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Wong, Vincent Wai-Sun

0000-0003-2215-9410

Mayo Clinic

Department of Medicine & Therapeutics, The Chinese University of Hong Kong, Hong Kong, China.

Citations 7

ALADDIN: A Machine Learning Approach to Enhance the Prediction of Significant Fibrosis or Higher in Metabolic Dysfunction-Associated Steatotic Liver Disease
Alkhouri, Naim , Yip, Terry Cheuk‐Fung , Takawy, Marina , Adams, Leon A. , Jafri, Syed‐Mohammed , Zhong, Bihui , Chen, Vincent , Dunn, Nicholas , Nadeem, Rida, Wang, Zhengyi, Duseja, Ajay , Almahanna, Yousef , Omeish, Haya , Ye, Junzhao , Harrison, Stephen A. , Cristiu, Jessica , Robert, Sage, Bajunayd, Amani, Shao, Congxiang , Kubina, Matthew , Cheuk-Fung Yip, Terry , Castera, Laurent , Takawy, Marina , Verma, Nipun , Jafri, Syed-Mohammed , Chen, V L , Singal, Ashwani K , Díaz, Luis A , Dunn, Nicholas , Wong, Vincent Wai-Sun , Abdelmalek, Manal F. , Wang, Zhengyi , Duseja, Ajay , Almahanna, Yousef , Ye, Junzhao , Cristiu, Jessica , Arrese, Marco , Lai-Hung Wong, Grace , Kubina, Matthew , Dunn, Winston , Verma, Nipun , Arab, Juan Pablo , Zhong, Bihui , Dubourg, Julie , Singal, Ashwani K. , Díaz, Luis Antonio , Wong, Vincent Wai‐Sun , Omeish, Haya A. , Harrison, Stephen A. , Arrese, Marco , Wong, Grace Lai‐Hung , Dunn, Winston

American Journal of Gastroenterology | March 30, 2025 | Volume: 121 | Issue: 2 | Pages: 362-374

10.14309/ajg.0000000000003432 Get It

INTRODUCTION: The recent US Food and Drug Administration approval of resmetirom for treating metabolic dysfunction-associated steatohepatitis in patients necessitates patient selection for significant fibrosis or higher (≥F2). No existing vibration-controlled transient elastography (VCTE) algorithm targets ≥F2. METHODS: The mAchine Learning ADvanceD fibrosis and rIsk metabolic dysfunction-associated steatohepatitis Novel predictor (ALADDIN) study addressed this gap by introducing a machine-learning-based web calculator that estimates the likelihood of significant fibrosis using routine laboratory parameters with and without VCTE. Our study included a training set of 827 patients, a testing set of 504 patients with biopsy-confirmed metabolic dysfunction-associated steatotic liver disease from 6 centers, and an external validation set of 1,299 patients from 9 centers. Five algorithms were compared using area under the curve (AUC) in the test set: ElasticNet, random forest, gradient boosting machines, XGBoost, and neural networks. The top 3 (random forest, gradient boosting machines, and XGBoost) formed an ensemble model. RESULTS: In the external validation set, the ALADDIN-F2-VCTE model, using routine laboratory parameters with VCTE (AUC 0.791, 95% confidence interval [CI]: 0.764–0.819), outperformed VCTE alone (0.745, 95% CI 0.717–0.772, P < 0.0001), FibroScan-aspartate aminotransferase (0.710, 0.679–0.748, P < 0.0001), and Agile-3 model (0.740, 0.710–0.770, P < 0.0001) regarding the AUC, decision curve analysis, and calibration. The ALADDIN-F2-Lab model, using routine laboratory parameters without VCTE, achieved an AUC of 0.706 (95% CI: 0.668–0.749) and outperformed Fibrosis-4, steatosis-associated fibrosis estimator, and LiverRisk scores. DISCUSSION: Along with the steatosis-associated fibrosis estimator model developed to target significant fibrosis or higher, ALADDIN-F2-VCTE (https://aihepatology.shinyapps.io/ALADDIN1) uniquely supports a refined noninvasive approach to patient selection for resmetirom without the need for liver biopsy. In addition, ALADDIN-F2-Lab (https://aihepatology.shinyapps.io/ALADDIN2) offers an effective alternative when VCTE is unavailable.
Addressing the High and Rising Global Burden of Metabolic Dysfunction‐Associated Steatotic Liver Disease ( MASLD ) and Metabolic Dysfunction‐Associated Steatohepatitis ( MASH
Younossi, Zobair M. , Sherman, Michael S., Anstee, Quentin M. , Cusi, Kenneth , Lazarus, Jeffrey V. , Schuppan, Detlef, Schattenberg, Jörn M. , Vos, Miriam B. , Anstee, Quentin M , Cusi, Kenneth , Lazarus, Jeffrey V , Schuppan, Detlef , Romero-Gómez, Manuel , Wong, Vincent Wai-Sun , Sanyal, A J , Loomba, Rohit , Schattenberg, Jörn M , Razavi, Homie , Sherman, Michael, Allen, Alina M. , Friedman, Scott L. , Lawitz, Eric , Wong, Vincent Wai‐Sun , Ratziu, Vlad , Hompesch, Marcus , Sanyal, Arun J. , Loomba, Rohit

Alimentary Pharmacology & Therapeutics | February 19, 2025 | Volume: 61 | Issue: 9 | Pages: 1467-1478

10.1111/apt.70020 Get It

ABSTRACT Background The continuum of metabolic syndrome encompasses a spectrum of dysfunctions impacting obesity‐linked insulin resistance, glucose homeostasis, lipid metabolism and pro‐inflammatory immune responses. The global prevalence of metabolic diseases, including diabetes, chronic liver disease, cardiometabolic disease and kidney disease, has surged in recent decades, contributing significantly to population mortality. Metabolic dysfunction‐associated steatotic liver disease (MASLD), formerly known as non‐alcoholic fatty liver disease, is a leading cause of liver disease worldwide. MASLD poses a significant global health challenge with its rising prevalence, placing a substantial burden on healthcare systems, impacts patient well‐being and incurs significant economic costs. Addressing MASLD requires a comprehensive understanding of its interconnected factors, including its prevalence, healthcare burden and economic implications. Lack of awareness, imprecise non‐invasive diagnostic methods and ineffective preventive interventions are core components of the MASLD‐related problem. Aim The aim of this article was to summarise the global burden of MASLD from the payer's perspective. Methods We carried out a review of the global comprehensive burden of MASLD. These topics led to discussions and insights by an expert panel during the 7th Metabolic Continuum Roundtable meeting, which took place in November 2023. This meeting focused on the burden, patient‐reported outcomes and health economics, from payor and societal perspectives, and aimed to identify opportunities for improving patient care, optimise resource allocation and mitigate the overall impact on individuals and society related to MASLD. During the roundtable, an emphasis emerged on the need for greater awareness and strategic deployment of diagnostic, therapeutic and preventative measures to address MASLD effectively. Conclusion The global burden of MASLD is high and growing. Prioritising the prevention of metabolic dysregulation and timely therapeutic interventions can yield a holistic strategy to combat MASLD, its progression and potentially lower disease costs. Trial Registration: NCT06309992
A randomized, double-blind, placebo-controlled trial of aldafermin in patients with NASH and compensated cirrhosis
Rinella, Mary E. , Lieu, Hsiao D., Goodman, Zachary , Alkhouri, Naim , Abdelmalek, Manal F. , Wong, Vincent Wai‐Sun , Younes, Ziad , Sheikh, Aasim , Brannan, Donald, Freilich, B., Membreno, Fernando E., Sinclair, Marie , Melchor‐Khan, Liza, Ling, Lei , Abdelmalek, Manal , Wong, Vincent Wai-Sun , Rinella, Mary , Kowdley, Kris V. , Lawitz, Eric , Ratziu, Vlad , Brannan, Donald, Sanyal, Arun J. , Harrison, Stephen A.

Hepatology | September 21, 2023 | Volume: 79 | Issue: 3 | Pages: 674-689

10.1097/hep.0000000000000607 Get It

Background and Aims: Aldafermin, an engineered analog of the human hormone FGF19, improves liver histology in patients with noncirrhotic NASH; however, its efficacy and safety in compensated cirrhosis is unknown. No drug has yet to demonstrate benefit in the compensated NASH population. Approach and Results: In this multicenter, double-blind, placebo-controlled, phase 2b trial, 160 patients with compensated NASH cirrhosis were randomized to aldafermin 0.3 mg (n = 7), 1 mg (n = 42), 3 mg (n = 55), or placebo (n = 56) for 48 weeks. The 0.3 mg group was discontinued to limit exposure to suboptimal doses. The primary end point was a change in Enhanced Liver Fibrosis from baseline to week 48. The analyses were performed in the intention-to-treat population. At week 48, the least-squares mean difference in the change in Enhanced Liver Fibrosis was −0.5 (95% CI, −0.7 to −0.2; p = 0.0003) between the 3 mg group and the placebo group. 15%, 21%, and 23% of patients in the placebo, 1 mg, and 3 mg group, respectively, achieved fibrosis improvement ≥ 1 stage; and 13%, 16%, and 20% achieved fibrosis improvement ≥ 1 stage without NASH worsening. Improvement in alanine aminotransferase, aspartate aminotransferase, neoepitope-specific N-terminal pro-peptide of type III collagen, and liver stiffness favored aldefermin groups over placebo. Diarrhea was the most frequent adverse event, occurring at 26% and 40% in the 1 mg and 3 mg groups, respectively, compared to 18% in the placebo group. Overall, 0%, 2%, and 9% of patients in the placebo, 1 mg, and 3 mg group, respectively, discontinued due to treatment-related adverse events. Conclusions: Aldafermin 3 mg resulted in a significant reduction in Enhanced Liver Fibrosis in patients with compensated NASH cirrhosis.
A global action agenda for turning the tide on fatty liver disease
Lazarus, Jeffrey V. , Mark, Henry E. , Allen, Alina M. , Arab, Juan Pablo , Carrieri, Patrizia , Noureddin, Mazen , Alazawi, William , Alkhouri, Naim , Alqahtani, Saleh A. , Anstee, Quentin M. , Brennan, Paul , Burra, Patrizia , Castro‐Narro, Graciela , Cortez‐Pinto, Helena , Cusi, Kenneth , Dedes, Nikos, Duseja, Ajay , Gastaldelli, Amalia , Hagström, Hannes , Huang, Terry T.‐K. , Ivancovsky‐Wajcman, Dana , Kautz, Achim, Kopka, Christopher J. , Krag, Aleksander , Newsome, Philip N. , Rinella, Mary E. , Silva, Marcelo , Tsochatzis, Emmanuel , Valenti, Luca , Zelber‐Sagi, Shira , Schattenberg, Jörn M. , Younossi, Zobair M. , Collaborators, on behalf of the Healthy Livers, Healthy Lives, Adams, Leon A. , Wong, Robert J. , Satapathy, Sanjaya K. , Alves‐Bezerra, Michele , Khader, Yousef , Graupera, Isabel , Grønbæk, Henning , Yılmaz, Yusuf , Thiele, Maja , Lazo, Mariana , Hickman, Ingrid J. , Idılman, Ramazan , Kim, Seung Up , Desalegn, Hailemichael , Oliveira, Cláudia P. , Crespo, Javier , Velasco, J.A. Velarde-Ruiz , Goossens, Nicolas , George, Jacob , George, Jacob , Caussy, Cyrielle , Alswat, Khalid , Bataller, Ramon A , Berg, Thomas , Brennan, Paul N , Castro-Narro, Graciela E , Cortez-Pinto, Helena , Duseja, Ajay , Francque, Sven M , Gastaldelli, Amalia , Hagström, Hannes , Huang, Terry T K , Ivancovsky Wajcman, Dana , Kopka, Christopher J , Krag, Aleksander , Newsome, Philip N , Romero, Diana , Sarin, Shiv Kumar , Terrault, Norah , Tsochatzis, Emmanuel A , Valenti, Luca , Schattenberg, Jörn M , Wong, Vincent Wai-Sun , Sathapathy, Sanjaya , Arab, Juan P , Lazarus, Jeffrey V , Wong, Robert J , Allen, Alina M , Anstee, Quentin M , Hickman, Ingrid J , Rinella, Mary , Yilmaz, Yusuf , Thiele, Maja , Lazo, Mariana , Crespo, Javier , Carrieri, Patrizia , Idilman, Ramazan , Goossens, Nicolas , Velarde-Ruiz Velasco, José Antonio , Desalgn, Hailemicheal , George, Jacob , Arrese, Marco , Francque, Sven , Spearman, C Wendy , Terrault, Norah A. , Villota‐Rivas, Marcela , Wong, Vincent Wai‐Sun , Collaborators, on behalf of the Healthy Livers, Healthy Lives

Hepatology | August 4, 2023 | Volume: 79 | Issue: 2 | Pages: 502-523

10.1097/hep.0000000000000545 Get It

Background and Aims: Fatty liver disease is a major public health threat due to its very high prevalence and related morbidity and mortality. Focused and dedicated interventions are urgently needed to target disease prevention, treatment, and care. Approach and Results: We developed an aligned, prioritized action agenda for the global fatty liver disease community of practice. Following a Delphi methodology over 2 rounds, a large panel (R1 n = 344, R2 n = 288) reviewed the action priorities using Qualtrics XM, indicating agreement using a 4-point Likert-scale and providing written feedback. Priorities were revised between rounds, and in R2, panelists also ranked the priorities within 6 domains: epidemiology, treatment and care, models of care, education and awareness, patient and community perspectives, and leadership and public health policy. The consensus fatty liver disease action agenda encompasses 29 priorities. In R2, the mean percentage of “agree” responses was 82.4%, with all individual priorities having at least a super-majority of agreement (> 66.7% “agree”). The highest-ranked action priorities included collaboration between liver specialists and primary care doctors on early diagnosis, action to address the needs of people living with multiple morbidities, and the incorporation of fatty liver disease into relevant non-communicable disease strategies and guidance. Conclusions: This consensus-driven multidisciplinary fatty liver disease action agenda developed by care providers, clinical researchers, and public health and policy experts provides a path to reduce the prevalence of fatty liver disease and improve health outcomes. To implement this agenda, concerted efforts will be needed at the global, regional, and national levels.
American College of Sports Medicine (ACSM) International Multidisciplinary Roundtable report on physical activity and nonalcoholic fatty liver disease
Stine, Jonathan G. , Long, Michelle T. , Corey, Kathleen E. , Sallis, Robert E. , Allen, Alina M. , Armstrong, Matthew J. , Conroy, David E. , Duarte‐Rojo, Andrés , Hallsworth, Kate , Hickman, Ingrid J. , Pugh, Christopher J. A. , Simon, Tracey G. , Hallsworth, Kate , Hickman, Ingrid J , Kappus, Matthew R , Keating, Shelley E , Rotman, Yaron , Vilar-Gomez, Eduardo , Wong, Vincent Wai-Sun , Schmitz, Kathryn H , Long, Michelle T , Allen, Alina M , Corey, Kathleen , Duarte-Rojo, Andres , Cuthbertson, Daniel James , Kappus, Matthew R. , Rotman, Yaron , Vilar‐Gómez, Eduardo , Wong, Vincent Wai‐Sun , Schmitz, Kathryn H.

Hepatology Communications | March 30, 2023 | Volume: 7 | Issue: 4 | Pages: No page available

10.1097/hc9.0000000000000108 Get It

Background and Aims: We present findings from the inaugural American College of Sports Medicine (ACSM) International Multidisciplinary Roundtable, which was convened to evaluate the evidence for physical activity as a means of preventing or modifying the course of NAFLD. Approach and Results: A scoping review was conducted to map the scientific literature and identify key concepts, research gaps, and evidence available to inform clinical practice, policymaking, and research. The scientific evidence demonstrated regular physical activity is associated with decreased risk of NAFLD development. Low physical activity is associated with a greater risk for disease progression and extrahepatic cancer. During routine health care visits, all patients with NAFLD should be screened for and counseled about physical activity benefits, including reduction in liver fat and improvement in body composition, fitness, and quality of life. While most physical activity benefits occur without clinically significant weight loss, evidence remains limited regarding the association between physical activity and liver fibrosis. At least 150 min/wk of moderate or 75 min/wk of vigorous-intensity physical activity are recommended for all patients with NAFLD. If a formal exercise training program is prescribed, aerobic exercise with the addition of resistance training is preferred. Conclusions: The panel found consistent and compelling evidence that regular physical activity plays an important role in preventing NAFLD and improving intermediate clinical outcomes. Health care, fitness, and public health professionals are strongly encouraged to disseminate the information in this report. Future research should prioritize determining optimal strategies for promoting physical activity among individuals at risk and in those already diagnosed with NAFLD.
Population screening for liver fibrosis: Toward early diagnosis and intervention for chronic liver diseases
Ginès, Pere , Lammert, Frank , Graupera, Isabel , Serra‐Burriel, Miquel , Allen, Alina M. , Wong, Vincent Wai‐Sun , Thiele, Maja , Grgurević, Ivica , Augustín, Salvador , Tsochatzis, Emmanuel , Schattenberg, Jörn M. , Guha, Indra Neil , Martini, Andréa , Morillas, Rosa M. , Koning, Harry J. de , Pich, Judit, T., Ann , Díaz, M. A. Cruz , Newsome, Philip N. , Manns, Michael P. , Kamath, Patrick S. , Krag, Aleksander , Cervera, Marta , Allen, Alina M , Wong, Vincent Wai-Sun , de Knegt, Robert J , Tsochatzis, Emmanuel A , Schattenberg, Jörn M , Guha, Indra Neil , de Koning, Harry J , Fabrellas, Núria , Ma, Ann T , Newsome, Philip N , Krag, Aleksander , Gines, Pere , Thiele, Maja , Castera, Laurent , Hartmann, Phillipp , Caballería, Llorenç , Garcı́a-Retortillo, Montserrat , Fabrellas, Núria , Diaz, M. Alba, Roulot, Dominique M.

Hepatology | September 19, 2021 | Volume: 75 | Issue: 1 | Pages: 219-228

10.1002/hep.32163 Get It

Abstract Cirrhosis, highly prevalent worldwide, develops after years of hepatic inflammation triggering progressive fibrosis. Currently, the main etiologies of cirrhosis are non‐alcoholic fatty liver disease and alcohol‐related liver disease, although chronic hepatitis B and C infections are still major etiological factors in some areas of the world. Recent studies have shown that liver fibrosis can be assessed with relatively high accuracy noninvasively by serological tests, transient elastography, and radiological methods. These modalities may be utilized for screening for liver fibrosis in at‐risk populations. Thus far, a limited number of population‐based studies using noninvasive tests in different areas of the world indicate that a significant percentage of subjects without known liver disease (around 5% in general populations and a higher rate −18% to 27%‐in populations with risk factors for liver disease) have significant undetected liver fibrosis or established cirrhosis. Larger international studies are required to show the harms and benefits before concluding that screening for liver fibrosis should be applied to populations at risk for chronic liver diseases. Screening for liver fibrosis has the potential for changing the current approach from diagnosing chronic liver diseases late when patients have already developed complications of cirrhosis to diagnosing liver fibrosis in asymptomatic subjects providing the opportunity of preventing disease progression.
Administrative Coding in Electronic Health Care Record‐Based Research of NAFLD: An Expert Panel Consensus Statement
Hagström, Hannes , Adams, Leon A. , Allen, Alina M. , Byrne, Christopher D. , Chang, Yoosoo , Grønbæk, Henning , Jepsen, Peter , Kanwal, Fasiha , Kramer, Jennifer R. , Lazarus, Jeffrey V. , Newsome, Philip N. , Ryu, Seungho , Schattenberg, Jörn M. , Simon, Tracey G. , Tapper, Elliot B. , Yılmaz, Yusuf , Zelber‐Sagi, Shira , Åberg, Fredrik , Kramer, Jennifer , Lazarus, Jeffrey V , Long, Michelle T , Newsome, Philip N , Rowe, Ian A , Schattenberg, Jörn M , Simon, Tracey G , Tapper, Elliot B , Wong, Vincent Wai-Sun , Åberg, Fredrik , Allen, Alina M , Yilmaz, Yusuf , Hagström, Hannes , Ismail, Mona Hassan , Long, Michelle T. , Loomba, Rohit , Serper, Marina , Sheron, Nick , Wild, Sarah H. , Wong, Vincent Wai‐Sun

Hepatology | January 24, 2021 | Volume: 74 | Issue: 1 | Pages: 474-482

10.1002/hep.31726 Get It

Background and Aims Electronic health record (EHR)‐based research allows the capture of large amounts of data, which is necessary in NAFLD, where the risk of clinical liver outcomes is generally low. The lack of consensus on which International Classification of Diseases (ICD) codes should be used as exposures and outcomes limits comparability and generalizability of results across studies. We aimed to establish consensus among a panel of experts on ICD codes that could become the reference standard and provide guidance around common methodological issues. Approach and Results Researchers with an interest in EHR‐based NAFLD research were invited to collectively define which administrative codes are most appropriate for documenting exposures and outcomes. We used a modified Delphi approach to reach consensus on several commonly encountered methodological challenges in the field. After two rounds of revision, a high level of agreement (>67%) was reached on all items considered. Full consensus was achieved on a comprehensive list of administrative codes to be considered for inclusion and exclusion criteria in defining exposures and outcomes in EHR‐based NAFLD research. We also provide suggestions on how to approach commonly encountered methodological issues and identify areas for future research. Conclusions This expert panel consensus statement can help harmonize and improve generalizability of EHR‐based NAFLD research.