdoğan University, Rize, Turkey
| | | | - Chia-Chi Wang
- Buddhist Tzu Chi Medical Foundation and School of Medicine, Taipei Tzu Chi Hospital, Tzu Chi University, Taipei, Taiwan
| | - Yasser Fouad
- Department of Gastroenterology, Hepatology and Endemic Medicine, Faculty of Medicine, Minia University, Cairo, Egypt
| | - Zaigham Abbas
- Department of Hepatogastroenterology, Dr.Ziauddin University Hospital, Clifton, Karachi, Pakistan
| | | | | | - Mamun Al Mahtab
- Department of Hepatology, Bangabandhu Sheikh Mujib Medical University, Dhaka, Bangladesh
| | - Undram Lkhagvaa
- Department of Health Policy, School of Public Health, Mongolian National University of Medical Sciences, Ulaanbaatar, Mongolia
| | - Oidov Baatarkhuu
- Department of Infectious Diseases, School of Medicine, Mongolian National University of Medical Sciences, Ulaanbaatar, Mongolia
| | - Ashok Kumar Choudhury
- Department of Hepatology, Institute of Liver and Biliary Sciences, New Delhi, 110070, India
| | | | - Abhijit Chowdhury
- Department of Hepatology, School of Digestive and Liver Diseases, Institute of Post Graduate Medical Education and Research, Kolkata, India
| | - A Kadir Dokmeci
- Department of Medicine, Ankara University School of Medicine, Ankara, Turkey
| | - Fu-Sheng Wang
- Senior Department of Infectious Diseases, The Fifth Medical Center of Chinese PLA General Hospital, National Clinical Research Center for Infectious Diseases, Chinese PLA Medical School, Chinese PLA General Hospital, Beijing, 100039, China
| | - Han-Chieh Lin
- Division of Gastroenterology and Hepatology, Department of Medicine, Institute of Clinical Medicine, School of Medicine, Taipei Veterans General Hospital, National Yang-Ming Chiao Tung University, No. 201, Section 2, Shipai RdNo. 155, Section 2, Linong St, Beitou District, Taipei City, 112, Taiwan
| | - Jee-Fu Huang
- Hepatobiliary Division, Department of Internal MedicineCollege of Medicine and Center for Liquid Biopsy and Cohort ResearchFaculty of Internal Medicine and Hepatitis Research Center, School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan
| | - Jess Howell
- Burnet Institute, Melbourne, VIC, 3004, Australia
- Department of Epidemiology and Preventive Medicine, Monash University, Clayton, VIC, 3008, Australia
- Department of Medicine, The University of Melbourne, Parkville, VIC, 3050, Australia
- Department of Gastroenterology, St Vincent's Hospital Melbourne, Melbourne, VIC, 3165, Australia
| | - Jidong Jia
- Liver Research Center, Beijing Key Laboratory of Translational Medicine On Liver Cirrhosis, Beijing Friendship Hospital, Capital Medical University, National Clinical Research Center of Digestive Diseases, Beijing, China
| | - Mohamed Alboraie
- Department of Internal Medicine, Al-Azhar University, Cairo, 11884, Egypt
| | - Stuart K Roberts
- Department of Gastroenterology and Hepatology, Central Clinical School, The Alfred, Monash University, Melbourne, Australia
| | - Masato Yoneda
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Yokohama, 236-0004, Japan
| | - Hasmik Ghazinian
- Gastroenterology and Hepatology Department, Yerevan Medical Scientific Center, Yerevan, Armenia
| | - Aram Mirijanyan
- Gastroenterology and Hepatology Department, Yerevan Medical Scientific Center, Yerevan, Armenia
| | - Yuemin Nan
- Department of Traditional and Western Medical Hepatology, Third Hospital of Hebei Medical University, Shijiazhuang, China
| | | | - Leon A Adams
- Medical School, Faculty of Medicine and Health Sciences, The University of Western Australia, Nedlands, WA, Australia
| | - Gamal Shiha
- Hepatology and Gastroenterology Unit, Internal Medicine Department, Faculty of Medicine, Mansoura University, Egyptian Liver Research Institute and Hospital (ELRIAH), Sherbin, El Mansoura, Egypt
| | - Manoj Kumar
- Department of Hepatology, Institute of Liver and Biliary Sciences, New Delhi, India
| | - Necati Örmeci
- Department of Gastroenterohepatology, Istanbul Health and Technology University, Istanbul, Turkey
| | - Lai Wei
- Hepatopancreatobiliary Center, Beijing Tsinghua Changgung Hospital, Tsinghua University, Beijing, China
| | - George Lau
- Humanity and Health Medical Group, Humanity and Health Clinical Trial Center, Hong Kong SAR, China
- The Fifth Medical Center of Chinese, PLA General Hospital, Beijing, 100039, China
| | - Masao Omata
- Department of Gastroenterology, Yamanashi Central Hospital, Yamanashi, Japan
- University of Tokyo, Tokyo, Japan
| | - Shiv K Sarin
- Department of Hepatology, Institute of Liver and Biliary Sciences, New Delhi, India.
| | - Jacob George
- Storr Liver Centre, Westmead Institute for Medical Research, Westmead Hospital and University of Sydney, Westmead, NSW, 2145, Australia
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Pozowski P, Bilski M, Bedrylo M, Sitny P, Zaleska-Dorobisz U. Modern ultrasound techniques for diagnosing liver steatosis and fibrosis: A systematic review with a focus on biopsy comparison. World J Hepatol 2025; 17:100033. [PMID: 40027573 PMCID: PMC11866135 DOI: 10.4254/wjh.v17.i2.100033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/05/2024] [Revised: 12/04/2024] [Accepted: 01/24/2025] [Indexed: 02/20/2025] Open
Abstract
BACKGROUND This review evaluated the diagnostic effectiveness of various ultrasound (US) methods compared to liver biopsy. AIM To determine the diagnostic accuracy of US techniques in assessing liver fibrosis and steatosis in adults, using the area under the receiver operating characteristic curve (AUROC) as the standard measure. METHODS The review included original retrospective or prospective studies published in the last three years in peer-reviewed medical journals, that reported AUROC values. Studies were identified through PubMed searches on January 3 and April 30, 2024. Quality was assessed using the QUADAS-2 tool. Results were tabulated according to the diagnostic method and the type of liver pathology. RESULTS The review included 52 studies. For liver fibrosis detection, 2D-shear wave elastography (SWE) AUROCs ranged from 0.54 to 0.994, showing better accuracy for advanced stages. Modifications, including 2D-SWE with propagation map guidance and supersonic imagine achieved AUROCs of 0.84 to nearly 1.0. point SWE and classical SWE had AUROCs of 0.741-0.99, and 0.507-0.995, respectively. Transient elastography (TE), visual TE, vibration-controlled TE (VCTE), and FibroTouch reported AUROCs close to 1.0. For steatosis, VCTE with controlled attenuation parameter showed AUROCs up to 0.89 (for ≥ S1), acoustic radiation force impulse ranged from 0.762 to 0.784, US attenuation parameter from 0.88 to 0.93, and normalized local variance measurement from 0.583 to 0.875. Most studies had a low risk of bias across all or most domains, but evidence was limited by variability in study quality and small sample sizes. Innovative SWE variants were evaluated in a single study. CONCLUSION Modern US techniques can serve as effective noninvasive diagnostic tools for liver fibrosis and steatosis, with the potential to reduce the reliance on biopsies.
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Affiliation(s)
- Patryk Pozowski
- Department of General and Pediatric Radiology, Wroclaw Medical University, Wrocław 50-367, Lower Silesia, Poland.
| | - Mateusz Bilski
- Department of General and Pediatric Radiology, Wroclaw Medical University, Wrocław 50-367, Lower Silesia, Poland
| | - Maciej Bedrylo
- Department of General and Pediatric Radiology, Wroclaw Medical University, Wrocław 50-367, Lower Silesia, Poland
| | - Paweł Sitny
- Department of General and Pediatric Radiology, Wroclaw Medical University, Wrocław 50-367, Lower Silesia, Poland
| | - Urszula Zaleska-Dorobisz
- Department of General and Pediatric Radiology, Wroclaw Medical University, Wrocław 50-367, Lower Silesia, Poland
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Fujiwara Y, Kuroda H, Abe T, Nagasawa T, Nakaya I, Ito A, Watanabe T, Yusa K, Sato H, Suzuki A, Endo K, Yoshida Y, Oikawa T, Kakisaka K, Sawara K, Tada T, Miyasaka A, Oguri T, Kamiyama N, Matsumoto T. Impact of shear wave elastography and attenuation imaging for predicting life-threatening event in patients with metabolic dysfunction-associated steatotic liver disease. Sci Rep 2025; 15:4547. [PMID: 39915518 PMCID: PMC11802924 DOI: 10.1038/s41598-025-87974-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: 09/27/2024] [Accepted: 01/23/2025] [Indexed: 02/09/2025] Open
Abstract
We aimed to elucidate the value of ultrasound-based biomarkers for predicting the major life-threatening events in metabolic dysfunction-associated steatotic liver disease (MASLD). We established a prospective cohort of 279 patients who underwent two-dimensional shear wave elastography (2D-SWE), ultrasound-guided attenuation parameter (UGAP). An area under the curve analysis was performed to determine the cutoff values of liver stiffness measurements (LSM) by 2D-SWE and attenuation coefficient (AC) by UGAP for a moderate fibrosis and a moderate steatosis. We then classified the cohort into Groups A (low LSM and low AC), B (low LSM and high AC), C (high LSM and high AC), and D (high LSM and low AC). We compared the incidence of events between the groups, and estimated the hazard ratios (HRs) with 95% confidence intervals (CIs). The LSM and AC cut off values were 8.37 kPa and 0.62 dB/cm/MHz, respectively. The cumulative incidence rate in Groups A, B, C, and D were 11.2%, 12.2%, 29.5%, and 31.0%/5years, respectively (p < 0.05). LSM (HRs = 1.20, 95%CIs: 1.09-1.32, p < 0.01), and AC (HRs = 1.62, 95%CIs: 1.04-2.51, p = 0.03) were associated with life-threatening events. A combination of 2D-SWE and UGAP may help identify patients with MASLD at high risk for subsequent life-threatening events.
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Affiliation(s)
- Yudai Fujiwara
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University, 2-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan.
| | - Hidekatsu Kuroda
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University, 2-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan
| | - Tamami Abe
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University, 2-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan
| | - Tomoaki Nagasawa
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University, 2-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan
| | - Ippeki Nakaya
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University, 2-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan
| | - Asami Ito
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University, 2-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan
| | - Takuya Watanabe
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University, 2-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan
| | - Kenji Yusa
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University, 2-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan
| | - Hiroki Sato
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University, 2-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan
| | - Akiko Suzuki
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University, 2-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan
| | - Kei Endo
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University, 2-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan
| | - Yuichi Yoshida
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University, 2-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan
| | - Takayoshi Oikawa
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University, 2-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan
| | - Keisuke Kakisaka
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University, 2-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan
| | - Kei Sawara
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University, 2-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan
| | - Toshifumi Tada
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University, 2-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan
- Division of Gastroenterology, Department of Internal Medicine, Kobe University Graduate School of Medicine, Kobe, Japan
| | - Akio Miyasaka
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University, 2-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan
| | - Takuma Oguri
- Ultrasound General Imaging, GE HealthCare, Hino, Tokyo, Japan
| | | | - Takayuki Matsumoto
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University, 2-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan
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Charoenchue P, Khorana J, Chitapanarux T, Inmutto N, Na Chiangmai W, Amantakul A, Pojchamarnwiputh S, Tantraworasin A. Two-Dimensional Shear-Wave Elastography: Accuracy in Liver Fibrosis Staging Using Magnetic Resonance Elastography as the Reference Standard. Diagnostics (Basel) 2024; 15:62. [PMID: 39795589 PMCID: PMC11719920 DOI: 10.3390/diagnostics15010062] [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: 12/03/2024] [Revised: 12/24/2024] [Accepted: 12/28/2024] [Indexed: 01/13/2025] Open
Abstract
Background: The accurate staging of liver fibrosis is crucial for managing chronic liver disease (CLD). Although magnetic resonance elastography (MRE) is the reference standard for noninvasive fibrosis assessment, its cost, specialized hardware, and operational demands restrict accessibility. In contrast, two-dimensional shear-wave elastography (2D-SWE) is more affordable, accessible, and widely integrated into routine ultrasound systems. Objective: Our aim was to determine the optimal 2D-SWE cut-offs for detecting significant fibrosis (≥F2) and evaluate its diagnostic performance across fibrosis stages. Methods: In this prospective study, 71 patients with suspected CLD underwent same-day MRE and 2D-SWE. MRE-defined cut-offs categorized fibrosis stages (≥3.5 kPa for significant fibrosis). Sensitivity, specificity, area under the receiver operating characteristic curve (AUROC), and likelihood ratios were calculated for various 2D-SWE thresholds. Results: At a 2D-SWE cut-off of 7.0 kPa, sensitivity for detecting ≥F2 fibrosis was 100% with a specificity of 85.7% and a positive likelihood ratio (LR+) of 7.0. Increasing the threshold to 8.0 kPa improved specificity to 91.8% while maintaining a sensitivity of 86.4% and achieving an AUROC of 0.89. For cirrhosis, a cut-off of 11.0 kPa achieved 100% sensitivity and 96.9% specificity. A 5.0 kPa cut-off reliably excluded abnormal stiffness with 89.1% sensitivity. Conclusions: Two-dimensional SWE is a reliable method for staging liver fibrosis. Thresholds of 7.0 kPa for screening significant fibrosis, 8.0 kPa for confirmation, and 11.0 kPa for diagnosing cirrhosis demonstrate high diagnostic accuracy. A 5.0 kPa cut-off effectively excludes abnormal liver stiffness.
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Affiliation(s)
- Puwitch Charoenchue
- Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand; (P.C.); (N.I.); (W.N.C.); (A.A.)
| | - Jiraporn Khorana
- Department of Surgery, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand;
- Department of Biomedical Informatics and Clinical Epidemiology, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
- Clinical Surgical Research Center, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
| | - Taned Chitapanarux
- Department of Internal Medicine, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand;
| | - Nakarin Inmutto
- Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand; (P.C.); (N.I.); (W.N.C.); (A.A.)
| | - Wittanee Na Chiangmai
- Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand; (P.C.); (N.I.); (W.N.C.); (A.A.)
| | - Amonlaya Amantakul
- Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand; (P.C.); (N.I.); (W.N.C.); (A.A.)
| | - Suwalee Pojchamarnwiputh
- Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand; (P.C.); (N.I.); (W.N.C.); (A.A.)
| | - Apichat Tantraworasin
- Department of Surgery, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand;
- Clinical Surgical Research Center, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
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Laguno M, de Lazzari E, Berrocal L, Inciarte A, Martínez-Rebollar M, de la Mora L, Torres B, Gonzalez-Cordón A, Chivite I, Foncillas A, Calvo J, Sempere A, Ambrosioni J, Blanco JL, Miro JM, Mallolas J, Martínez E. Burden of liver steatosis and liver fibrosis in a large cohort of people living with HIV. HIV Med 2024; 25:1308-1324. [PMID: 39508213 DOI: 10.1111/hiv.13730] [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: 06/25/2024] [Accepted: 10/18/2024] [Indexed: 11/08/2024]
Abstract
BACKGROUND Liver steatosis (LS) and liver fibrosis (LF) can increase the risk of cardiovascular disease in people with HIV, but their prevalence and associated factors are poorly understood. This study aimed to assess the prevalence of and factors associated with LS and LF in a large cohort of people with HIV. METHODS We conducted a cross-sectional study of consecutive people with HIV attending the Clinic of Barcelona from September 2022 to September 2023, excluding those with chronic B or/and C hepatitis virus coinfection. LS was assessed using the Hepatic Steatosis Index (HSI) and Fatty Liver Index (FLI), and LF was assessed using the Non-Alcoholic Fatty Liver Disease Fibrosis Score (NFS), Fibrosis-4 score (FIB-4), and the European AIDS Clinical Society (EACS) algorithm in both the whole cohort (cohort 1) and in a specific cohort more susceptible to liver disease (cohort 2). We identified independent variables associated with LS and LF using logistic regression. RESULTS Cohort 1 included 4664 people with HIV; 76% and 37% of them had available HSI and FLI data, LS was present in 28% and 19%, respectively. LF risk was present in 1%, 2%, and 1% of people with HIV according to NFS, FIB-4, and EACS algorithm scores, respectively. Cohort 2 included 1345 people with HIV; 60% and 30% of them had available HSI and FLI data, LS affected 55% and 43% and LF 2%, 5%, or 3%, respectively. Factors associated with LS included current CD4 cell count, diabetes, and hypertension, whereas LF was associated with previous exposure to dideoxynucleoside drugs and current CD4 to LF. Current integrase strand transfer inhibitor (INSTI) therapy appeared protective for LF in cohort 1. CONCLUSIONS In this study, one in four people with HIV had LS, and the prevalence rose to one in two in those with cardiovascular risk factors. The prevalence of LF was low, but it should be considered in older people with HIV with low CD4 counts or high aspartate transaminase levels. A possible protective effect from INSTIs deserves further investigation.
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Affiliation(s)
- Montserrat Laguno
- HIV Unit, Infectious Diseases Service. Hospital Clínic of Barcelona, Barcelona, Spain
- Fundació de Recerca Clínic Barcelona-Institut d'Investigacions Biomèdiques August Pi I Sunyer. (IDIBAPS), Barcelona, Spain
- Centro de Investigación Biomédica en Red, CIBERINFEC, Madrid, Spain
| | - Elisa de Lazzari
- HIV Unit, Infectious Diseases Service. Hospital Clínic of Barcelona, Barcelona, Spain
- Fundació de Recerca Clínic Barcelona-Institut d'Investigacions Biomèdiques August Pi I Sunyer. (IDIBAPS), Barcelona, Spain
- Centro de Investigación Biomédica en Red, CIBERINFEC, Madrid, Spain
| | - Leire Berrocal
- HIV Unit, Infectious Diseases Service. Hospital Clínic of Barcelona, Barcelona, Spain
- Fundació de Recerca Clínic Barcelona-Institut d'Investigacions Biomèdiques August Pi I Sunyer. (IDIBAPS), Barcelona, Spain
| | - Alexy Inciarte
- HIV Unit, Infectious Diseases Service. Hospital Clínic of Barcelona, Barcelona, Spain
- Fundació de Recerca Clínic Barcelona-Institut d'Investigacions Biomèdiques August Pi I Sunyer. (IDIBAPS), Barcelona, Spain
- Centro de Investigación Biomédica en Red, CIBERINFEC, Madrid, Spain
| | | | - Lorena de la Mora
- HIV Unit, Infectious Diseases Service. Hospital Clínic of Barcelona, Barcelona, Spain
| | - Berta Torres
- HIV Unit, Infectious Diseases Service. Hospital Clínic of Barcelona, Barcelona, Spain
- Fundació de Recerca Clínic Barcelona-Institut d'Investigacions Biomèdiques August Pi I Sunyer. (IDIBAPS), Barcelona, Spain
- Centro de Investigación Biomédica en Red, CIBERINFEC, Madrid, Spain
| | - Ana Gonzalez-Cordón
- HIV Unit, Infectious Diseases Service. Hospital Clínic of Barcelona, Barcelona, Spain
| | - Ivan Chivite
- HIV Unit, Infectious Diseases Service. Hospital Clínic of Barcelona, Barcelona, Spain
| | - Alberto Foncillas
- HIV Unit, Infectious Diseases Service. Hospital Clínic of Barcelona, Barcelona, Spain
| | - Júlia Calvo
- HIV Unit, Infectious Diseases Service. Hospital Clínic of Barcelona, Barcelona, Spain
| | - Abiu Sempere
- HIV Unit, Infectious Diseases Service. Hospital Clínic of Barcelona, Barcelona, Spain
| | - Juan Ambrosioni
- HIV Unit, Infectious Diseases Service. Hospital Clínic of Barcelona, Barcelona, Spain
- Fundació de Recerca Clínic Barcelona-Institut d'Investigacions Biomèdiques August Pi I Sunyer. (IDIBAPS), Barcelona, Spain
- Centro de Investigación Biomédica en Red, CIBERINFEC, Madrid, Spain
| | - Jose Luís Blanco
- HIV Unit, Infectious Diseases Service. Hospital Clínic of Barcelona, Barcelona, Spain
- Fundació de Recerca Clínic Barcelona-Institut d'Investigacions Biomèdiques August Pi I Sunyer. (IDIBAPS), Barcelona, Spain
- Centro de Investigación Biomédica en Red, CIBERINFEC, Madrid, Spain
| | - J M Miro
- HIV Unit, Infectious Diseases Service. Hospital Clínic of Barcelona, Barcelona, Spain
- Fundació de Recerca Clínic Barcelona-Institut d'Investigacions Biomèdiques August Pi I Sunyer. (IDIBAPS), Barcelona, Spain
- Centro de Investigación Biomédica en Red, CIBERINFEC, Madrid, Spain
| | - Josep Mallolas
- HIV Unit, Infectious Diseases Service. Hospital Clínic of Barcelona, Barcelona, Spain
- Fundació de Recerca Clínic Barcelona-Institut d'Investigacions Biomèdiques August Pi I Sunyer. (IDIBAPS), Barcelona, Spain
- Centro de Investigación Biomédica en Red, CIBERINFEC, Madrid, Spain
| | - Esteban Martínez
- HIV Unit, Infectious Diseases Service. Hospital Clínic of Barcelona, Barcelona, Spain
- Fundació de Recerca Clínic Barcelona-Institut d'Investigacions Biomèdiques August Pi I Sunyer. (IDIBAPS), Barcelona, Spain
- Centro de Investigación Biomédica en Red, CIBERINFEC, Madrid, Spain
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Ramesh PR, Krishnan P, Prabu S, Srinivasan V, Niranjan V. Diagnosis and management of metabolic dysfunction- associated steatotic liver disease in South Asians- A clinical review. OBESITY PILLARS 2024; 12:100142. [PMID: 39498281 PMCID: PMC11532278 DOI: 10.1016/j.obpill.2024.100142] [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: 08/20/2024] [Revised: 10/08/2024] [Accepted: 10/08/2024] [Indexed: 11/07/2024]
Abstract
Background Metabolic dysfunction-associated steatotic liver disease (MASLD), previously termed as nonalcoholic fatty liver disease (NAFLD) is a hepatic manifestation of obesity and metabolic syndrome. It is mainly caused by insulin resistance. With the increased risk of visceral obesity in South Asians, the prevalence of MASLD is on the rise. The morbidity associated with MASLD and its complications, including hepatocellular carcinoma is projected to increase in this South Asian population. Methods In this narrative review we explore the diagnosis and management of MASLD in the South Asian population. We summarize the findings from the recent literature on the diagnostic methods and management options for MASLD in this population. Results Through our search we found no specific guidelines for the diagnosis and management of MASLD in the South Asian population. The existing general guidelines may not be applied to South Asian populations due to the differences in phenotype, genotype, social and cultural aspects. South Asian countries also have limited resources with the non-availability of newer pharmacotherapeutic agents. Conclusion The goal of this review is to guide obesity physicians and primary care providers to have a stepwise approach to treat patients at risk for MASLD with a main focus on interdisciplinary management most applicable to South Asian patients. More research is needed to formulate guidelines and algorithm that are specific for the South Asian population.
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Affiliation(s)
- Prajith Raj Ramesh
- Department of Gastroenterology and Hepatology, Mayo Clinic, 1216 2nd St SW, Rochester, MN, 55902, USA
| | - Priya Krishnan
- Department of Medicine, University of Louisville, Chief of Medicine, RRVAMC, University of Louisville, 550 South Jackson Street, 3rd Floor, Ste. A3K00, Louisville, KY, 40202, USA
| | - Samyuktha Prabu
- Department of Endocrinology, Mayo Clinic, 1216 2nd St SW, Rochester, MN, 55902, USA
| | - Varshini Srinivasan
- Department of Endocrinology, Mayo Clinic, 1216 2nd St SW, Rochester, MN, 55902, USA
| | - Varalakshmi Niranjan
- Department of Medicine, University of Connecticut, Farmington Avenue, Farmington, 06030, USA
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Palupi PD, Wei CY, Chou WH, Lin MR, Wan YJY, Chang WC. Dietary contributions in the genetic variation of liver fibrosis: a genome-wide association study of fibrosis-4 index in the liver fibrosis development. Cell Biosci 2024; 14:141. [PMID: 39578894 PMCID: PMC11583755 DOI: 10.1186/s13578-024-01321-6] [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: 07/22/2024] [Accepted: 11/04/2024] [Indexed: 11/24/2024] Open
Abstract
BACKGROUND The fibrosis-4 (FIB-4) index is a non-invasive method to assess the severity of liver fibrosis. The development of liver fibrosis is influenced by genetic predisposition and dietary factors. However, the modulating effect of dietary factors on the genetic susceptibility of liver fibrosis remains unclear. The study aims to investigate the role of dietary factors in modulating the genetic susceptibility of liver fibrosis. METHODS Here, we conducted a genome-wide association study (GWAS) of FIB-4 index-directed liver fibrosis risk, adjusted with diet, lifestyle factors, and hepatitis serological markers. The high (N = 1,476) and low (N = 36,735) liver fibrosis risk groups were defined with a FIB-4 > 2.67 and < 1.3, respectively. RESULTS The age-related FIB-4 variation showed subjects with a FIB-4 > 2.67 (3.8%), indicating high fibrosis risk, occurred predominantly among individuals above 60 years old. The multivariable analysis showed that tea intake is significantly associated with a reduced risk of liver fibrosis. The GWAS adjusted for sex, age, age2, dietary factors (tea and coffee consumption, vegetarian preference), lifestyle (alcohol consumption, physical activity), hepatitis serological markers (anti-HCV, HBsAg, HBeAg), and the top ten principal components indicated 25 genome-wide significant signals (p < 5 × 10- 8). Two variants (rs56293029 and rs9389269) were previously associated with the FIB-4 index in alcohol-related cirrhosis, while the 23 SNPs remaining were novel. The rs9399136 (HBS1L) is a protective variant, and rs9274407 (HLA-DQB1) is a risk variant, both contributing to liver fibrosis development. Our results showed that genetic factors play a major role in liver fibrosis, while dietary factors have minor effects on disease progression. Pathway analysis suggested the potential of immune response and hematopoietic systems function in the pathogenesis of liver disease. CONCLUSIONS The studies not only revealed the protective role of rs9399136 (HBS1L) and the risk effect of rs9274407 (HLA-DQB1) toward liver fibrosis in a Taiwanese population, but also demonstrated that individual consumption patterns, such as tea uptake, have a minor impact on liver fibrosis prevention. The pathway analysis from GWAS variants further indicated the importance of immune responses in the pathogenesis of liver fibrosis.
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Affiliation(s)
- Poppy Diah Palupi
- Department of Clinical Pharmacy, School of Pharmacy, College of Pharmacy, Taipei Medical University, Taipei, 11031, Taiwan
| | - Chun-Yu Wei
- Core Laboratory of Neoantigen Analysis for Personalized Cancer Vaccine, Office of R&D, Taipei Medical University, Taipei, 11031, Taiwan
| | - Wan-Hsuan Chou
- Department of Clinical Pharmacy, School of Pharmacy, College of Pharmacy, Taipei Medical University, Taipei, 11031, Taiwan
| | - Min-Rou Lin
- Department of Clinical Pharmacy, School of Pharmacy, College of Pharmacy, Taipei Medical University, Taipei, 11031, Taiwan
| | - Yu-Jui Yvonne Wan
- Department of Clinical Pharmacy, School of Pharmacy, College of Pharmacy, Taipei Medical University, Taipei, 11031, Taiwan
- Department of Medical Pathology and Laboratory Medicine, University of California, Davis, Sacramento, CA, USA
| | - Wei-Chiao Chang
- Department of Clinical Pharmacy, School of Pharmacy, College of Pharmacy, Taipei Medical University, Taipei, 11031, Taiwan.
- Master Program in Clinical Genomics and Proteomics, Taipei Medical University, Taipei, 11031, Taiwan.
- Integrative Research Center for Critical Care, Department of Pharmacy, Taipei Medical University-Wan-Fang Hospital, Taipei, 11696, Taiwan.
- Department of Pharmacy, Wan Fang Hospital, Taipei Medical University, Taipei, 11696, Taiwan.
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Ahmed N, Kumari A, Murty RS. FibroScan's evolution: a critical 20-year review. J Ultrasound 2024:10.1007/s40477-024-00971-z. [PMID: 39562432 DOI: 10.1007/s40477-024-00971-z] [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: 09/02/2024] [Accepted: 10/11/2024] [Indexed: 11/21/2024] Open
Abstract
FibroScan, initially designed for assessing cheese maturity, has evolved into a crucial medical tool for liver fibrosis diagnosis. This systematic review explores its development history, functionality, and pros and cons compared to traditional liver biopsy. Precision in various clinical settings is scrutinised, emphasising FibroScan's accuracy in conditions like NAFLD and viral-induced liver disease. The article also delves into its potential in paediatrics, its relevance in monitoring COVID-19-related liver complications, and its role in predicting hepatocellular carcinoma risk, Technical aspects, including transducers, imaging integration, and portability, are examined. Various methods for evaluating liver fibrosis are discussed, highlighting FibroScan's suitability for advanced stages, contrasting with the gold standard of liver biopsy for early stages. The impact of FibroScan on long-term liver conditions is emphasised, focusing on early detection, progression monitoring, reduced invasive biopsies, and hepatocellular carcinoma risk prediction. This systematic review underscores FibroScan's transformative potential in liver disease treatment and predicts ongoing research to enhance early detection, disease monitoring, and explore new clinical applications. Anticipated advances include FibroScan-guided liver biopsy, artificial intelligence data analysis, and point-of-care device development, promising a further revolution in liver disease management. The article concludes with optimistic prospects for FibroScan's future.
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Affiliation(s)
- Nisar Ahmed
- Aditya Pharmacy Collage, Surampalem, Andhra Pradesh, India.
- Jawaharlal Nehru Technological University, Kakinada, India.
| | - Ayushi Kumari
- Aditya Pharmacy Collage, Surampalem, Andhra Pradesh, India
- Jawaharlal Nehru Technological University, Kakinada, India
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ElGhandour AM, Teama NM, Kamal MA, Nashaat EH, Ghani AMA, Abdo AA. Diagnostic and prognostic value of plasma lipocalin-2 levels in patients with metabolic dysfunction–associated steatotic liver disease. EGYPTIAN LIVER JOURNAL 2024; 14:80. [DOI: 10.1186/s43066-024-00387-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2024] [Accepted: 10/27/2024] [Indexed: 01/03/2025] Open
Abstract
Abstract
Background
Non-Alcoholic Fatty Liver Disease, recently better recognised as Metabolic Dysfunction–Associated Steatotic Liver Disease, is the most prevalent form of chronic liver disease at present time. It is estimated to impact 32% of the world's population, hence representing a significant health burden.
Aim of the work
To assess the significance of plasma Lipocalin-2 (LCN2) levels in the diagnosis and prognosis of NAFLD patients.
Patients and methods
In this retrospective case–control study we recruited 102 subjects aged between 18 and 70 years. The included participants were split into two study groups. Group I: 51 NAFLD patients (61% men, 39% females) and Group II: 51 healthy controls (51% men and 49% females), for whom plasma LCN2 levels were assessed and correlated with NAFLD fibrosis score, FIB4 and fatty liver index.
Results
In this study, LCN2 levels in NAFLD patients were significantly greater compared to individuals in the control group (p < 0.001), with a mean of 1893.214 ± 1002.852 ng/dL in the cases and a mean of 466.020 ± 397.699 ng/dL in the controls. This suggests the use of LCN2 as a possible diagnostic marker of NAFLD. The mean LCN2 levels in this study also significantly increased as the grade of fatty liver increased from I to III (p < 0.001). This in turn proposes the use of LCN2 as a prognostic marker for NAFLD progression. LCN2 also significantly correlated with the fatty liver index and NAFLD Fibrosis scoring systems, but not with Fib-4. With an area under the ROC of 0.906, it demonstrated excellent diagnostic performance with 84% sensitivity, 90% specificity, 89.6% PPV and 85.2% NPV for the prediction of NAFLD patients.
Conclusion
Lipocalin-2 performs as a diagnostic and a possible prognostic marker for metabolic dysfunction-associated steatotic liver disease.
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Rui F, Xu L, Yeo YH, Xu Y, Ni W, Tan Y, Zheng Q, Tian X, Zeng QL, He Z, Qiu Y, Zhu C, Ding W, Wang J, Huang R, Xue Q, Wang X, Chen Y, Fan J, Fan Z, Ogawa E, Kwak MS, Qi X, Shi J, Wong VWS, Wu C, Li J. Machine Learning-Based Models for Advanced Fibrosis and Cirrhosis Diagnosis in Chronic Hepatitis B Patients With Hepatic Steatosis. Clin Gastroenterol Hepatol 2024; 22:2250-2260.e12. [PMID: 38906440 DOI: 10.1016/j.cgh.2024.06.014] [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: 08/22/2023] [Revised: 06/10/2024] [Accepted: 06/11/2024] [Indexed: 06/23/2024]
Abstract
BACKGROUND AND AIMS The global rise of chronic hepatitis B (CHB) superimposed on hepatic steatosis (HS) warrants noninvasive, precise tools for assessing fibrosis progression. This study leveraged machine learning (ML) to develop diagnostic models for advanced fibrosis and cirrhosis in this patient population. METHODS Treatment-naive CHB patients with concurrent HS who underwent liver biopsy in 10 medical centers were enrolled as a training cohort and an independent external validation cohort (NCT05766449). Six ML models were implemented to predict advanced fibrosis and cirrhosis. The final models, derived from SHAP (Shapley Additive exPlanations), were compared with Fibrosis-4 Index, nonalcoholic fatty liver disease Fibrosis Score, and aspartate aminotransferase-to-platelet ratio index using the area under receiver-operating characteristic curve (AUROC) and decision curve analysis (DCA). RESULTS Of 1,198 eligible patients, the random forest model achieved AUROCs of 0.778 (95% confidence interval [CI], 0.749-0.807) for diagnosing advanced fibrosis (random forest advanced fibrosis model) and 0.777 (95% CI, 0.748-0.806) for diagnosing cirrhosis (random forest cirrhosis model) in the training cohort, and maintained high AUROCs in the validation cohort. In the training cohort, the random forest advanced fibrosis model obtained an AUROC of 0.825 (95% CI, 0.787-0.862) in patients with hepatitis B virus DNA ≥105 IU/mL, and the random forest cirrhosis model had an AUROC of 0.828 (95% CI, 0.774-0.883) in female patients. The 2 models outperformed Fibrosis-4 Index, nonalcoholic fatty liver disease Fibrosis Score, and aspartate aminotransferase-to-platelet ratio index in the training cohort, and also performed well in the validation cohort. CONCLUSIONS The random forest models provide reliable, noninvasive tools for identifying advanced fibrosis and cirrhosis in CHB patients with concurrent HS, offering a significant advancement in the comanagement of the 2 diseases. CLINICALTRIALS gov, Number: NCT05766449.
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Affiliation(s)
- Fajuan Rui
- Department of Infectious Diseases, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China; Department of Infectious Diseases, Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, China; Institute of Viruses and Infectious Diseases, Nanjing University, Nanjing, China
| | - Liang Xu
- Clinical School of the Second People's Hospital, Tianjin Medical University, Tianjin, China; Department of Hepatology, Tianjin Second People's Hospital, Tianjin, China; Tianjin Research Institute of Liver Diseases, Tianjin, China
| | - Yee Hui Yeo
- Karsh Division of Gastroenterology and Hepatology, Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Yayun Xu
- Department of Gastroenterology, West China Tianfu Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Wenjing Ni
- Department of Infectious Diseases, Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, China; Institute of Viruses and Infectious Diseases, Nanjing University, Nanjing, China
| | - Youwen Tan
- Department of Hepatology, The Third Hospital of Zhenjiang Affiliated Jiangsu University, Zhenjiang, China
| | - Qi Zheng
- Department of Hepatology, Hepatology Research institute, the First Affiliated Hospital, Fujian Medical University, Fuzhou, China
| | - Xiaorong Tian
- School of Computer Science, China University of Geosciences, Wuhan, China; Hubei Key Laboratory of Intelligent Geo-Information Processing, China University of Geosciences, Wuhan, China
| | - Qing-Lei Zeng
- Department of Infectious Diseases, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Zebao He
- Department of Infectious Diseases, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Taizhou, China
| | - Yuanwang Qiu
- Department of Infectious Diseases, The Fifth People's Hospital of Wuxi, Wuxi, China
| | - Chuanwu Zhu
- Department of Infectious Diseases, The Affiliated Infectious Diseases Hospital of Soochow University, Suzhou, China
| | - Weimao Ding
- Department of Hepatology, Huai'an No.4 People's Hospital, Huai'an, China
| | - Jian Wang
- Department of Infectious Diseases, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
| | - Rui Huang
- Department of Infectious Diseases, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
| | - Qi Xue
- Department of Infectious Diseases, The Second Affiliated Hospital of Shandong First Medical University, Tai'an, China
| | - Xueqi Wang
- Department of Gastroenterology, The First Affiliated Hospital of Shandong Second Medical University, Weifang People's Hospital, Weifang, China
| | - Yunliang Chen
- School of Computer Science, China University of Geosciences, Wuhan, China; Hubei Key Laboratory of Intelligent Geo-Information Processing, China University of Geosciences, Wuhan, China
| | - Junqing Fan
- School of Computer Science, China University of Geosciences, Wuhan, China; Hubei Key Laboratory of Intelligent Geo-Information Processing, China University of Geosciences, Wuhan, China
| | - Zhiwen Fan
- Department of Pathology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
| | - Eiichi Ogawa
- Department of General Internal Medicine, Kyushu University Hospital, Fukuoka, Japan
| | - Min-Sun Kwak
- Department of Internal Medicine, Healthcare Research Institute, Healthcare System Gangnam Center, Seoul National University Hospital, Seoul, Korea
| | - Xiaolong Qi
- Center of Portal Hypertension, Department of Radiology, Zhongda Hospital, Medical School, Southeast University, Nanjing, China.
| | - Junping Shi
- Department of Infectious and Hepatology Diseases, The Affiliated Hospital of Hangzhou Normal University, Hangzhou, China.
| | - Vincent Wai-Sun Wong
- Department of Medicine and Therapeutics, Chinese University of Hong Kong, Hong Kong SAR, China; State Key Laboratory of Digestive Disease, Chinese University of Hong Kong, Hong Kong SAR, China
| | - Chao Wu
- Department of Infectious Diseases, Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, China; Institute of Viruses and Infectious Diseases, Nanjing University, Nanjing, China
| | - Jie Li
- Department of Infectious Diseases, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China; Department of Infectious Diseases, Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, China; Institute of Viruses and Infectious Diseases, Nanjing University, Nanjing, China.
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Lin IH, Yu YP, Duong TV, Nien SW, Tseng IH, Wu YM, Chiang YJ, Chiang CY, Chiu CH, Wang MH, Yang NC, Wu TH, Wong TC. Effect of Obesity and Metabolic Health Status on Metabolic-Associated Steatotic Liver Disease among Renal Transplant Recipients Using Hepatic Steatosis Index. Nutrients 2024; 16:3344. [PMID: 39408311 PMCID: PMC11478899 DOI: 10.3390/nu16193344] [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: 09/13/2024] [Revised: 09/26/2024] [Accepted: 09/30/2024] [Indexed: 10/20/2024] Open
Abstract
BACKGROUND/OBJECTIVES Obesity and metabolic conditions increase the risk of metabolic-associated steatotic liver disease (MASLD). This study examined the risk of MASLD in 137 renal transplant recipients (RTRs) from a single-center hospital on the basis of their obesity and metabolic health status. METHODS Participants were categorized into four groups: metabolically healthy nonobese (MHNO), metabolically healthy obese (MHO), metabolically abnormal nonobese (MANO), and metabolically abnormal obese (MAO). MASLD was assessed using the hepatic steatosis index (HSI), calculated as 8 × (aspartate aminotransferase/alanine aminotransferase ratio) + body mass index + 2 (if diabetic) + 2 (if woman). The HSI scores were 29.50 ± 4.55, 38.08 ± 5.44, 33.61 ± 5.23, and 39.86 ± 4.13 in the MHNO, MHO, MANO, and MAO groups, respectively (p < 0.05). RESULTS Overall, 25.55% of the participants (57.14% men) were classified as having MASLD (HSI > 36). A multivariate-adjusted regression analysis revealed significantly higher HSI scores in the MAO group than in the MHNO group. Both MHO and MANO groups also had significantly higher HSI scores. The odds ratios for more severe MASLD were 2.74 (95% CI: 0.88-8.52) for the MANO group and 74.59 (95% CI: 13.29-418.68) for the MAO group compared with the MHNO group. CONCLUSIONS These findings suggest that RTRs with obesity have a higher risk of MASLD, but even those with a normal weight and metabolic abnormalities are at increased risk.
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Affiliation(s)
- I-Hsin Lin
- Department of Medical Nutrition Therapy, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (I.-H.L.); (S.-W.N.); (I.-H.T.); (Y.-M.W.)
| | - Yi-Ping Yu
- Department of Nutrition and Health Sciences, Chinese Culture University, Taipei 111, Taiwan; (Y.-P.Y.); (N.-C.Y.); (T.-H.W.)
| | - Tuyen Van Duong
- School of Nutrition and Health Sciences, College of Nutrition, Taipei Medical University, Taipei 110, Taiwan;
| | - Shih-Wei Nien
- Department of Medical Nutrition Therapy, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (I.-H.L.); (S.-W.N.); (I.-H.T.); (Y.-M.W.)
| | - I-Hsin Tseng
- Department of Medical Nutrition Therapy, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (I.-H.L.); (S.-W.N.); (I.-H.T.); (Y.-M.W.)
| | - Yi-Ming Wu
- Department of Medical Nutrition Therapy, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (I.-H.L.); (S.-W.N.); (I.-H.T.); (Y.-M.W.)
| | - Yang-Jen Chiang
- Department of Urology, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan;
- Department of Medicine, Chang Gung University, Taoyuan 333, Taiwan
| | - Chia-Yu Chiang
- Department of Business Administration, College of Management, National Changhua University of Education, Changhua 500, Taiwan;
| | - Chia-Hui Chiu
- Center for General Education, Taipei Medical University, Taipei 110, Taiwan; (C.-H.C.); (M.-H.W.)
| | - Ming-Hsu Wang
- Center for General Education, Taipei Medical University, Taipei 110, Taiwan; (C.-H.C.); (M.-H.W.)
| | - Nien-Chieh Yang
- Department of Nutrition and Health Sciences, Chinese Culture University, Taipei 111, Taiwan; (Y.-P.Y.); (N.-C.Y.); (T.-H.W.)
| | - Ta-Ho Wu
- Department of Nutrition and Health Sciences, Chinese Culture University, Taipei 111, Taiwan; (Y.-P.Y.); (N.-C.Y.); (T.-H.W.)
| | - Te-Chih Wong
- Department of Nutrition and Health Sciences, Chinese Culture University, Taipei 111, Taiwan; (Y.-P.Y.); (N.-C.Y.); (T.-H.W.)
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Al-Ozairi E, Irshad M, AlKandari J, Mashankar A, Alroudhan D, le Roux CW. Liver fibrosis and liver stiffness in patients with obesity and type 1 diabetes. Diabetes Obes Metab 2024; 26:4052-4059. [PMID: 38984381 DOI: 10.1111/dom.15760] [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: 05/16/2024] [Revised: 06/11/2024] [Accepted: 06/18/2024] [Indexed: 07/11/2024]
Abstract
AIM To compare hepatic stiffness and fat fraction in patients with obesity and type 1 diabetes (T1D) with type 2 diabetes (T2D) with a similar body mass index (BMI). METHODS In this prospective cross-sectional study, 90 participants with T1D (BMI 30.5 ± 4.5 kg/m2; diabetes duration 20.5 ± 9.8 years; HbA1c 8.2% ± 1.4%) and 69 with T2D (BMI: 30.8 ± 4.6 kg/m2; diabetes duration: 11.7 ± 7.8 years; HbA1c: 7.3% ± 1.4%) were included. Liver fat fraction and stiffness were examined by magnetic resonance imaging and elastography, respectively. Logistic regressions were used to evaluate associations with biomedical variables. RESULTS The mean liver stiffness score in patients with obesity and T1D was 2.2 ± 0.5 kPa, while in T2D it was 2.6 ± 0.8 kPa (P < .001). The liver fat fraction in patients with obesity and T1D was 3.7% ± 6.3%, and in T2D it was 10.6% ± 7.9% (P < .001). Metabolic dysfunction-associated steatotic liver disease (MASLD) was present in 13.3% of patients with T1D and in 69.6% of patients with T2D, whereas fibrosis was suggested in 7.8% of patients with T1D and in 27.5% of patients with T2D. Liver stiffness was four times higher in patients with T2D compared with those with T1D (odds ratio = 5.4, 95% confidence interval: 2.1-13.6, P < .001). Aspartate transaminase (AST), alanine transaminase, gamma-glutamyl transferase (GGT), triglycerides and the android-to-gynoid ratio were associated with elevated fat fraction in both cohorts. AST and GGT were associated with elevated liver stiffness in both cohorts. CONCLUSIONS Patients with obesity and T1D had lower liver fat and liver stiffness compared with those patients with T2D, despite similar levels of BMI, a longer duration of diabetes and worse glycaemic control.
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Affiliation(s)
- Ebaa Al-Ozairi
- DAFNE Unit, Clinical Care Research and Clinical Trials Unit, Dasman Diabetes Institute, Kuwait City, Kuwait
| | - Mohammad Irshad
- DAFNE Unit, Clinical Care Research and Clinical Trials Unit, Dasman Diabetes Institute, Kuwait City, Kuwait
| | - Jumana AlKandari
- DAFNE Unit, Clinical Care Research and Clinical Trials Unit, Dasman Diabetes Institute, Kuwait City, Kuwait
- Amiri Hospital, Ministry of Health, Kuwait City, Kuwait
| | - Anant Mashankar
- Diagnostic Imaging Centre, Dasman Diabetes Institute, Kuwait City, Kuwait
| | - Dherar Alroudhan
- DAFNE Unit, Clinical Care Research and Clinical Trials Unit, Dasman Diabetes Institute, Kuwait City, Kuwait
- Amiri Hospital, Ministry of Health, Kuwait City, Kuwait
| | - Carel W le Roux
- DAFNE Unit, Clinical Care Research and Clinical Trials Unit, Dasman Diabetes Institute, Kuwait City, Kuwait
- Diabetes Complications Research Centre, University College Dublin, Dublin, Ireland
- Diabetes Research Centre, Ulster University, Belfast, UK
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Preechathammawong N, Charoenpitakchai M, Wongsason N, Karuehardsuwan J, Prasoppokakorn T, Pitisuttithum P, Sanpavat A, Yongsiriwit K, Aribarg T, Chaisiriprasert P, Treeprasertsuk S, Chirapongsathorn S. Development of a diagnostic support system for the fibrosis of nonalcoholic fatty liver disease using artificial intelligence and deep learning. Kaohsiung J Med Sci 2024; 40:757-765. [PMID: 38819013 DOI: 10.1002/kjm2.12850] [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: 02/03/2024] [Revised: 05/06/2024] [Accepted: 05/08/2024] [Indexed: 06/01/2024] Open
Abstract
Liver fibrosis is a pathological condition characterized by the abnormal proliferation of liver tissue, subsequently able to progress to cirrhosis or possibly hepatocellular carcinoma. The development of artificial intelligence and deep learning have begun to play a significant role in fibrosis detection. This study aimed to develop SMART AI-PATHO, a fully automated assessment method combining quantification of histopathological architectural features, to analyze steatosis and fibrosis in nonalcoholic fatty liver disease (NAFLD) core biopsies and employ Metavir fibrosis staging as standard references and fat assessment grading measurement for comparison with the pathologist interpretations. There were 146 participants enrolled in our study. The correlation of Metavir scoring system interpretation between pathologists and SMART AI-PATHO was significantly correlated (Agreement = 68%, Kappa = 0.59, p-value <0.001), which subgroup analysis of significant fibrosis (Metavir score F2-F4) and nonsignificant fibrosis (Metavir score F0-F1) demonstrated substantial correlated results (agreement = 80%, kappa = 0.61, p-value <0.001), corresponding with the correlation of advanced fibrosis (Metavir score F3-F4) and nonadvanced fibrosis groups (Metavir score F0-F2), (agreement = 89%, kappa = 0.74, p-value <0.001). SMART AI-PATHO, the first pivotal artificially intelligent diagnostic tool for the color-based NAFLD hepatic tissue staging in Thailand, demonstrated satisfactory performance as a pathologist to provide liver fibrosis scoring and steatosis grading. In the future, developing AI algorithms and reliable testing on a larger scale may increase accuracy and contribute to telemedicine consultations for general pathologists in clinical practice.
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Affiliation(s)
- Noppamate Preechathammawong
- Division of Gastroenterology and Hepatology, Department of Medicine, Phramongkutklao Hospital and College of Medicine, Bangkok, Thailand
| | | | - Nutthawat Wongsason
- Department of Anatomical Pathology, Army Institute of Pathology, Bangkok, Thailand
| | - Julalak Karuehardsuwan
- Division of Gastroenterology, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, Thailand
| | - Thaninee Prasoppokakorn
- Division of Gastroenterology, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, Thailand
| | - Panyavee Pitisuttithum
- Division of General Internal Medicine, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, Thailand
| | - Anapat Sanpavat
- Department of Pathology, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Bangkok, Thailand
| | - Karn Yongsiriwit
- College of Digital Innovation Technology, Rangsit University, Bangkok, Thailand
| | - Thannob Aribarg
- College of Digital Innovation Technology, Rangsit University, Bangkok, Thailand
| | | | - Sombat Treeprasertsuk
- Division of Gastroenterology, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, Thailand
| | - Sakkarin Chirapongsathorn
- Division of Gastroenterology and Hepatology, Department of Medicine, Phramongkutklao Hospital and College of Medicine, Bangkok, Thailand
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15
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Hizli P, Oğuz ID, Kulakli S, Kiliç FA, Duyan A. Unveiling the impact of psoriasis on liver health: does methotrexate play a villainous role? Arch Dermatol Res 2024; 316:437. [PMID: 38940980 DOI: 10.1007/s00403-024-03193-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2024] [Revised: 06/11/2024] [Accepted: 06/15/2024] [Indexed: 06/29/2024]
Abstract
Psoriasis might bring about an increased risk of liver diseases like nonalcoholic fatty liver disease and fibrosis. The impact of methotrexate on liver function is still a cause for concern, because of the studies suggesting an increased risk of liver damage and others finding no association. The focus of this study was the liver functions in psoriatic patients investigating the impact of long-term use of methotrexate on liver in psoriasis. A retrospective investigation including 140 patients with psoriasis receiving methotrexate treatment for at least 6 months and a control group consisted of 105 healthy ones was conducted. Liver function tests (AST, ALT, PLT) were assessed, and the association of baseline PASI with FIB-4 and APRI values was investigated. Additionally, FIB-4 and APRI values at baseline, 3rd, and 6th months of methotrexate treatment for psoriasis were compared. Compared with the controls, psoriatic patients exhibited significantly higher FIB-4 scores (p = 0.004). A moderate and significant correlation was observed between baseline PASI score and baseline FIB-4 score in psoriatic patients (p < 0.001, rho = 0.626). Long-term methotrexate use had no effect on APRI or FIB-4 (p = 0.104 and p = 0.475, respectively). Psoriatic patients face an elevated risk of liver fibrosis. Long-term methotrexate use does not adversely affect liver function in psoriatic patients. Noninvasive tools like APRI and FIB-4 scores can be employed to evaluate the risk of liver disease in these patients.
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Affiliation(s)
- Pelin Hizli
- Department of Dermatology, Faculty of Medicine, Balikesir University, Balikesir, Turkey.
| | - Işıl Deniz Oğuz
- Department of Dermatology, Faculty of Medicine, Giresun University, Giresun, Turkey
| | - Sevgi Kulakli
- Department of Dermatology, Faculty of Medicine, Giresun University, Giresun, Turkey
| | - Fatma Arzu Kiliç
- Department of Dermatology, Faculty of Medicine, Balikesir University, Balikesir, Turkey
| | - Ayser Duyan
- Department of Dermatology, Faculty of Medicine, Balikesir University, Balikesir, Turkey
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16
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Hassoun S, Bruckmann C, Ciardullo S, Perseghin G, Marra F, Curto A, Arena U, Broccolo F, Di Gaudio F. NAIF: A novel artificial intelligence-based tool for accurate diagnosis of stage F3/F4 liver fibrosis in the general adult population, validated with three external datasets. Int J Med Inform 2024; 185:105373. [PMID: 38395017 DOI: 10.1016/j.ijmedinf.2024.105373] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Revised: 02/05/2024] [Accepted: 02/07/2024] [Indexed: 02/25/2024]
Abstract
OBJECTIVE The purpose of this study was to determine the effectiveness of a new AI-based tool called NAIF (NAFLD-AI-Fibrosis) in identifying individuals from the general population with advanced liver fibrosis (stage F3/F4). We compared NAIF's performance to two existing risk score calculators, aspartate aminotransferase-to-platelet ratio index (APRI) and fibrosis-4 (Fib4). METHODS To set up the algorithm for diagnosing severe liver fibrosis (defined as Fibroscan® values E ≥ 9.7 KPa), we used 19 blood biochemistry parameters and two demographic parameters in a group of 5,962 individuals from the NHANES population (2017-2020 pre-pandemic, public database). We then assessed the algorithm's performance by comparing its accuracy, precision, sensitivity, specificity, and F1 score values to those of APRI and Fib4 scoring systems. RESULTS In a kept-out sub dataset of the NHANES population, NAIF achieved a predictive precision of 72 %, a sensitivity of 61 %, and a specificity of 77 % in correctly identifying adults (aged 18-79 years) with severe liver fibrosis. Additionally, NAIF performed well when tested with two external datasets of Italian patients with a Fibroscan® score E ≥ 9.7 kPa, and with an external dataset of patients with diagnosis of severe liver fibrosis through biopsy. CONCLUSIONS The results of our study suggest that NAIF, using routinely available parameters, outperforms in sensitivity existing scoring methods (Fib4 and APRI) in diagnosing severe liver fibrosis, even when tested with external validation datasets. NAIF uses routinely available parameters, making it a promising tool for identifying individuals with advanced liver fibrosis from the general population. Word count abstract: 236.
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Affiliation(s)
- Samir Hassoun
- Unità Operativa Centro Controllo Qualità e Rischio Chimico (CQRC), Azienda Ospedaliera Villa Sofia Cervello, viale Strasburgo 233, 90146 Palermo, Italy.
| | - Chiara Bruckmann
- Unità Operativa Centro Controllo Qualità e Rischio Chimico (CQRC), Azienda Ospedaliera Villa Sofia Cervello, viale Strasburgo 233, 90146 Palermo, Italy.
| | - Stefano Ciardullo
- Department of Medicine and Surgery, University of Milano-Bicocca, via Modigliani 10, 20900 Monza, Italy; Department of Medicine and Rehabilitation, Policlinico di Monza, Monza, via Modigliani 10, 20900 Monza, Italy
| | - Gianluca Perseghin
- Department of Medicine and Surgery, University of Milano-Bicocca, via Modigliani 10, 20900 Monza, Italy; Department of Medicine and Rehabilitation, Policlinico di Monza, Monza, via Modigliani 10, 20900 Monza, Italy
| | - Fabio Marra
- Dipartimento di Medicina Sperimentale e Clinica, University of Florence, Largo Giovanni Alessandro Brambilla, 3, 50134 Firenze Italy
| | - Armando Curto
- Dipartimento di Medicina Sperimentale e Clinica, University of Florence, Largo Giovanni Alessandro Brambilla, 3, 50134 Firenze Italy
| | - Umberto Arena
- Dipartimento di Medicina Sperimentale e Clinica, University of Florence, Largo Giovanni Alessandro Brambilla, 3, 50134 Firenze Italy
| | - Francesco Broccolo
- Department of Experimental Medicine, University of Salento, 73100 Lecce, Italy.
| | - Francesca Di Gaudio
- Unità Operativa Centro Controllo Qualità e Rischio Chimico (CQRC), Azienda Ospedaliera Villa Sofia Cervello, viale Strasburgo 233, 90146 Palermo, Italy; PROMISE-Promotion of Health, Maternal-Childhood, Internal and Specialized Medicine of Excellence G. D'Alessandro, Piazza delle Cliniche, 2, 90127 Palermo, Italy
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17
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Christensen NV, Holm R, Sanchez JD, Hansen ESS, Lerche MH, Ardenkjær-Larsen JH, Laustsen C, Bertelsen LB. A continuous flow bioreactor system for high-throughput hyperpolarized metabolic flux analysis. NMR IN BIOMEDICINE 2024; 37:e5107. [PMID: 38279190 DOI: 10.1002/nbm.5107] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/21/2023] [Revised: 12/21/2023] [Accepted: 12/22/2023] [Indexed: 01/28/2024]
Abstract
Hyperpolarized carbon-13 labeled compounds are increasingly being used in medical MR imaging (MRI) and MR imaging (MRI) and spectroscopy (MRS) research, due to its ability to monitor tissue and cell metabolism in real-time. Although radiological biomarkers are increasingly being considered as clinical indicators, biopsies are still considered the gold standard for a large variety of indications. Bioreactor systems can play an important role in biopsy examinations because of their ability to provide a physiochemical environment that is conducive for therapeutic response monitoring ex vivo. We demonstrate here a proof-of-concept bioreactor and microcoil receive array setup that allows for ex vivo preservation and metabolic NMR spectroscopy on up to three biopsy samples simultaneously, creating an easy-to-use and robust way to simultaneously run multisample carbon-13 hyperpolarization experiments. Experiments using hyperpolarized [1-13C]pyruvate on ML-1 leukemic cells in the bioreactor setup were performed and the kinetic pyruvate-to-lactate rate constants ( k PL ) extracted. The coefficient of variation of the experimentally found k PL s for five repeated experiments was C V = 35 % . With this statistical power, treatment effects of 30%-40% change in lactate production could be easily differentiable with only a few hyperpolarization dissolutions on this setup. Furthermore, longitudinal experiments showed preservation of ML-1 cells in the bioreactor setup for at least 6 h. Rat brain tissue slices were also seen to be preserved within the bioreactor for at least 1 h. This validation serves as the basis for further optimization and upscaling of the setup, which undoubtedly has huge potential in high-throughput studies with various biomarkers and tissue types.
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Affiliation(s)
| | - Rikke Holm
- The MR Research Centre, Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | | | - Esben S S Hansen
- The MR Research Centre, Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Mathilde H Lerche
- Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark
| | | | - Christoffer Laustsen
- The MR Research Centre, Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Lotte Bonde Bertelsen
- The MR Research Centre, Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
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18
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Cui J, Liu Y, Li M, Yin J, Yang J, Xu L. Association of serum asprosin with metabolic dysfunction-associated fatty liver disease in older adult type 2 diabetic patients: a cross-sectional study. BMC Endocr Disord 2024; 24:27. [PMID: 38438865 PMCID: PMC10910831 DOI: 10.1186/s12902-024-01560-1] [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: 06/10/2023] [Accepted: 02/21/2024] [Indexed: 03/06/2024] Open
Abstract
BACKGROUND To explore the association of serum asprosin levels with metabolic dysfunction-associated fatty liver disease (MAFLD) in older adults with type 2 diabetes mellitus (T2DM). METHODS The cross-sectional study enrolled patients ≥ 65 years old diagnosed with T2DM at two community health service centers between November 2019 and July 2021. Logistic regression was applied to analyze the influencing factors of MAFLD. RESULTS Totally 219 cases were included. Compared with diabetic individuals without MAFLD (n = 105), diabetics with MAFLD (n = 114) had younger ages, higher body mass index values, shorter time from T2DM diagnosis, increased waist-to-hip ratios, elevated triglycerides, reduced high-density lipoprotein cholesterol (HDL-C), elevated alanine aminotransferase (ALT), elevated γ-glutaryl transferase, elevated fasting insulin, and elevated HOMA-IR (all P < 0.05). Serum asprosin levels were elevated in diabetics with MAFLD in comparison with the non-MAFLD group (291.71 ± 73.69 vs. 255.24 ± 82.52 pg/ml, P = 0.001). Multivariable analysis revealed, after adjusted for age, time from T2DM diagnosis, HDL-C, and ALT, serum asprosin level (OR = 1.006, 95%CI: 1.001-1.010, P = 0.014) were independently associated with MAFLD in T2DM. CONCLUSIONS High asprosin level are associated with MAFLD in older patients with T2DM, after adjusted for age, time from T2DM diagnosis, WHR, TG, HDL-C, ALT, GGT, FINS, and HOMA-IR.
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Affiliation(s)
- Junfang Cui
- Department of Geriatrics, The First Hospital of Shanxi Medical University, Taiyuan, China
| | - Yunfeng Liu
- Department of Endocrinology, The First Hospital of Shanxi Medical University, Taiyuan, China
| | - Mina Li
- Department of Endocrinology, The First Hospital of Shanxi Medical University, Taiyuan, China
| | - Jianhong Yin
- Department of Endocrinology, The First Hospital of Shanxi Medical University, Taiyuan, China
| | - Jing Yang
- Department of Endocrinology, The First Hospital of Shanxi Medical University, Taiyuan, China.
- Shanxi Medical University, Taiyuan, China.
| | - Linxin Xu
- Department of Endocrinology, The First Hospital of Shanxi Medical University, Taiyuan, China.
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19
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Zhu B, Wu H, Li KS, Eisa-Beygi S, Singh B, Bielenberg DR, Huang W, Chen H. Two sides of the same coin: Non-alcoholic fatty liver disease and atherosclerosis. Vascul Pharmacol 2024; 154:107249. [PMID: 38070759 DOI: 10.1016/j.vph.2023.107249] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2023] [Revised: 11/20/2023] [Accepted: 11/25/2023] [Indexed: 02/03/2024]
Abstract
The prevalence of non-alcoholic fatty liver disease (NAFLD) and atherosclerosis remain high, which is primarily due to widespread adoption of a western diet and sedentary lifestyle. NAFLD, together with advanced forms of this disease such as non-alcoholic steatohepatitis (NASH) and cirrhosis, are closely associated with atherosclerotic-cardiovascular disease (ASCVD). In this review, we discussed the association between NAFLD and atherosclerosis and expounded on the common molecular biomarkers underpinning the pathogenesis of both NAFLD and atherosclerosis. Furthermore, we have summarized the mode of function and potential clinical utility of existing drugs in the context of these diseases.
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Affiliation(s)
- Bo Zhu
- Vascular Biology Program, Boston Children's Hospital, Department of Surgery, Harvard Medical School, Boston, MA, United States of America
| | - Hao Wu
- Vascular Biology Program, Boston Children's Hospital, Department of Surgery, Harvard Medical School, Boston, MA, United States of America
| | - Kathryn S Li
- Vascular Biology Program, Boston Children's Hospital, Department of Surgery, Harvard Medical School, Boston, MA, United States of America
| | - Shahram Eisa-Beygi
- Vascular Biology Program, Boston Children's Hospital, Department of Surgery, Harvard Medical School, Boston, MA, United States of America
| | - Bandana Singh
- Vascular Biology Program, Boston Children's Hospital, Department of Surgery, Harvard Medical School, Boston, MA, United States of America
| | - Diane R Bielenberg
- Vascular Biology Program, Boston Children's Hospital, Department of Surgery, Harvard Medical School, Boston, MA, United States of America
| | - Wendong Huang
- Department of Diabetes Complications and Metabolism, Arthur Riggs Diabetes and Metabolic Research Institute, Beckman Research Institute, City of Hope National Medical Center, Duarte, CA 91010, United States of America
| | - Hong Chen
- Vascular Biology Program, Boston Children's Hospital, Department of Surgery, Harvard Medical School, Boston, MA, United States of America.
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20
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Verma N, Duseja A, Mehta M, De A, Lin H, Wong VWS, Wong GLH, Rajaram RB, Chan WK, Mahadeva S, Zheng MH, Liu WY, Treeprasertsuk S, Prasoppokakorn T, Kakizaki S, Seki Y, Kasama K, Charatcharoenwitthaya P, Sathirawich P, Kulkarni A, Purnomo HD, Kamani L, Lee YY, Wong MS, Tan EXX, Young DY. Machine learning improves the prediction of significant fibrosis in Asian patients with metabolic dysfunction-associated steatotic liver disease - The Gut and Obesity in Asia (GO-ASIA) Study. Aliment Pharmacol Ther 2024; 59:774-788. [PMID: 38303507 DOI: 10.1111/apt.17891] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/29/2023] [Revised: 11/28/2023] [Accepted: 01/20/2024] [Indexed: 02/03/2024]
Abstract
BACKGROUND The precise estimation of cases with significant fibrosis (SF) is an unmet goal in non-alcoholic fatty liver disease (NAFLD/MASLD). AIMS We evaluated the performance of machine learning (ML) and non-patented scores for ruling out SF among NAFLD/MASLD patients. METHODS Twenty-one ML models were trained (N = 1153), tested (N = 283), and validated (N = 220) on clinical and biochemical parameters of histologically-proven NAFLD/MASLD patients (N = 1656) collected across 14 centres in 8 Asian countries. Their performance for detecting histological-SF (≥F2fibrosis) were evaluated with APRI, FIB4, NFS, BARD, and SAFE (NPV/F1-score as model-selection criteria). RESULTS Patients aged 47 years (median), 54.6% males, 73.7% with metabolic syndrome, and 32.9% with histological-SF were included in the study. Patients with SFvs.no-SF had higher age, aminotransferases, fasting plasma glucose, metabolic syndrome, uncontrolled diabetes, and NAFLD activity score (p < 0.001, each). ML models showed 7%-12% better discrimination than FIB-4 to detect SF. Optimised random forest (RF) yielded best NPV/F1 in overall set (0.947/0.754), test set (0.798/0.588) and validation set (0.852/0.559), as compared to FIB4 in overall set (0.744/0.499), test set (0.722/0.456), and validation set (0.806/0.507). Compared to FIB-4, RF could pick 10 times more patients with SF, reduce unnecessary referrals by 28%, and prevent missed referrals by 78%. Age, AST, ALT fasting plasma glucose, and platelet count were top features determining the SF. Sequential use of SAFE < 140 and FIB4 < 1.2 (when SAFE > 140) was next best in ruling out SF (NPV of 0.757, 0.724 and 0.827 in overall, test and validation set). CONCLUSIONS ML with clinical, anthropometric data and simple blood investigations perform better than FIB-4 for ruling out SF in biopsy-proven Asian NAFLD/MASLD patients.
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Affiliation(s)
- Nipun Verma
- Department of Hepatology, Postgraduate Institute of Medical Education and Research, Chandigarh, India
| | - Ajay Duseja
- Department of Hepatology, Postgraduate Institute of Medical Education and Research, Chandigarh, India
| | - Manu Mehta
- Department of Hepatology, Postgraduate Institute of Medical Education and Research, Chandigarh, India
| | - Arka De
- Department of Hepatology, Postgraduate Institute of Medical Education and Research, Chandigarh, India
| | - Huapeng Lin
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
| | - Vincent Wai-Sun Wong
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
| | - Grace Lai-Hung Wong
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
| | - Ruveena Bhavani Rajaram
- Gastroenterology and Hepatology Unit, Department of Medicine, Faculty of Medicine, University of Malaya Medical Centre, Kuala Lumpur, Malaysia
| | - Wah-Kheong Chan
- Gastroenterology and Hepatology Unit, Department of Medicine, Faculty of Medicine, University of Malaya Medical Centre, Kuala Lumpur, Malaysia
| | - Sanjiv Mahadeva
- Gastroenterology and Hepatology Unit, Department of Medicine, Faculty of Medicine, University of Malaya Medical Centre, Kuala Lumpur, Malaysia
| | - Ming-Hua Zheng
- NAFLD Research Centre Department of Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Wen-Yue Liu
- Department of Endocrinology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Sombat Treeprasertsuk
- Division of Gastroenterology, King Chulalongkorn Memorial Hospital, Chulalongkorn University, Bangkok, Thailand
| | - Thaninee Prasoppokakorn
- Division of Gastroenterology, King Chulalongkorn Memorial Hospital, Chulalongkorn University, Bangkok, Thailand
| | - Satoru Kakizaki
- Department of Clinical Research, National Hospital Organization Takasaki General Medical Centre, Takasaki, Japan
| | - Yosuke Seki
- Weight Loss and Metabolic Surgery Centre, Yotsuya Medical Cube, Tokyo, Japan
| | - Kazunori Kasama
- Weight Loss and Metabolic Surgery Centre, Yotsuya Medical Cube, Tokyo, Japan
| | | | - Phalath Sathirawich
- Division of Gastroenterology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Anand Kulkarni
- Asian Institute of Gastroenterology Hospital, Hyderabad, India
| | - Hery Djagat Purnomo
- Faculty of Medicine, Diponegoro University, Kariadi Hospital, Semarang, Indonesia
| | | | - Yeong Yeh Lee
- School of Medical Sciences Universiti Sains Malaysia, Kota Bharu, Malaysia
| | - Mung Seong Wong
- School of Medical Sciences Universiti Sains Malaysia, Kota Bharu, Malaysia
| | - Eunice X X Tan
- Department of Medicine, National University Singapore, Singapore, Singapore
| | - Dan Yock Young
- Department of Medicine, National University Singapore, Singapore, Singapore
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21
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Andreozzi F, Mancuso E, Mazza E, Mannino GC, Fiorentino TV, Arturi F, Succurro E, Perticone M, Sciacqua A, Montalcini T, Pujia A, Sesti G. One-hour post-load glucose levels are associated with hepatic steatosis assessed by transient elastography. Diabetes Obes Metab 2024; 26:682-689. [PMID: 37953652 DOI: 10.1111/dom.15358] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Revised: 10/11/2023] [Accepted: 10/19/2023] [Indexed: 11/14/2023]
Abstract
AIM To examine the association between 1-hour plasma glucose (PG) concentration and markers of non-alcoholic fatty liver disease (NAFLD) assessed by transient elastography (TE). METHODS We performed TE in 107 metabolically well-characterized non-diabetic White individuals. Controlled attenuation parameter (CAP) was used to quantify liver steatosis, while liver stiffness marker (LS) was used to evaluate fibrosis. RESULTS Controlled attenuation parameter correlated significantly with 1-hour PG (r = 0.301, P < 0.01), fasting insulin (r = 0.285, P < 0.01), 2-hour insulin (r = 0.257, P < 0.02), homeostasis model assessment index of insulin resistance (r = 0.252, P < 0.01), high-density lipoprotein cholesterol (r = -0.252, P < 0.02), body mass index (BMI; r = 0.248, P < 0.02) and age (r = 0.212, P < 0.03), after correction for age, sex and BMI. In a multivariable linear regression analysis, 1-hour PG (β = 0.274, P = 0.008) and fasting insulin levels (β = 0.225, P = 0.029) were found to be independent predictors of CAP. After excluding subjects with prediabetes, 1-hour PG was the sole predictor of CAP variation (β = 0.442, P < 0.001). In a logistic regression model, we observed that the group with 1-hour PG ≥ 8.6 mmol/L (155 mg/dL) had a significantly higher risk of steatosis (odds ratio 3.98, 95% confidence interval 1.43-11.13; P = 0.008) than individuals with 1-hour PG < 8.6 mmol/L, after correction for potential confounders. No association was observed between 1-hour PG and LS. CONCLUSION Our data confirm that 1-hour PG ≥ 8.6 mmol/L is associated with higher signs of NAFLD, even among individuals with normal glucose tolerance, categorized as low risk by canonical diagnostic standards. TE is a safe low-impact approach that could be employed for stratifying the risk profile in these patients, with a high level of accuracy.
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Affiliation(s)
- Francesco Andreozzi
- Department of Medical and Surgical Sciences, University Magna Graecia of Catanzaro, Catanzaro, Italy
- Research Centre for the Prevention and Treatment of Metabolic Diseases (CR METDIS), University Magna Graecia of Catanzaro, Catanzaro, Italy
| | - Elettra Mancuso
- Department of Science of Health, University Magna Graecia of Catanzaro, Catanzaro, Italy
| | - Elisa Mazza
- Department of Medical and Surgical Sciences, University Magna Graecia of Catanzaro, Catanzaro, Italy
| | - Gaia Chiara Mannino
- Department of Medical and Surgical Sciences, University Magna Graecia of Catanzaro, Catanzaro, Italy
| | - Teresa Vanessa Fiorentino
- Department of Medical and Surgical Sciences, University Magna Graecia of Catanzaro, Catanzaro, Italy
| | - Franco Arturi
- Department of Medical and Surgical Sciences, University Magna Graecia of Catanzaro, Catanzaro, Italy
| | - Elena Succurro
- Department of Medical and Surgical Sciences, University Magna Graecia of Catanzaro, Catanzaro, Italy
| | - Maria Perticone
- Department of Medical and Surgical Sciences, University Magna Graecia of Catanzaro, Catanzaro, Italy
| | - Angela Sciacqua
- Department of Medical and Surgical Sciences, University Magna Graecia of Catanzaro, Catanzaro, Italy
| | - Tiziana Montalcini
- Research Centre for the Prevention and Treatment of Metabolic Diseases (CR METDIS), University Magna Graecia of Catanzaro, Catanzaro, Italy
- Department of Clinical and Experimental Medicine, University Magna Greaecia of Catanzaro, Catanzaro, Italy
| | - Arturo Pujia
- Department of Medical and Surgical Sciences, University Magna Graecia of Catanzaro, Catanzaro, Italy
- Research Centre for the Prevention and Treatment of Metabolic Diseases (CR METDIS), University Magna Graecia of Catanzaro, Catanzaro, Italy
| | - Giorgio Sesti
- Department of Clinical and Molecular Medicine, University of Rome-Sapienza, Rome, Italy
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22
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Hazzan R, Abu Ahmad N, Habib AS, Saleh I, Ziv N. Suboptimal reliability of FIB-4 and NAFLD-fibrosis scores for staging of liver fibrosis in general population. JGH Open 2024; 8:e13034. [PMID: 38380260 PMCID: PMC10877654 DOI: 10.1002/jgh3.13034] [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: 07/20/2023] [Revised: 01/02/2024] [Accepted: 01/16/2024] [Indexed: 02/22/2024]
Abstract
Background and Aim The burden and incidence of liver cirrhosis are increasing worldwide. Early detection of liver fibrosis would help in early interventions and preventing the progression of fibrosis and cirrhosis. The accepted noninvasive markers for liver fibrosis staging, namely fibrosis-4 (FIB-4) and nonalcoholic fatty liver disease fibrosis score (NFS), have shown inconsistent performance for detecting the fibrosis stage. We aimed to evaluate the efficacy of FIB-4 score and NFS for the detection of liver fibrosis in the general population. Methods From a general population referred from a single, community-based family-physician clinic, we included study participants between the ages of 45 and 65 years, with no knowledge of liver disease and no record of alcohol consumption. Liver fibrosis was evaluated by the FIB-4 score and NFS using shear wave elastography (SWE) or transient elastography (TE) measurements as a reference. Results A total of 76 participants (aged 61.5 ± 0.37 years, 33% females) were included in the study cohort. We observed a nonsignificant correlation between liver stiffness measurement (LSM) and FIB-4 and NFS (r = 0.1, P = 0.37; r = 0.16, P = 0.15, respectively). Our results showed that only 5.2% with FIB-4 >3.25 and 9.7% with NFS >0.675 had LSM >12 kPa. The compatibility of fibrosis staging was 55% between FIB-4 score and LSM and only 18% between NFS and LSM. Conclusion We found that FIB-4 and NFS are unreliable tools for liver fibrosis estimation in the general population. There is a need for more reliable noninvasive methods for the early detection of liver fibrosis.
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Affiliation(s)
| | | | | | | | - Neeman Ziv
- Diagnostic Imaging InstituteEmek Medical CenterAfulaIsrael
- The Faculty of MedicineTechnion Institute of TechnologyHaifaIsrael
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23
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Listopad S, Magnan C, Day LZ, Asghar A, Stolz A, Tayek JA, Liu ZX, Jacobs JM, Morgan TR, Norden-Krichmar TM. Identification of integrated proteomics and transcriptomics signature of alcohol-associated liver disease using machine learning. PLOS DIGITAL HEALTH 2024; 3:e0000447. [PMID: 38335183 PMCID: PMC10857706 DOI: 10.1371/journal.pdig.0000447] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Accepted: 01/09/2024] [Indexed: 02/12/2024]
Abstract
Distinguishing between alcohol-associated hepatitis (AH) and alcohol-associated cirrhosis (AC) remains a diagnostic challenge. In this study, we used machine learning with transcriptomics and proteomics data from liver tissue and peripheral mononuclear blood cells (PBMCs) to classify patients with alcohol-associated liver disease. The conditions in the study were AH, AC, and healthy controls. We processed 98 PBMC RNAseq samples, 55 PBMC proteomic samples, 48 liver RNAseq samples, and 53 liver proteomic samples. First, we built separate classification and feature selection pipelines for transcriptomics and proteomics data. The liver tissue models were validated in independent liver tissue datasets. Next, we built integrated gene and protein expression models that allowed us to identify combined gene-protein biomarker panels. For liver tissue, we attained 90% nested-cross validation accuracy in our dataset and 82% accuracy in the independent validation dataset using transcriptomic data. We attained 100% nested-cross validation accuracy in our dataset and 61% accuracy in the independent validation dataset using proteomic data. For PBMCs, we attained 83% and 89% accuracy with transcriptomic and proteomic data, respectively. The integration of the two data types resulted in improved classification accuracy for PBMCs, but not liver tissue. We also identified the following gene-protein matches within the gene-protein biomarker panels: CLEC4M-CLC4M, GSTA1-GSTA2 for liver tissue and SELENBP1-SBP1 for PBMCs. In this study, machine learning models had high classification accuracy for both transcriptomics and proteomics data, across liver tissue and PBMCs. The integration of transcriptomics and proteomics into a multi-omics model yielded improvement in classification accuracy for the PBMC data. The set of integrated gene-protein biomarkers for PBMCs show promise toward developing a liquid biopsy for alcohol-associated liver disease.
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Affiliation(s)
- Stanislav Listopad
- Department of Computer Science, University of California, Irvine, California, United States of America
| | - Christophe Magnan
- Department of Computer Science, University of California, Irvine, California, United States of America
| | - Le Z. Day
- Biological Sciences Division and Environmental and Molecular Sciences Division, Pacific Northwest National Laboratory, Richland, Washington, United States of America
| | - Aliya Asghar
- Medical and Research Services, VA Long Beach Healthcare System, Long Beach, California, United States of America
| | - Andrew Stolz
- Division of Gastrointestinal & Liver Diseases, Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California, United States of America
| | - John A. Tayek
- Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Department of Internal Medicine, David Geffen School of Medicine, University of California Los Angeles, Torrance, California, United States of America
| | - Zhang-Xu Liu
- Division of Gastrointestinal & Liver Diseases, Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California, United States of America
| | - Jon M. Jacobs
- Biological Sciences Division and Environmental and Molecular Sciences Division, Pacific Northwest National Laboratory, Richland, Washington, United States of America
| | - Timothy R. Morgan
- Medical and Research Services, VA Long Beach Healthcare System, Long Beach, California, United States of America
| | - Trina M. Norden-Krichmar
- Department of Computer Science, University of California, Irvine, California, United States of America
- Department of Epidemiology and Biostatistics, University of California, Irvine, California, United States of America
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24
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Ayres ABS, Carneiro CRG, Gestic MA, Utrini MP, Chaim FDM, Callejas-Neto F, Chaim EA, Cazzo E. Identification of Predictors of Non-alcoholic Steatohepatitis and Its Severity in Individuals Undergoing Bariatric Surgery. Obes Surg 2024; 34:456-466. [PMID: 38097891 DOI: 10.1007/s11695-023-06986-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Revised: 11/28/2023] [Accepted: 12/06/2023] [Indexed: 01/26/2024]
Abstract
BACKGROUND As obesity reached epidemic proportions, non-alcoholic fatty liver disease (NAFLD) also had a worrisome parallel increase. The non-invasive differentiation of non-alcoholic steatohepatitis (NASH) from uncomplicated NAFLD remains an important challenge in current clinical practice. OBJECTIVE To identify predictors of the occurrence and severity of NAFLD and NASH. METHODS This is an analytical cross-sectional study which included individuals undergoing bariatric surgery. Participants were histologically classified according to the presence NASH and severity of NAFLD. Demographic, clinical, anthropometric, and biochemical aspects were analyzed and compared. RESULTS Out of 171 individuals, 87.7% were female and the mean age was 38.4±9.3 years. The average BMI was 38±3.0 kg/m2. NAFLD was histologically confirmed in 74.9%; the commonest histopathological abnormalities were macrovesicular steatosis (74.9%) and ballooning (40.4%). Simple steatosis occurred in 30.4%, 44.4% presented with NASH, and 31% had severe NAFLD. NASH associated with higher levels of ALT (0.03), ALP (0.02), and glucose (0.02). Cutoff values were, respectively, 23 U/L, 67 U/L, and 81 mg/dL. Their concomitant use provided an 83.1% specificity for NASH. Severe NAFLD associated with diabetes (p=0.02), higher BMI (p=0.01), AST (p=0.04), ALT (p<0.01), ALP (p=0.01), glucose (p=0.02), and ferritin (p<0.01). BMI over 39.3 kg/m2 and ferritin over 178 ng/mL concomitantly provided a 70.5% accuracy for severe NAFLD. CONCLUSIONS NASH and severe NAFLD associated with higher levels of ALT, ALP, and glucose. Severe NAFLD associated with higher BMI and higher ferritin levels in this group. The concomitant evaluation of these laboratory tests could help ruling out NASH and safely screening severe NAFLD.
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Affiliation(s)
- Arthur Balestra Silveira Ayres
- Dept. of Surgery-School of Medical Sciences-State University of Campinas (UNICAMP), Rua Alexander Fleming, s/no, Campinas, (SP), Brazil
| | | | - Martinho Antonio Gestic
- Dept. of Surgery-School of Medical Sciences-State University of Campinas (UNICAMP), Rua Alexander Fleming, s/no, Campinas, (SP), Brazil
| | - Murillo Pimentel Utrini
- Dept. of Surgery-School of Medical Sciences-State University of Campinas (UNICAMP), Rua Alexander Fleming, s/no, Campinas, (SP), Brazil
| | - Felipe David Mendonça Chaim
- Dept. of Surgery-School of Medical Sciences-State University of Campinas (UNICAMP), Rua Alexander Fleming, s/no, Campinas, (SP), Brazil
| | - Francisco Callejas-Neto
- Dept. of Surgery-School of Medical Sciences-State University of Campinas (UNICAMP), Rua Alexander Fleming, s/no, Campinas, (SP), Brazil
| | - Elinton Adami Chaim
- Dept. of Surgery-School of Medical Sciences-State University of Campinas (UNICAMP), Rua Alexander Fleming, s/no, Campinas, (SP), Brazil
| | - Everton Cazzo
- Dept. of Surgery-School of Medical Sciences-State University of Campinas (UNICAMP), Rua Alexander Fleming, s/no, Campinas, (SP), Brazil.
- Cidade Universitária Zeferino Vaz, Campinas, (SP), CEP 13085-000, Brazil.
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25
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Singh S, Nirala SK, Bhadauria M. Comparative role of acetaminophen, carbon tetrachloride and thioacetamide in development of fibrosis in rats. Toxicol Res (Camb) 2024; 13:tfad114. [PMID: 38179004 PMCID: PMC10762665 DOI: 10.1093/toxres/tfad114] [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: 08/10/2023] [Revised: 11/02/2023] [Accepted: 11/14/2023] [Indexed: 01/06/2024] Open
Abstract
Background Several hepatotoxicants such as acetaminophen, carbon tetrachloride, and thioacetamide are repeatedly used to develop hepatic fibrosis to mimic the histological and hemodynamic characteristics of human illness. It may be a good idea to establish a better model among these hepatotoxicants to develop hepatic fibrosis. Aim The present study evaluated comparative toxic effects of three model hepatotoxicants for experimental progression of fibrosis or cirrhosis. Materials and methods Acetaminophen (200 mg/kg), carbon tetrachloride (200 µl/kg) and thioacetamide (200 mg/kg) were administered orally, thrice in a week for 8 weeks in different groups. After 8 weeks of exposure, animals were euthanized, blood and tissues were collected for various hematological, serological, tissue biochemical analysis and histological observations for comparative assessment of toxic consequences. Results Significant deviation was noted in liver function tests, lipid peroxidation, glutathione, activities of superoxide dismutase, catalase, and GSH cycle enzymes; aniline hydroxylase, amidopyrine-N-demethylase, DNA fragmentation and level of hydroxyproline when compared with control group. Histology also depicted damage in liver histoarchitecture with exposure to acetaminophen, carbon tetrachloride and thioacetamide. Tukey's HSD post hoc test confirmed that thioacetamide produced severe toxic effects in comparison to carbon tetrachloride and acetaminophen. Conclusion In conclusion, toxic effects were noted in ascending order as acetaminophen.
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Affiliation(s)
- Shubham Singh
- Toxicology and Pharmacology Laboratory, Department of Zoology, Guru Ghasidas University, Koni-Bilaspur, Chhattisgarh 495009, India
| | - Satendra Kumar Nirala
- Laboratory of Natural Products, Department of Rural Technology and Social Development, Guru Ghasidas University, Koni-Bilaspur, Chhattisgarh 495009, India
| | - Monika Bhadauria
- Toxicology and Pharmacology Laboratory, Department of Zoology, Guru Ghasidas University, Koni-Bilaspur, Chhattisgarh 495009, India
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26
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Cheung JTK, Zhang X, Wong GLH, Yip TCF, Lin H, Li G, Leung HHW, Lai JCT, Mahadeva S, Nik Mustapha NR, Wang XD, Liu WY, Wong VWS, Chan WK, Zheng MH. MAFLD fibrosis score: Using routine measures to identify advanced fibrosis in metabolic-associated fatty liver disease. Aliment Pharmacol Ther 2023; 58:1194-1204. [PMID: 37724633 DOI: 10.1111/apt.17722] [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: 07/11/2023] [Revised: 08/06/2023] [Accepted: 09/07/2023] [Indexed: 09/21/2023]
Abstract
BACKGROUND Early screening may prevent fibrosis progression in metabolic-associated fatty liver disease (MAFLD). AIMS We developed and validated MAFLD fibrosis score (MFS) for identifying advanced fibrosis (≥F3) among MAFLD patients. METHODS This cross-sectional, multicentre study consecutively recruited MAFLD patients receiving tertiary care (Malaysia as training cohort [n = 276] and Hong Kong and Wenzhou as validation cohort [n = 431]). Patients completed liver biopsy, vibration-controlled transient elastography (VCTE), and clinical and laboratory assessment within 1 week. We used machine learning to select 'highly important' predictors of advanced fibrosis, followed by backward stepwise regression to construct MFS formula. RESULTS MFS was composed of seven variables: age, body mass index, international normalised ratio, aspartate aminotransferase, gamma-glutamyl transpeptidase, platelet count, and history of type 2 diabetes. MFS demonstrated an area under the receiver-operating characteristic curve of 0.848 [95% CI 0.800-898] and 0.823 [0.760-0.886] in training and validation cohorts, significantly higher than aminotransferase-to-platelet ratio index (0.684 [0.603-0.765], 0.663 [0.588-0.738]), Fibrosis-4 index (0.793 [0.735-0.854], 0.737 [0.660-0.814]), and non-alcoholic fatty liver disease fibrosis score (0.785 [0.731-0.844], 0.750 [0.674-0.827]) (DeLong's test p < 0.05). MFS could include 92.3% of patients using dual cut-offs of 14 and 15, with a correct prediction rate of 90.4%, resulting in a larger number of patients with correct diagnosis compared to other scores. A two-step MFS-VCTE screening algorithm demonstrated positive and negative predictive values and overall diagnostic accuracy of 93.4%, 89.5%, and 93.2%, respectively, with only 4.0% of patients classified into grey zone. CONCLUSION MFS outperforms conventional non-invasive scores in predicting advanced fibrosis, contributing to screening in MAFLD patients.
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Affiliation(s)
- Johnny T K Cheung
- Medical Data Analytics Centre, Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
| | - Xinrong Zhang
- Medical Data Analytics Centre, Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
- State Key Laboratory of Digestive Disease, Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong, China
| | - Grace Lai-Hung Wong
- Medical Data Analytics Centre, Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
- State Key Laboratory of Digestive Disease, Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong, China
| | - Terry Cheuk-Fung Yip
- Medical Data Analytics Centre, Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
- State Key Laboratory of Digestive Disease, Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong, China
| | - Huapeng Lin
- Medical Data Analytics Centre, Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
- State Key Laboratory of Digestive Disease, Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong, China
| | - Guanlin Li
- Medical Data Analytics Centre, Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
- State Key Laboratory of Digestive Disease, Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong, China
| | - Howard Ho-Wai Leung
- Department of Anatomical and Cellular Pathology, The Chinese University of Hong Kong, Hong Kong, China
| | - Jimmy Che-To Lai
- Medical Data Analytics Centre, Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
- State Key Laboratory of Digestive Disease, Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong, China
| | - Sanjiv Mahadeva
- Gastroenterology and Hepatology Unit, Department of Medicine, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | | | - Xiao-Dong Wang
- Key Laboratory of Diagnosis and Treatment for the Development of Chronic Liver Disease in Zhejiang Province, Wenzhou, China
| | - Wen-Yue Liu
- Department of Endocrinology, the First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Vincent Wai-Sun Wong
- Medical Data Analytics Centre, Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
- State Key Laboratory of Digestive Disease, Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong, China
| | - Wah-Kheong Chan
- Gastroenterology and Hepatology Unit, Department of Medicine, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | - Ming-Hua Zheng
- Key Laboratory of Diagnosis and Treatment for the Development of Chronic Liver Disease in Zhejiang Province, Wenzhou, China
- MAFLD Research Centre, Department of Hepatology, the First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
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Kaur M, Murugesan S, Singh S, Uy KN, Kaur J, Mann N, Sekhon RK. The Influence of Coffee on Reducing Metabolic Dysfunction-Associated Steatotic Liver Disease in Patients With Type 2 Diabetes: A Review. Cureus 2023; 15:e50118. [PMID: 38192918 PMCID: PMC10772480 DOI: 10.7759/cureus.50118] [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] [Accepted: 12/07/2023] [Indexed: 01/10/2024] Open
Abstract
Metabolic dysfunction-associated steatotic liver disease (MASLD) is a liver disease characterized by hepatic fat accumulation associated with various severities of inflammation and scarring. As studies explore specialized treatments, emerging evidence suggests a potential protective effect of coffee consumption. Consumption of coffee or its components, such as caffeine and/or chlorogenic acid (CA), can reduce markers of liver injury and induce a myriad of other health benefits. However, there is limited research on patients with both MASLD and type 2 diabetes (T2D). Current research suggests that patients with MASLD are at greater risk of developing T2D and future liver-related complications and vice versa. Given that both MASLD and T2D are global burdens, the present literature review analyzes current research to identify trends and determine if coffee can be a viable treatment for MASLD patients with T2D. Results indicate that coffee consumption may protect against MASLD in T2D patients who are overweight/obese through a declined rate of weight gain, inhibition of the mammalian target of rapamycin (mTOR) gene, and insignificant changes to the gut microbiome. More longitudinal research on human subjects is needed to establish a causal relationship between coffee consumption and MASLD alleviation.
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Affiliation(s)
- Manpreet Kaur
- Medicine, University of California, Davis, Davis, USA
| | | | | | | | - Jasjeet Kaur
- Medicine, University of California, Davis, Davis, USA
| | - Navina Mann
- Medicine, University of California, Davis, Davis, USA
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28
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Ramos-Carrillo JM, Moreno-Perez FJ. Detecting reading difficulties in Spanish in older elementary students in the context of the Response to Intervention model. DYSLEXIA (CHICHESTER, ENGLAND) 2023; 29:330-346. [PMID: 37783574 DOI: 10.1002/dys.1755] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Revised: 08/29/2023] [Accepted: 09/15/2023] [Indexed: 10/04/2023]
Abstract
Detecting students with reading difficulties (RD) is particularly important in the context of the Response to Intervention (RTI) model, in terms of both research and professional practice. However, there is no unanimous agreement on the best procedure to carry it out. In addition, most of the research in this field has been carried out in the English language, and there is little evidence on how these measures behave in other languages. This study focuses on identifying the best procedure for detecting RD in Spanish in older elementary students, comparing the validity, accuracy and goodness of fit of three different universal screening assessment approaches-the Psychometric Assessment Approach, the Curriculum-Based Assessment Approach and the Teacher Detection Approach-using RTI as a criterion to determine the goodness of fit of the different approaches. A total of 154 fifth-year primary students participated in this study. The results reveal that the multivariate inclusion of the evaluation approaches used is the best means of ensuring an efficient, valid assessment when attempting to identify RD among fifth graders. This finding has practical implications for the implementation of the RTI model in the field of RD.
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Affiliation(s)
- José M Ramos-Carrillo
- Departamento de Psicología Evolutiva y de la Educación, Facultad de Psicología, University of Seville, Sevilla, Spain
| | - Francisco J Moreno-Perez
- Departamento de Psicología Evolutiva y de la Educación, Facultad de Psicología, University of Seville, Sevilla, Spain
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29
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Kuroda H, Oguri T, Kamiyama N, Toyoda H, Yasuda S, Imajo K, Suzuki Y, Sugimoto K, Akita T, Tanaka J, Yasui Y, Kurosaki M, Izumi N, Nakajima A, Fujiwara Y, Abe T, Kakisaka K, Matsumoto T, Kumada T. Multivariable Quantitative US Parameters for Assessing Hepatic Steatosis. Radiology 2023; 309:e230341. [PMID: 37787670 DOI: 10.1148/radiol.230341] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/04/2023]
Abstract
Background Because of the global increase in the incidence of nonalcoholic fatty liver disease, the development of noninvasive, widely available, and highly accurate methods for assessing hepatic steatosis is necessary. Purpose To evaluate the performance of models with different combinations of quantitative US parameters for their ability to predict at least 5% steatosis in patients with chronic liver disease (CLD) as defined using MRI proton density fat fraction (PDFF). Materials and Methods Patients with CLD were enrolled in this prospective multicenter study between February 2020 and April 2021. Integrated backscatter coefficient (IBSC), signal-to-noise ratio (SNR), and US-guided attenuation parameter (UGAP) were measured in all participants. Participant MRI PDFF value was used to define at least 5% steatosis. Four models based on different combinations of US parameters were created: model 1 (UGAP alone), model 2 (UGAP with IBSC), model 3 (UGAP with SNR), and model 4 (UGAP with IBSC and SNR). Diagnostic performance of all models was assessed using area under the receiver operating characteristic curve (AUC). The model was internally validated using 1000 bootstrap samples. Results A total of 582 participants were included in this study (median age, 64 years; IQR, 52-72 years; 274 female participants). There were 364 participants in the steatosis group and 218 in the nonsteatosis group. The AUC values for steatosis diagnosis in models 1-4 were 0.92, 0.93, 0.95, and 0.96, respectively. The C-indexes of models adjusted by the bootstrap method were 0.92, 0.93, 0.95, and 0.96, respectively. Compared with other models, models 3 and 4 demonstrated improved discrimination of at least 5% steatosis (P < .01). Conclusion A model built using the quantitative US parameters UGAP, IBSC, and SNR could accurately discriminate at least 5% steatosis in patients with CLD. © RSNA, 2023 Supplemental material is available for this article. See also the editorial by Han in this issue.
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Affiliation(s)
- Hidekatsu Kuroda
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
| | - Takuma Oguri
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
| | - Naohisa Kamiyama
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
| | - Hidenori Toyoda
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
| | - Satoshi Yasuda
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
| | - Kento Imajo
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
| | - Yasuaki Suzuki
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
| | - Katsutoshi Sugimoto
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
| | - Tomoyuki Akita
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
| | - Junko Tanaka
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
| | - Yutaka Yasui
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
| | - Masayuki Kurosaki
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
| | - Namiki Izumi
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
| | - Atsushi Nakajima
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
| | - Yudai Fujiwara
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
| | - Tamami Abe
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
| | - Keisuke Kakisaka
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
| | - Takayuki Matsumoto
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
| | - Takashi Kumada
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Iwate Medical University School of Medicine, Nishitokuta 2-1-1, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan (H.K., Y.F., T. Abe, K.K., T.M.); Ultrasound General Imaging, GE HealthCare, Hino, Japan (T.O., N.K.); Department of Gastroenterology and Hepatology, Ogaki Municipal Hospital, Ogaki, Japan (H.T., S.Y.); Department of Gastroenterology, Shin-Yurigaoka General Hospital, Kawasaki, Japan (K.I.); Department of Gastroenterology, Nayoro City General Hospital, Nayoro, Japan (Y.S.); Department of Gastroenterology and Hepatology, Tokyo Medical University, Tokyo, Japan (K.S.); Department of Epidemiology, Infectious Disease Control, and Prevention, Hiroshima University Institute of Biomedical and Health Sciences, Hiroshima, Japan (T. Akita, J.T.); Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Musashino, Japan (Y.Y., M.K., N.I.); Department of Gastroenterology, Yokohama City University Graduate School of Medicine, Yokohama, Japan (A.N.); and Department of Nursing, Gifu Kyoritsu University, Ogaki, Japan (T.K.)
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Pettinelli P, Fernández T, Aguirre C, Barrera F, Riquelme A, Fernández-Verdejo R. Prevalence of non-alcoholic fatty liver disease and its association with lifestyle habits in adults in Chile: a cross-sectional study from the National Health Survey 2016-2017. Br J Nutr 2023; 130:1036-1046. [PMID: 36620945 DOI: 10.1017/s0007114523000028] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
Non-alcoholic fatty liver disease (NAFLD) represents an excessive fat accumulation within the liver, usually associated with excess body weight. A liver biopsy is the gold standard for diagnosis, but it is inapplicable in population-based studies. In large populations, non-invasive methods could be used, which may also serve to identify potential protective factors. We aimed to (a) estimate NAFLD prevalence in the adult population in Chile by using non-invasive methods and (b) determine the association between the presence of NAFLD and lifestyle habits. The National Health Survey of Chile 2016–2017 was analysed. We included individuals aged 21–75 years, without infectious diseases nor risky alcohol consumption. NAFLD was detected by either fatty liver index (FLI; considers circulating TAG, circulating γ-glutamyl-transferase, BMI and waist circumference), lipid accumulation product (LAP; considers sex, circulating TAG and waist circumference) or their combination. Lifestyle habits were determined by questionnaires. We included 2774 participants, representative of 10 599 094 (9 831 644, 11 366 544) adults in Chile. NAFLD prevalence (95 % CI) was 39·4 % (36·2, 42·8) by FLI, 27·2 % (24·2, 30·4) by LAP and 23·5 % (20·7, 26·5) by their combination. The prevalence progressively increased with increasing BMI. Of note, less smoking and more moderate-vigorous physical activity and whole-grain consumption were associated with lower odds of having NAFLD, independently of BMI. At least one out of four adults in Chile is afflicted with NAFLD. Health promotion strategies focused on controlling excess body weight and promoting specific lifestyle habits are urgently required.
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Affiliation(s)
- Paulina Pettinelli
- Carrera de Nutrición y Dietética, Departamento de Ciencias de la Salud, Facultad de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Tiziana Fernández
- Carrera de Kinesiología, Departamento de Ciencias de la Salud, Facultad de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Carolina Aguirre
- Carrera de Nutrición y Dietética, Departamento de Ciencias de la Salud, Facultad de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Francisco Barrera
- Departamento de Gastroenterología, Escuela de Medicina, Facultad de Medicina, Facultad de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Arnoldo Riquelme
- Departamento de Gastroenterología, Escuela de Medicina, Facultad de Medicina, Facultad de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Rodrigo Fernández-Verdejo
- Laboratorio de Fisiología del Ejercicio y Metabolismo (LABFEM), Escuela de Kinesiología, Facultad de Medicina, Universidad Finis Terrae, Santiago, Chile
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31
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Siwan E, Parry SN, Williams KH, McGill MJ, Wu T, Wong J, Twigg SM, Min D. Circulating soluble CD163 as a potential biomarker of diabetes complications. J Diabetes Complications 2023; 37:108525. [PMID: 37301062 DOI: 10.1016/j.jdiacomp.2023.108525] [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: 01/19/2023] [Revised: 05/31/2023] [Accepted: 05/31/2023] [Indexed: 06/12/2023]
Abstract
AIMS To investigate whether soluble CD163 (sCD163) is altered in those with diabetes and various subtypes of complications and non-alcoholic fatty liver disease (NAFLD), and whether it can assess disease complications and severity in people with diabetes. METHODS Adults with diabetes (n = 101) were recruited and assessed for the presence of any complications (D+Comps). Liver steatosis presence was determined by ultrasound and liver stiffness measurement (LSM) by transient elastography. Liver pathology other than non-alcoholic steatohepatitis (NASH) was excluded. Plasma sCD163 was measured by ELISA. RESULTS sCD163 was higher in D+Comps (n = 59) compared to D-comps (n = 42) in those with microvascular complications (n = 56; 1.3-fold), including a 1.4-fold increase in chronic kidney disease (CKD) (n = 42). sCD163 correlated positively with HbA1c and urinary albumin-creatinine ratio and negatively with HDL-c in D+Comps. sCD163 was increased 1.7-fold in those with advanced NASH fibrosis (LSM ≥ 10.3 kPa, n = 19) compared to those without (LSM < 10.3 kPa, n = 80). The AUC-ROC-curve was 0.64 for sCD163 to detect CKD and 0.74 to detect advanced NASH fibrosis. CONCLUSIONS In this study, the elevated circulating sCD163 occurred in people with diabetes who had microvascular complications or advanced NASH fibrosis, suggesting sCD163 may have clinical utility as a biomarker in certain diabetes complications and disease severity in NAFLD.
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Affiliation(s)
- Elisha Siwan
- Greg Brown Diabetes and Endocrine Research Laboratory, Sydney Medical School (Central), Faculty of Medicine and Health, Charles Perkin Centre, The University of Sydney, Sydney, NSW, Australia
| | - Sarah N Parry
- Greg Brown Diabetes and Endocrine Research Laboratory, Sydney Medical School (Central), Faculty of Medicine and Health, Charles Perkin Centre, The University of Sydney, Sydney, NSW, Australia; Department of Endocrinology, Royal Prince Alfred Hospital, Sydney, NSW, Australia
| | - Kathryn H Williams
- Nepean Clinical School, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
| | - Margaret J McGill
- Department of Endocrinology, Royal Prince Alfred Hospital, Sydney, NSW, Australia
| | - Ted Wu
- Department of Endocrinology, Royal Prince Alfred Hospital, Sydney, NSW, Australia
| | - Jencia Wong
- Greg Brown Diabetes and Endocrine Research Laboratory, Sydney Medical School (Central), Faculty of Medicine and Health, Charles Perkin Centre, The University of Sydney, Sydney, NSW, Australia; Department of Endocrinology, Royal Prince Alfred Hospital, Sydney, NSW, Australia
| | - Stephen M Twigg
- Greg Brown Diabetes and Endocrine Research Laboratory, Sydney Medical School (Central), Faculty of Medicine and Health, Charles Perkin Centre, The University of Sydney, Sydney, NSW, Australia; Department of Endocrinology, Royal Prince Alfred Hospital, Sydney, NSW, Australia
| | - Danqing Min
- Greg Brown Diabetes and Endocrine Research Laboratory, Sydney Medical School (Central), Faculty of Medicine and Health, Charles Perkin Centre, The University of Sydney, Sydney, NSW, Australia; Department of Endocrinology, Royal Prince Alfred Hospital, Sydney, NSW, Australia.
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Goyal A, Dalia T, Ranka S, Sauer AJ, Hu J, Cernik C, Nuqali A, Chandler J, Parimi N, Dennis K, Majmundar M, Tayeb T, Haglund J, Shah Z, Vidic A, Gupta B, Haglund NA. Impact of Biopsy Proven Liver Fibrosis on Patients Undergoing Evaluation and Treatment for Advanced Heart Failure Surgical Therapies. Am J Cardiol 2023; 194:46-55. [PMID: 36947946 DOI: 10.1016/j.amjcard.2023.02.004] [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: 11/20/2022] [Revised: 01/28/2023] [Accepted: 02/06/2023] [Indexed: 03/24/2023]
Abstract
There is a paucity of data regarding the impact of liver fibrosis on patients with stage D heart failure (HF). We conducted a retrospective study (January 1, 2017 to December 12, 2020) in patients with stage D HF who underwent liver biopsy as part of their advanced HF therapy evaluation. Baseline characteristics and 1-year outcomes were compared between no- or mild-to-moderate-fibrosis (grade 0 to 2) and advanced-fibrosis (grade 3 to 4) groups. Of 519 patients with stage D HF, 136 who underwent liver biopsy (113 [83%] no or mild-to-moderate fibrosis and 23 [17%] advanced fibrosis) were included. A total of 71 patients (52%) received advanced HF therapies (23 heart transplantation, 48 left ventricular assist devices). One-year mortality was higher among patients with advanced fibrosis (52% vs 18%, p <0.001). Further subgroup analysis suggested a trend toward increased 1-year mortality among patients with advanced fibrosis who underwent advanced therapies (37% vs 13%, p = 0.09). There was a trend of lower likelihood of receiving advanced HF therapies in the advanced-fibrosis group, only 1 heart transplantation and 7 left ventricular assist devices, but it did not reach statistical significance (35% vs 56%, p = 0.06). After adjustment for confounders, degree of liver fibrosis was an independent predictor of mortality (odds ratio 6.2; 95% 1.27 to 30.29, p = 0.02). We conclude that advanced liver fibrosis is common among patients with stage D HF who undergo evaluation for advanced HF surgical therapies and significantly increases 1-year mortality. Further larger studies are needed to support our findings.
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Affiliation(s)
- Amandeep Goyal
- Departments of Cardiovascular Medicine, The University of Kansas Health System, Kansas City, Kansas
| | - Tarun Dalia
- Departments of Cardiovascular Medicine, The University of Kansas Health System, Kansas City, Kansas
| | - Sagar Ranka
- Departments of Cardiovascular Medicine, The University of Kansas Health System, Kansas City, Kansas
| | - Andrew J Sauer
- Departments of Cardiovascular Medicine, The University of Kansas Health System, Kansas City, Kansas
| | - Jinxiang Hu
- Departments of Biostatistics and Data Science, The University of Kansas Health System, Kansas City, Kansas
| | - Colin Cernik
- Departments of Biostatistics and Data Science, The University of Kansas Health System, Kansas City, Kansas
| | - Abdulelah Nuqali
- Departments of Cardiovascular Medicine, The University of Kansas Health System, Kansas City, Kansas
| | - Jonathan Chandler
- Departments of Internal Medicine, The University of Kansas Health System, Kansas City, Kansas
| | - Nikhil Parimi
- Departments of Internal Medicine, The University of Kansas Health System, Kansas City, Kansas
| | - Katie Dennis
- Departments of Pathology, The University of Kansas Health System, Kansas City, Kansas
| | - Monil Majmundar
- Departments of Cardiovascular Medicine, The University of Kansas Health System, Kansas City, Kansas
| | - Taher Tayeb
- Departments of Cardiovascular Medicine, The University of Kansas Health System, Kansas City, Kansas
| | - Jennifer Haglund
- Departments of Gastroenterology and Hepatology, The University of Kansas Health System, Kansas City, Kansas
| | - Zubair Shah
- Departments of Cardiovascular Medicine, The University of Kansas Health System, Kansas City, Kansas
| | - Andrija Vidic
- Departments of Cardiovascular Medicine, The University of Kansas Health System, Kansas City, Kansas
| | - Bhanu Gupta
- Departments of Cardiovascular Medicine, The University of Kansas Health System, Kansas City, Kansas
| | - Nicholas A Haglund
- Departments of Cardiovascular Medicine, The University of Kansas Health System, Kansas City, Kansas.
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Nasiri-Ansari N, Kassi E. Editorial: Special issue: Non-alcoholic fatty liver disease: From molecular basis to therapeutic advances. Metabol Open 2023; 17:100229. [PMID: 36686606 PMCID: PMC9853362 DOI: 10.1016/j.metop.2023.100229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023] Open
Affiliation(s)
- Narjes Nasiri-Ansari
- Department of Biological Chemistry, Medical School, National and Kapodistrian University of Athens, 11527, Athens, Greece
| | - Eva Kassi
- Department of Biological Chemistry, Medical School, National and Kapodistrian University of Athens, 11527, Athens, Greece
- Endocrine Unit, 1st Department of Propaedeutic Internal Medicine, Laiko Hospital, National and Kapodistrian University of Athens, 11527, Athens, Greece
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Akpoigbe K, Bath K, Genao A, Culpepper-Morgan J. Performance of Non-invasive Biomarkers of Liver Fibrosis Amongst Hispanics and African Americans. Cureus 2023; 15:e35032. [PMID: 36938211 PMCID: PMC10023215 DOI: 10.7759/cureus.35032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/14/2023] [Indexed: 02/17/2023] Open
Abstract
INTRODUCTION Liver biopsy is the gold standard for fibrosis staging. However, it is limited by significant complications. Non-invasive markers of fibrosis have been developed as an alternative to liver biopsy. The performance of these different markers varies with the etiology of liver fibrosis and possibly amongst different ethnicities. We aim to assess the performance of non-invasive markers of liver fibrosis amongst Hispanics and African Americans. METHOD This is a retrospective cohort analysis of patients who had liver biopsy as part of their evaluation of chronic liver disease. One hundred and twenty-six records were analyzed. Univariate and multivariate analyses were performed. Probit regression receiver operating characteristic curve analysis was used to assess the sensitivity of the different non-invasive biomarkers and underlying variables with respect to liver biopsy. The following non-invasive markers for fibrosis were used: Fibrosis-4 (FIB-4), aspartate aminotransferase (AST) to platelet ratio index (APRI), age-platelet, AST/alanine aminotransferase (AST/ALT) ratio, fibrosis cirrhosis index (FCI), and fibrosis index (FI). RESULTS About two-thirds of the study population were African Americans with majority of the study population having chronic liver disease from viral infection. Minimal to no fibrosis by the METAVIR (an acronym for Meta-analysis of Histological Data in Viral Hepatitis) score was found in 58% of patients compared to 42% with moderate to severe fibrosis. Hispanics were more likely than Blacks to have hepatic steatosis. Age significantly increased the sensitivity and specificity of APRI and age-platelet scores. The AST/ALT score had a lower sensitivity for liver fibrosis in women compared to men in our study population. The sensitivity of FIB-4 and age-platelet was higher in Hispanics compared to African Americans while the opposite was the case for APRI, AST/ALT, FCI, and FI. CONCLUSION Non-invasive biomarkers are useful in detecting liver fibrosis. FIB-4 and age-platelet have a high sensitivity in Hispanics while African Americans have a high sensitivity for APRI, AST/ALT, FCI, and FI. It is worth noting that these non-invasive biomarkers had variable performances when ethnicity, age, and sex were considered in our population.
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Affiliation(s)
- Kesiena Akpoigbe
- Internal Medicine, Harlem Hospital Center, Columbia University College of Physicians and Surgeons, New York City, USA
| | - Khushbir Bath
- Gastroenterology, Harlem Hospital Center, Columbia University College of Physicians and Surgeons, New York City, USA
| | - Alvaro Genao
- Gastroenterology, Harlem Hospital Center, Columbia University College of Physicians and Surgeons, New York City, USA
| | - Joan Culpepper-Morgan
- Gastroenterology, Harlem Hospital Center, Columbia University College of Physicians and Surgeons, New York City, USA
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Kaplan JM, Alexis J, Grimaldi G, Islam M, Izard SM, Lee TP. A comparison of magnetic resonance elastography (MRE) to biomarker testing for staging fibrosis in non-alcoholic fatty liver disease (NAFLD). Transl Gastroenterol Hepatol 2023; 8:7. [PMID: 36704653 PMCID: PMC9813653 DOI: 10.21037/tgh-22-27] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Accepted: 07/29/2022] [Indexed: 01/29/2023] Open
Abstract
Background Non-alcoholic fatty liver disease (NAFLD) is the world's most prevalent chronic liver disease. In advanced stages, it is associated with significant morbidity and mortality. Magnetic resonance elastography (MRE) and scoring panels Fibrosis-4 (FIB-4) and NAFLD Fibrosis Score (NFS) are useful noninvasive alternatives to liver biopsy for fibrosis staging. Our study aimed to determine how well MRE corresponds with both FIB-4 and NFS at different stages of fibrosis. Methods We performed a retrospective chart review of patients age ≥18 with NAFLD as their only known liver disease who underwent MRE within six months of a lab draw. MRE stratified patients into fibrosis stages using kPa values. FIB-4 categorized patients as Advanced Fibrosis Excluded, Further Investigation Needed or Advanced Fibrosis Likely. NFS categorized them as F0-2, Indeterminate or F3-4. MRE fibrosis staging was compared to FIB-4 and NFS for both ruling out advanced fibrosis and identifying advanced fibrosis/cirrhosis. Results Overall, 193 patients met inclusion criteria. Our statistical analysis included calculating positive predictive values (PPVs) and negative predictive values (NPVs), which are the proportions of positive and negative fibrosis screening results that correspond to positive and negative MRE results respectively. NPV for FIB-4 (0.84) and NFS (0.89) in the 'rule out advanced fibrosis' category signify that 84% and 89% of respective biomarker scores correspond to MRE in early stage disease. The PPV for FIB-4 and NFS in the 'identify advanced fibrosis/cirrhosis' category signify 63% and 72% of respective biomarker scores correspond to MRE in late stage disease. Conclusions FIB-4 and NFS scores indicating little to no fibrosis correspond extremely well with MRE, while scores suggesting advanced fibrosis/cirrhosis correspond less convincingly. MRE shows promise as an effective alternative to liver biopsy, however our study suggests FIB-4 and NFS alone may be sufficient for fibrosis staging, particularly in early stage NAFLD.
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Affiliation(s)
- Joseph M. Kaplan
- Department of Medicine, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Jamil Alexis
- Department of Gastroenterology, Yale New Haven Health Bridgeport Hospital, Bridgeport, CT, USA
| | - Gregory Grimaldi
- Department of Radiology, Hofstra School of Medicine/Northwell Health, Manhasset, NY, USA
| | - Mohammed Islam
- Department of Medicine, Hofstra School of Medicine/Northwell Health, Manhasset, NY, USA
| | - Stephanie M. Izard
- Department of Medicine, Northwell Health Center for Health Innovations and Outcomes Research, Manhasset, NY, USA
| | - Tai-Ping Lee
- Division of Hepatology, Hofstra School of Medicine/Northwell Health, Manhasset, NY, USA
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Krznarić J, Vince A. The Role of Non-Alcoholic Fatty Liver Disease in Infections. LIFE (BASEL, SWITZERLAND) 2022; 12:life12122052. [PMID: 36556417 PMCID: PMC9788238 DOI: 10.3390/life12122052] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Revised: 11/30/2022] [Accepted: 12/06/2022] [Indexed: 12/13/2022]
Abstract
Non-alcoholic fatty liver disease (NAFLD) is the most prevalent chronic liver disease, affecting one third of the Western population. The hallmark of the disease is excessive storage of fat in the liver. Most commonly, it is caused by metabolic syndrome (or one of its components). Even though the development of NAFLD has multiple effects on the human organism resulting in systemic chronic low-grade inflammation, this review is focused on NAFLD as a risk factor for the onset, progression, and outcomes of infectious diseases. The correlation between NAFLD and infections is still unclear. Multiple factors (obesity, chronic inflammation, altered immune system function, insulin resistance, altered intestinal microbiota, etc.) have been proposed to play a role in the development and progression of infections in people with NAFLD, although the exact mechanism and the interplay of mentioned factors is still mostly hypothesized. In this article we review only the selection of well-researched topics on NAFLD and infectious diseases (bacterial pneumonia, COVID, H. pylori, urinary tract infections, C. difficile, bacteremia, hepatitis B, hepatitis C, HIV, and periodontitis).
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Affiliation(s)
- Juraj Krznarić
- Department for Infectious Diseases, School of Medicine, University of Zagreb, 10000 Zagreb, Croatia
- Department for Viral Hepatitis, University Hospital for Infectious Diseases, 10000 Zagreb, Croatia
| | - Adriana Vince
- Department for Infectious Diseases, School of Medicine, University of Zagreb, 10000 Zagreb, Croatia
- Department for Viral Hepatitis, University Hospital for Infectious Diseases, 10000 Zagreb, Croatia
- Correspondence:
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Houttu V, Bouts J, Vali Y, Daams J, Grefhorst A, Nieuwdorp M, Holleboom AG. Does aerobic exercise reduce NASH and liver fibrosis in patients with non-alcoholic fatty liver disease? A systematic literature review and meta-analysis. Front Endocrinol (Lausanne) 2022; 13:1032164. [PMID: 36407307 PMCID: PMC9669057 DOI: 10.3389/fendo.2022.1032164] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Accepted: 10/10/2022] [Indexed: 11/06/2022] Open
Abstract
Background Exercise is an effective strategy for the prevention and regression of hepatic steatosis in patients with non-alcoholic fatty liver disease (NAFLD), but it is unclear whether it can reduce advanced stages of NAFLD, i.e., steatohepatitis and liver fibrosis. Furthermore, it is not evident which modality of exercise is optimal to improve/attenuate NAFLD. Objectives The aim is to systematically review evidence for the effect of aerobic exercise (AE) on NAFLD, in particular non-alcoholic steatohepatitis (NASH) and liver fibrosis. Methods A systematic literature search was conducted in Medline and Embase. Studies were screened and included according to predefined criteria, data were extracted, and the quality was assessed by Cochrane risk of bias tools by two researchers independently according to the protocol registered in the PROSPERO database (CRD42021270059). Meta-analyses were performed using a bivariate random-effects model when there were at least three randomized intervention studies (RCTs) with similar intervention modalities and outcome. Results The systematic review process resulted in an inclusion a total of 24 studies, 18 RCTs and six non-RCTs, encompassing 1014 patients with NAFLD diagnosed by histological or radiological findings. Studies were grouped based on the type of AE: moderate-intensity continuous training (MICT) and high-intensity interval training (HIIT). A total of twelve meta-analyses were conducted. Compared to controls, MICT resulted in a mean difference (MD) in the NAFLD biomarkers alanine transaminase (ALT) and aspartate aminotransferase (AST) of -3.59 (CI: -5.60, -1.59, p<0.001) and -4.05 (CI: -6.39, -1.71, p<0.001), respectively. HIIT resulted in a MD of -4.31 (95% CI: -9.03, 0.41, p=0.07) and 1.02 (95% CI: -6.91, 8.94, p=0.8) for ALT and AST, respectively. Moreover, both AE types compared to controls showed a significantly lower magnetic resonance spectroscopy (MRS) determined liver fat with a MD of -5.19 (95% CI: -7.33, -3.04, p<0.001) and -3.41 (95% CI: -4.74, -2.08, p<0.001), for MICT and HIIT respectively. MICT compared to controls resulted in a significantly higher cardiorespiratory fitness (MD: 4.43, 95% CI: 0.31, 8.55, p=0.03). Conclusion Liver fat is decreased by AE with a concomitant decrease of liver enzymes. AE improved cardiorespiratory fitness. Further studies are needed to elucidate the impact of different types of AE on hepatic inflammation and fibrosis. Systematic Review Registration https://www.crd.york.ac.uk/prospero/, identifier (CRD42021270059).
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Affiliation(s)
- Veera Houttu
- Department of Vascular Medicine, Amsterdam Gastroenterology, Endocrinology Metabolism, Amsterdam UMC, Location AMC at University of Amsterdam, Amsterdam, Netherlands
- Department of Experimental Vascular Medicine, Amsterdam Gastroenterology, Endocrinology Metabolism, Amsterdam UMC, Location AMC at University of Amsterdam, Amsterdam, Netherlands
| | - Julia Bouts
- Department of Vascular Medicine, Amsterdam Gastroenterology, Endocrinology Metabolism, Amsterdam UMC, Location AMC at University of Amsterdam, Amsterdam, Netherlands
- Department of Experimental Vascular Medicine, Amsterdam Gastroenterology, Endocrinology Metabolism, Amsterdam UMC, Location AMC at University of Amsterdam, Amsterdam, Netherlands
| | - Yasaman Vali
- Department of Epidemiology and Data Science, Amsterdam UMC, Location AMC at University of Amsterdam, Amsterdam, Netherlands
| | - Joost Daams
- Medical Library, Amsterdam UMC, Location AMC at University of Amsterdam, Amsterdam, Netherlands
| | - Aldo Grefhorst
- Department of Experimental Vascular Medicine, Amsterdam Gastroenterology, Endocrinology Metabolism, Amsterdam UMC, Location AMC at University of Amsterdam, Amsterdam, Netherlands
| | - Max Nieuwdorp
- Department of Vascular Medicine, Amsterdam Gastroenterology, Endocrinology Metabolism, Amsterdam UMC, Location AMC at University of Amsterdam, Amsterdam, Netherlands
- Department of Experimental Vascular Medicine, Amsterdam Gastroenterology, Endocrinology Metabolism, Amsterdam UMC, Location AMC at University of Amsterdam, Amsterdam, Netherlands
| | - Adriaan G. Holleboom
- Department of Vascular Medicine, Amsterdam Gastroenterology, Endocrinology Metabolism, Amsterdam UMC, Location AMC at University of Amsterdam, Amsterdam, Netherlands
- Department of Experimental Vascular Medicine, Amsterdam Gastroenterology, Endocrinology Metabolism, Amsterdam UMC, Location AMC at University of Amsterdam, Amsterdam, Netherlands
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Modanwal G, Al-Kindi S, Walker J, Dhamdhere R, Yuan L, Ji M, Lu C, Fu P, Rajagopalan S, Madabhushi A. Deep-learning-based hepatic fat assessment (DeHFt) on non-contrast chest CT and its association with disease severity in COVID-19 infections: A multi-site retrospective study. EBioMedicine 2022; 85:104315. [PMID: 36309007 PMCID: PMC9605693 DOI: 10.1016/j.ebiom.2022.104315] [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: 05/15/2022] [Revised: 10/02/2022] [Accepted: 10/03/2022] [Indexed: 11/11/2022] Open
Abstract
BACKGROUND Hepatic steatosis (HS) identified on CT may provide an integrated cardiometabolic and COVID-19 risk assessment. This study presents a deep-learning-based hepatic fat assessment (DeHFt) pipeline for (a) more standardised measurements and (b) investigating the association between HS (liver-to-spleen attenuation ratio <1 in CT) and COVID-19 infections severity, wherein severity is defined as requiring invasive mechanical ventilation, extracorporeal membrane oxygenation, death. METHODS DeHFt comprises two steps. First, a deep-learning-based segmentation model (3D residual-UNet) is trained (N.ß=.ß80) to segment the liver and spleen. Second, CT attenuation is estimated using slice-based and volumetric-based methods. DeHFt-based mean liver and liver-to-spleen attenuation are compared with an expert's ROI-based measurements. We further obtained the liver-to-spleen attenuation ratio in a large multi-site cohort of patients with COVID-19 infections (D1, N.ß=.ß805; D2, N.ß=.ß1917; D3, N.ß=.ß169) using the DeHFt pipeline and investigated the association between HS and COVID-19 infections severity. FINDINGS The DeHFt pipeline achieved a dice coefficient of 0.95, 95% CI [0.93...0.96] on the independent validation cohort (N.ß=.ß49). The automated slice-based and volumetric-based liver and liver-to-spleen attenuation estimations strongly correlated with expert's measurement. In the COVID-19 cohorts, severe infections had a higher proportion of patients with HS than non-severe infections (pooled OR.ß=.ß1.50, 95% CI [1.20...1.88], P.ß<.ß.001). INTERPRETATION The DeHFt pipeline enabled accurate segmentation of liver and spleen on non-contrast CTs and automated estimation of liver and liver-to-spleen attenuation ratio. In three cohorts of patients with COVID-19 infections (N.ß=.ß2891), HS was associated with disease severity. Pending validation, DeHFt provides an automated CT-based metabolic risk assessment. FUNDING For a full list of funding bodies, please see the Acknowledgements.
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Affiliation(s)
- Gourav Modanwal
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA.
| | - Sadeer Al-Kindi
- Department of Medicine, Case Western Reserve University, Cleveland, OH, USA
| | - Jonathan Walker
- Department of Medicine, Case Western Reserve University, Cleveland, OH, USA
| | - Rohan Dhamdhere
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA
| | - Lei Yuan
- Department of Information Center, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
| | - Mengyao Ji
- Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
| | - Cheng Lu
- Department of Radiology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China; Guangdong Provincial Key Laboratory of Artificial Intelligence in Medical Image Analysis and Application, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China
| | - Pingfu Fu
- Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Sanjay Rajagopalan
- Department of Medicine, Case Western Reserve University, Cleveland, OH, USA
| | - Anant Madabhushi
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA; Atlanta Veterans Administration Medical Center, Atlanta, GA, USA
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Relationship between liver fat content and lifestyle factors in adults with metabolic syndrome. Sci Rep 2022; 12:17428. [PMID: 36261605 PMCID: PMC9581946 DOI: 10.1038/s41598-022-22361-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Accepted: 10/13/2022] [Indexed: 01/12/2023] Open
Abstract
The aim of this study was to investigate the associations between liver fat content (LFC), sedentary behaviour (SB), physical activity (PA), fitness, diet, body composition, and cardiometabolic risk factors in adults with metabolic syndrome. A total of 44 sedentary adults (mean age 58 [SD 7] years; 25 women) with overweight or obesity participated. LFC was assessed with magnetic resonance spectroscopy and imaging, SB and PA with hip-worn accelerometers (26 [SD 3] days), fitness by maximal bicycle ergometry, body composition by air displacement plethysmography and nutrient intake by 4-day food diaries. LFC was not independently associated with SB, PA or fitness. Adjusted for sex and age, LFC was associated with body fat%, body mass index, waist circumference, triglycerides, alanine aminotransferase, and with insulin resistance markers. There was and inverse association between LFC and daily protein intake, which persisted after further adjusment with body fat%. LFC is positively associated with body adiposity and cardiometabolic risk factors, and inversely with daily protein intake. SB, habitual PA or fitness are not independent modulators of LFC. However, as PA is an essential component of healthy lifestyle, it may contribute to liver health indirectly through its effects on body composition in adults with metabolic syndrome.
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Gabr AK, Hawash NI, Abd-Elsalam S, Badawi R, Soliman HH. Diagnostic Accuracy of Red Cell Distribution Width to Platelet Ratio for Detection of Liver Fibrosis Compared with Fibroscan in Chronic Hepatitis B Egyptian patients. THE OPEN BIOMARKERS JOURNAL 2022; 12. [DOI: 10.2174/18753183-v12-e2208150] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Revised: 03/16/2022] [Accepted: 04/22/2022] [Indexed: 09/01/2023]
Abstract
Background and Aims:
The decision to treat chronic hepatitis B Virus infection (CHB) may necessitate an assessment of the degree of liver fibrosis. Guidelines recommend Fibroscan examination in such cases. However, it is costly and not widely available. Red cell distribution width (RDW) and platelet count are simple parameters obtained from the blood pictures; and their ratio RDW to platelet ratio (RPR) was claimed to correlate with liver fibrosis. We aimed to assess the ability of RPR to replace the costly fibroscan in the detection of significant fibrosis in chronic hepatitis B patients.
Patients and Methods:
This cross-sectional study was conducted in the Tropical medicine department, Tanta University, Egypt, between December 2018 and September 2019. One hundred and twenty-five patients with CHB were included and divided according to the fibroscan examination into: Group I: patients with no significant fibrosis (n=66), Group II: patients with significant (≥ F2) fibrosis (n=59). RPR was calculated for all patients and tested against Fibroscan results.
Results:
Both groups were matched in regards to age, sex, viral load, and steatosis. There was a significant positive correlation between the degree of stiffness measured by FibroScan in patients with a significant degree of fibrosis and serum bilirubin, a quantitative polymerase chain reaction of hepatitis B virus DNA (HBV DNA PCR), and fibrosis-4 score (FIB-4 score) (P value= 0.020, 0.049, and 0.0402, respectively). However, RPR was not correlated to the degree of fibrosis in fibroscan examination.
Conclusions:
The accuracy of RDW to platelet ratio (RPR) for the detection of fibrosis in CHB patients is questionable. FIB-4 is correlated with liver stiffness measurement (LSM) in patients with significant fibrosis (F2 or more). Neither RPR, AST to Platelet Ratio Index (APRI) or FIB4 can replace fibroscan for grading of fibrosis in CHB patients for evaluation to start therapy.
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Ashraf Ganjooei N, Jamialahmadi T, Nematy M, Shah NZ, Jangjoo S, Emami N, Jangjoo A, Faridnia R, Alidadi M, Sathyapalan T, Sahebkar A. Association between Thyroid Hormones and Non-alcoholic Fatty Liver Disease and Non-alcoholic Steatohepatitis in Obese Individuals Undergoing Bariatric Surgery. Middle East J Dig Dis 2022; 14:410-421. [PMID: 37547501 PMCID: PMC10404102 DOI: 10.34172/mejdd.2022.302] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Accepted: 09/09/2022] [Indexed: 08/08/2023] Open
Abstract
Background: Non-alcoholic fatty liver disease (NAFLD), non-alcoholic steatohepatitis (NASH), and hepatic fibrosis have emerged as one of the leading causes of chronic liver disease. The prevalence of the NAFLD spectrum has increased, which can be attributed to the rise in obesity. As NAFLD can ultimately lead to liver cirrhosis, it is imperative to identify modifiable risk factors associated with its onset and progression to provide timely intervention to prevent potentially disastrous consequences. Considering the pivotal role of the endocrine axis in several metabolic pathways such as obesity and insulin resistance, thyroid hormones are crucial in the pathophysiology of NAFLD. The study is focused on the identification of an association between thyroid function and radiographic and histological parameters of NAFLD in patients with severe obesity. Methods: Ninety patients were recruited for this study and underwent initial assessments, including demographic profiles, anthropometric measurements, hepatic biopsy, and basic laboratory tests. Liver stiffness was evaluated using two-dimensional shear wave elastography (2D-SWE) at least 2 weeks before liver biopsy. Results: Among the 90 participants, 80% were women. The mean age was 38.5±11.1 years, and the mean body mass index (BMI) was 45.46±6.26 kg/m2. The mean levels of serum T3 and free T4 in patients with positive histology were not statistically significant compared with patients with negative histology. Furthermore, there was no statistical significance in the mean T3 and free T4 levels between patients diagnosed with hepatic steatosis or fibrosis (on ultrasonography and elastography) and those with negative hepatic imaging. Serum levels of thyroid-stimulating hormone (TSH) were negatively correlated with ultrasonography (P=0.007). Binary logistic regression analysis revealed that none of the thyroid hormones was a predictive factor for liver histology in both adjusted and crude models. Conclusion: The results from our analysis did not suggest an association between thyroid hormones and NAFLD, which is in line with several previously published studies. However, the authors note that there are published data that do propose a link between the two entities. Therefore, well-designed large-scale clinical studies are required to clarify this discrepancy.
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Affiliation(s)
- Narges Ashraf Ganjooei
- Department of Nutrition, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Tannaz Jamialahmadi
- Applied Biomedical Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
- Surgical Oncology Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Mohsen Nematy
- Department of Nutrition, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Najeeb Zaheer Shah
- Academic Diabetes, Endocrinology and Metabolism, Hull York Medical School, University of Hull, Hull, United Kingdom
| | - Sara Jangjoo
- School of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Nima Emami
- School of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Ali Jangjoo
- Surgical Oncology Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Reyhaneh Faridnia
- Biochemistry and Nutrition Research Center, School of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Mona Alidadi
- Department of Nutrition, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Thozhukat Sathyapalan
- Academic Diabetes, Endocrinology and Metabolism, Hull York Medical School, University of Hull, Hull, United Kingdom
| | - Amirhossein Sahebkar
- Applied Biomedical Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
- Biotechnology Research Center, Pharmaceutical Technology Institute, Mashhad University of Medical Sciences, Mashhad, Iran
- Department of Biotechnology, School of Pharmacy, Mashhad University of Medical Sciences, Mashhad, Iran
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Heath L, Aveyard P, Tomlinson JW, Cobbold JF, Koutoukidis DA. Association of changes in histologic severity of nonalcoholic steatohepatitis and changes in patient-reported quality of life. Hepatol Commun 2022; 6:2623-2633. [PMID: 35903833 PMCID: PMC9512481 DOI: 10.1002/hep4.2044] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Revised: 06/09/2022] [Accepted: 06/27/2022] [Indexed: 12/02/2022] Open
Abstract
Nonalcoholic steatohepatitis (NASH) is a prevalent chronic disease that is associated with a spectrum of liver fibrosis and can lead to cirrhosis. Patients with NASH report lower health-related quality of life (HRQoL) than the general population. It remains uncertain how changes in histologic severity are associated with changes in HRQoL. This is a secondary analysis of the Farnesoid X Receptor Ligand Obeticholic Acid in NASH Treatment (FLINT) and Pioglitazone, Vitamin E, or Placebo for Nonalcoholic Steatohepatitis (PIVENS) randomized controlled trials in patients with biopsy-proven NASH. HRQoL was assessed using short form-36 at baseline and at follow-up biopsy (at 72 and 96 weeks, respectively). Adjusted linear regression models were used to examine the association between changes in liver fibrosis (primary analysis), nonalcoholic fatty liver disease (NAFLD) activity score (secondary analysis), and changes in HRQoL scores. Compared with stable fibrosis, improvement of fibrosis by at least one stage was significantly associated with improvements only in the physical function component by 1.8 points (95% confidence interval, 0.1, 3.5). Worsening of fibrosis by at least one stage was not associated with statistically significant changes in any HRQoL domain compared with stable fibrosis. Associations between HRQoL and NAFLD disease activity score in the secondary analysis were of similar magnitude. Weight loss was associated with small improvements in physical function, general health, and energy levels. Conclusion: Improvements in fibrosis stage were associated with improvements in the physical component of HRQoL, but the clinical impact was modest. As improving fibrosis may not meaningfully improve well-being, treatment for NASH will be cost effective only if it prevents long-term hepatic and cardiovascular disease.
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Affiliation(s)
- Laura Heath
- Nuffield Department of Primary Care Health SciencesUniversity of OxfordOxfordUK
| | - Paul Aveyard
- Nuffield Department of Primary Care Health SciencesUniversity of OxfordOxfordUK
- National Institute for Health Research (NIHR) Oxford Biomedical Research CentreOxford University Hospitals NHS Foundation TrustOxfordUK
| | - Jeremy W. Tomlinson
- Oxford Centre for DiabetesEndocrinology and MetabolismNIHR Oxford Biomedical Research CentreUniversity of OxfordChurchill HospitalOxfordUK
| | - Jeremy F. Cobbold
- Department of Gastroenterology and HepatologyNIHR Oxford Biomedical Research CentreOxford University Hospitals NHS Foundation TrustJohn Radcliffe HospitalOxfordUK
| | - Dimitrios A. Koutoukidis
- Nuffield Department of Primary Care Health SciencesUniversity of OxfordOxfordUK
- National Institute for Health Research (NIHR) Oxford Biomedical Research CentreOxford University Hospitals NHS Foundation TrustOxfordUK
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Alterations of Central Liver Metabolism of Pediatric Patients with Non-Alcoholic Fatty Liver Disease. Int J Mol Sci 2022; 23:ijms231911072. [PMID: 36232372 PMCID: PMC9570193 DOI: 10.3390/ijms231911072] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Revised: 09/16/2022] [Accepted: 09/17/2022] [Indexed: 12/02/2022] Open
Abstract
Non-alcoholic fatty liver disease (NAFLD) is the most common chronic liver disease in children and is associated with overweight and insulin resistance (IR). Almost nothing is known about in vivo alterations of liver metabolism in NAFLD, especially in the early stages of non-alcoholic steatohepatitis (NASH). Here, we used a complex mathematical model of liver metabolism to quantify the central hepatic metabolic functions of 71 children with biopsy-proven NAFLD. For each patient, a personalized model variant was generated based on enzyme abundances determined by mass spectroscopy. Our analysis revealed statistically significant alterations in the hepatic carbohydrate, lipid, and ammonia metabolism, which increased with the degree of obesity and severity of NAFLD. Histologic features of NASH and IR displayed opposing associations with changes in carbohydrate and lipid metabolism but synergistically decreased urea synthesis in favor of the increased release of glutamine, a driver of liver fibrosis. Taken together, our study reveals already significant alterations in the NASH liver of pediatric patients, which, however, are differently modulated by the simultaneous presence of IR.
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Li Q, Wang F, Chen Y, Chen H, Wu S, Farris AB, Jiang Y, Kong J. Virtual liver needle biopsy from reconstructed three-dimensional histopathological images: Quantification of sampling error. Comput Biol Med 2022; 147:105764. [PMID: 35797891 DOI: 10.1016/j.compbiomed.2022.105764] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2022] [Revised: 06/10/2022] [Accepted: 06/18/2022] [Indexed: 11/16/2022]
Abstract
INTRODUCTION Prevalently considered as the "gold-standard" for diagnosis of hepatic fibrosis and cirrhosis, the clinical liver needle biopsy is known to be subject to inadequate sampling and a high mis-sampling rate. However, quantifying such sampling bias has been difficult as generating a large number of needle biopsies from the same living patient is practically infeasible. We construct a three-dimension (3D) virtual liver tissue volume by spatially registered high resolution Whole Slide Images (WSIs) of serial liver tissue sections with a novel dynamic registration method. We further develop a Virtual Needle Biopsy Sampling (VNBS) method that mimics the needle biopsy sampling process. We apply the VNBS method to the reconstructed digital liver volume at different tissue locations and angles. Additionally, we quantify Collagen Proportionate Area (CPA) in all resulting virtual needle biopsies in 2D and 3D. RESULTS The staging score of the center 2D longitudinal image plane from each 3D biopsy is used as the biopsy staging score, and the highest staging score of all sampled needle biopsies is the diagnostic staging score. The Mean Absolute Difference (MAD) in reference to the Scheuer and Ishak diagnostic staging scores are 0.22 and 1.00, respectively. The absolute Scheuer staging score difference in 22.22% of sampled biopsies is 1. By the Ishak staging method, 55.56% and 22.22% of sampled biopsies present score difference 1 and 2, respectively. There are 4 (Scheuer) and 6 (Ishak) out of 18 3D virtual needle biopsies with intra-needle variations. Additionally, we find a positive correlation between CPA and fibrosis stages by Scheuer but not Ishak method. Overall, CPA measures suffer large intra- and inter- needle variations. CONCLUSIONS The developed virtual liver needle biopsy sampling pipeline provides a computational avenue for investigating needle biopsy sampling bias with 3D virtual tissue volumes. This method can be applied to other tissue-based disease diagnoses where the needle biopsy sampling bias substantially affects the diagnostic results.
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Affiliation(s)
- Qiang Li
- Department of Mathematics and Statistics, Georgia State University, Atlanta, 30303, GA, USA.
| | - Fusheng Wang
- Department of Computer Science, Stony Brook University, Stony Brook, 11794, NY, USA.
| | - Yaobing Chen
- Institue of Pathology, Tongji Hospital, Tongji Medical College, Wuhan, 430030, Hubei, China.
| | - Hao Chen
- Department of Mathematics and Statistics, Georgia State University, Atlanta, 30303, GA, USA; Precision MedCare INC, Atlanta, 30071, GA, USA.
| | - Shengdi Wu
- Department of Gastroenterology and Hepatology, Zhongshan Hospital, Shanghai, 200032, China.
| | - Alton B Farris
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, 30322, GA, USA.
| | - Yi Jiang
- Department of Mathematics and Statistics, Georgia State University, Atlanta, 30303, GA, USA.
| | - Jun Kong
- Department of Mathematics and Statistics, Georgia State University, Atlanta, 30303, GA, USA.
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Ueno M, Takeda H, Takai A, Seno H. Risk factors and diagnostic biomarkers for nonalcoholic fatty liver disease-associated hepatocellular carcinoma: Current evidence and future perspectives. World J Gastroenterol 2022; 28:3410-3421. [PMID: 36158261 PMCID: PMC9346451 DOI: 10.3748/wjg.v28.i27.3410] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/02/2022] [Revised: 04/24/2022] [Accepted: 06/16/2022] [Indexed: 02/06/2023] Open
Abstract
High rates of excessive calorie intake diets and sedentary lifestyles have led to a global increase in nonalcoholic fatty liver disease (NAFLD). As a result, this condition has recently become one of the leading causes of hepatocellular carcinoma (HCC). Furthermore, the incidence of NAFLD-associated HCC (NAFLD-HCC) is expected to increase in the near future. Advanced liver fibrosis is the most common risk factor for NAFLD-HCC. However, up to 50% of NAFLD-HCC cases develop without underlying liver cirrhosis. Epidemiological studies have revealed many other risk factors for this condition; including diabetes, other metabolic traits, obesity, old age, male sex, Hispanic ethnicity, mild alcohol intake, and elevated liver enzymes. Specific gene variants, such as single-nucleotide polymorphisms of patatin-like phospholipase domain 3, transmembrane 6 superfamily member 2, and membrane-bound O-acyl-transferase domain-containing 7, are also associated with an increased risk of HCC in patients with NAFLD. This clinical and genetic information should be interpreted together for accurate risk prediction. Alpha-fetoprotein (AFP) is the only biomarker currently recommended for HCC screening. However, it is not sufficiently sensitive in addressing this diagnostic challenge. The GALAD score can be calculated based on sex, age, lectin-bound AFP, AFP, and des-carboxyprothrombin and is reported to show better diagnostic performance for HCC. In addition, emerging studies on genetic and epigenetic biomarkers have also yielded promising diagnostic potential. However, further research is needed to establish an effective surveillance program for the early diagnosis of NAFLD-HCC.
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Affiliation(s)
- Masayuki Ueno
- Department of Gastroenterology and Hepatology, Kyoto University Graduate School of Medicine, Kyoto 6068507, Japan
| | - Haruhiko Takeda
- Department of Gastroenterology and Hepatology, Kyoto University Graduate School of Medicine, Kyoto 6068507, Japan
| | - Atsushi Takai
- Department of Gastroenterology and Hepatology, Kyoto University Graduate School of Medicine, Kyoto 6068507, Japan
| | - Hiroshi Seno
- Department of Gastroenterology and Hepatology, Kyoto University Graduate School of Medicine, Kyoto 6068507, Japan
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Welle CL, Olson MC, Reeder SB, Venkatesh SK. Magnetic Resonance Imaging of Liver Fibrosis, Fat, and Iron. Radiol Clin North Am 2022; 60:705-716. [PMID: 35989039 DOI: 10.1016/j.rcl.2022.04.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Koralegedara IS, Warnasekara JN, Rathnayake A, Dayaratne KG, Agampodi SB. Fatty Liver Index is a valid predictor of non-alcoholic fatty liver disease (NAFLD) in pregnancy. BMJ Open Gastroenterol 2022; 9:e000913. [PMID: 35728866 PMCID: PMC9214354 DOI: 10.1136/bmjgast-2022-000913] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Accepted: 05/31/2022] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Despite the evidence for adverse pregnancy outcomes, non-alcoholic fatty liver disease (NAFLD) is not routinely addressed in early pregnancy. The Fatty Liver Index (FLI) has been proposed as a screening tool for NAFLD in the general population. We aim to develop mathematical models for predicting NAFLD in pregnancy and validate the FLI for first-trimester pregnant women. METHODS Biochemical and biophysical parameters were analysed in pregnant women with period of gestation <12 weeks was done among Rajarata Pregnancy Cohort, Sri Lanka. Fatty liver was graded as (FLG) 0, I or II by ultrasound scan. Binary logistic regression models were employed to identify the factors predicting FLG-II. Six FLIs were developed to predict FLG-II. Validity of the FLIs was compared using the receiver operating characteristic curves. RESULTS The study sample consisted of 632 pregnant women with a mean age of 28.8 years (SD: 5.8 years). Age (OR: 1.6, 95% CI 1.1 to 2.3), body mass index (OR: 1.7, 95% CI 1.1 to 2.5) and gamma-glutamyl transferase levels (OR: 2.1, 95% CI 1.5 to 3.0) were the independent predictors of FLG-II. While the model with liver enzymes provided the best prediction of NAFLD (both FLG I and II) (area under the curve [(AUC]): -0.734), the highest AUC (0.84) for predicting FLG-II was observed with the full model (model with all parameters). The proposed budget model (AUC >0.81) is the best model for screening fatty liver in community health setup. CONCLUSION FLIs could be used as screening tools for NAFLD based on resource availability in different settings. External validation of the FLI and further investigation of the proposed FLI as a predictor of adverse pregnancy outcomes are recommended.
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Affiliation(s)
| | - Janith Niwanthaka Warnasekara
- Department of Community Medicine, Faculty of Medicine and Allied Sciences, Rajarata University of Sri Lanka, Saliyapura, Sri Lanka
| | - Ashani Rathnayake
- Faculty of Medicine and Allied Sciences, Rajarata University of Sri Lanka, Saliyapura, Sri Lanka
| | | | - Suneth Buddhika Agampodi
- Department of Community Medicine, Faculty of Medicine and Allied Sciences, Rajarata University of Sri Lanka, Saliyapura, Sri Lanka
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Torbator K, Poo S, Al-Rubaye T, Mapara L, Punjabi S, Al-Rubaye A, Alrubaiy L. Whether Screening for Non-alcoholic Fatty Liver Disease in Patients With Psoriasis Is Necessary: A Pilot Quality Improvement Project. Cureus 2022; 14:e24714. [PMID: 35518363 PMCID: PMC9065945 DOI: 10.7759/cureus.24714] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/03/2022] [Indexed: 11/13/2022] Open
Abstract
Background Psoriasis is a chronic inflammatory skin disease that is strongly associated with non-alcoholic fatty liver disease (NAFLD). Both conditions are associated with excess cardiovascular and liver-related morbidity and mortality. The severity of psoriasis correlates with the degree of liver inflammation and scarring, which can be further exacerbated by systemic immunomodulators such as methotrexate. Currently, no clinical pathway exists to screen psoriasis patients for NAFLD in our Trust. We aimed to develop a shared clinical pathway between our hepatology and dermatology departments to allow early identification and management of NAFLD in this patient group. Methods A multidisciplinary team was assembled to identify patient priorities, management goals, and screening criteria. We identified gaps in our service and reviewed current clinical best practice guidelines. A clinical pathway was developed using a process map and revised according to feedback received. We piloted this pathway on a prospective cohort of psoriasis patients identified by our dermatology department. Patients were invited for transient elastography if fatty liver was identified on an ultrasound scan. Baseline demographics, biochemistry and imaging results were collected and analysed. Results Of 57 psoriasis patients, 30 (52.6%) had sonographic evidence of hepatic steatosis. The median age was comparable between groups with 56 and 55 years in the psoriasis-NAFLD (Ps-NAFLD) and no-NAFLD groups respectively. There were more males in the Ps-NAFLDgroup (56.7%) compared to the no-NAFLD group (37%). Fifteen out of 30 patients were eligible for transient elastography (two were excluded due to body habitus). Seven (53.8%) patients had no-to-mild fibrosis indicated by liver stiffness measurement (LSM) ≤7kPa, while six (46.1%) had moderate-to-severe fibrosis. Three (23.0%) patients had scores suggestive of cirrhosis (LSM>13kPa). Conclusions The introduction of a new shared-care pathway at our Trust has resulted in a streamlined way in which psoriasis patients can be screened and treated for NAFLD.
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Elkassem AA, Allen BC, Lirette ST, Cox KL, Remer EM, Pickhardt PJ, Lubner MG, Sirlin CB, Dondlinger T, Schmainda M, Jacobus RB, Severino PE, Smith AD. Multiinstitutional Evaluation of the Liver Surface Nodularity Score on CT for Staging Liver Fibrosis and Predicting Liver-Related Events in Patients With Hepatitis C. AJR Am J Roentgenol 2022; 218:833-845. [PMID: 34935403 DOI: 10.2214/ajr.21.27062] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
BACKGROUND. In single-institution multireader studies, the liver surface nodularity (LSN) score accurately detects advanced liver fibrosis and cirrhosis and predicts liver decompensation in patients with chronic liver disease (CLD) from hepatitis C virus (HCV). OBJECTIVE. The purpose of this study was to assess the diagnostic performance of the LSN score alone and in combination with the (FIB-4; fibrosis index based on four factors) to detect advanced fibrosis and cirrhosis and to predict future liver-related events in a multiinstitutional cohort of patients with CLD from HCV. METHODS. This retrospective study included 40 consecutive patients, from each of five academic medical centers, with CLD from HCV who underwent nontargeted liver biopsy within 6 months before or after abdominal CT. Clinical data were recorded in a secure web-based database. A single central reader measured LSN scores using software. Diagnostic performance for detecting liver fibrosis stage was determined. Multivariable models were constructed to predict baseline liver decompensation and future liver-related events. RESULTS. After exclusions, the study included 191 patients (67 women, 124 men; mean age, 54 years) with fibrosis stages of F0-F1 (n = 37), F2 (n = 44), F3 (n = 46), and F4 (n = 64). Mean LSN score increased with higher stages (F0-F1, 2.26 ± 0.44; F2, 2.35 ± 0.37; F3, 2.42 ± 0.38; F4, 3.19 ± 0.89; p < .001). The AUC of LSN score alone was 0.87 for detecting advanced fibrosis (≥ F3) and 0.89 for detecting cirrhosis (F4), increasing to 0.92 and 0.94, respectively, when combined with FIB-4 scores (both p = .005). Combined scores at optimal cutoff points yielded sensitivity of 75% and specificity of 82% for advanced fibrosis, and sensitivity of 84% and specificity of 85% for cirrhosis. In multivariable models, LSN score was the strongest predictor of baseline liver decompensation (odds ratio, 14.28 per 1-unit increase; p < .001) and future liver-related events (hazard ratio, 2.87 per 1-unit increase; p = .03). CONCLUSION. In a multiinstitutional cohort of patients with CLD from HCV, LSN score alone and in combination with FIB-4 score exhibited strong diagnostic performance in detecting advanced fibrosis and cirrhosis. LSN score also predicted future liver-related events. CLINICAL IMPACT. The LSN score warrants a role in clinical practice as a quantitative marker for detecting advanced liver fibrosis, compensated cirrhosis, and decompensated cirrhosis and for predicting future liver-related events in patients with CLD from HCV.
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Affiliation(s)
- Asser Abou Elkassem
- Department of Radiology, The University of Alabama at Birmingham, JTN 452, 619 19th St S, Birmingham, AL 35249
| | - Brian C Allen
- Department of Radiology, Duke University Medical Center, Durham, NC
| | - Seth T Lirette
- Department of Data Science, University of Mississippi Medical Center, Jackson, MS
| | - Kelly L Cox
- Department of Radiology, Mayo Clinic, Jacksonville, FL
| | - Erick M Remer
- Department of Radiology, Cleveland Clinic Foundation, Cleveland, OH
| | - Perry J Pickhardt
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, WI
| | - Meghan G Lubner
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, WI
| | - Claude B Sirlin
- Department of Radiology, Liver Imaging Group, University of California San Diego, San Diego, CA
| | | | | | | | | | - Andrew D Smith
- Department of Radiology, The University of Alabama at Birmingham, JTN 452, 619 19th St S, Birmingham, AL 35249
- AI Metrics, Birmingham, AL
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Bhandari P, Sapra A, Ajmeri MS, Albers CE, Sapra D. Nonalcoholic Fatty Liver Disease: Could It Be the Next Medical Tsunami? Cureus 2022; 14:e23806. [PMID: 35518541 PMCID: PMC9067326 DOI: 10.7759/cureus.23806] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/04/2022] [Indexed: 12/13/2022] Open
Abstract
Nonalcoholic fatty liver disease (NAFLD) is a rapidly increasing cause of chronic liver disease with excess fat deposition in the liver, without an identifiable cause. NAFLD's benign form is called nonalcoholic fatty liver (NAFL), which can progress to nonalcoholic steatohepatitis (NASH) with or without fibrosis. Over time, NASH can progress to cirrhosis and eventually hepatocellular carcinoma (HCC) or progress to HCC without cirrhosis. Its incidence and prevalence are increasing to epidemic proportions, making it the most common cause of chronic liver disease in the western world. This review article attempts to understand the epidemiology, pathophysiology, evaluation, and management, and, most importantly, to generate awareness of this disease process.
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