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Pramukti H, Yunihastuti E, Gani RA, Rinaldi I, Hasan I, Maria S. Non-alcoholic fatty liver disease among people living with HIV on long-term antiretroviral therapy in Indonesia: Prevalence and related factors. SAGE Open Med 2024; 12:20503121241292678. [PMID: 39713267 PMCID: PMC11660071 DOI: 10.1177/20503121241292678] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2024] [Accepted: 10/03/2024] [Indexed: 12/24/2024] Open
Abstract
Background/objectives As people with human immunodeficiency virus experience longer life expectancy, other causes of morbidity and mortality are being increasingly identified. The incidence of non-alcoholic fatty liver disease has recently been on the rise in Indonesia. People with human immunodeficiency virus on antiretroviral therapy are also at an increased risk of having non-alcoholic fatty liver disease. The study aimed to define the prevalence and factors associated with non-alcoholic fatty liver disease in people with human immunodeficiency virus on stable antiretroviral therapy. Methods A cross-sectional study of people with human immunodeficiency virus, on antiretroviral therapy, age younger than 18 years old, and without hepatitis co-infection was conducted at the human immunodeficiency virus Integrated Clinic Cipto Mangunkusumo Hospital, Jakarta, Indonesia. Non-alcoholic fatty liver disease was diagnosed using transient elastography with associated controlled attenuation parameter examination (diagnostic cutoff: 238 db/m). A logistic regression test with Poisson regression was used to evaluate factors associated with non-alcoholic fatty liver disease. Results One hundred and five people with human immunodeficiency virus were included, with a median age of 39 years and 65.7% were men. The prevalence of non-alcoholic fatty liver disease was 52.4%. Factors related to non-alcoholic fatty liver disease were hypertension (aPR: 1.49, 95% CI: 1.03-2.14, p = 0.033) and triglyceride levels (aPR: 1.001, 95% CI: 1.000-1.002, p = 0.024). No human immunodeficiency virus-specific variables were associated with non-alcoholic fatty liver disease. Conclusions More than half of Indonesian people with human immunodeficiency virus on antiretroviral therapy in this study were found to have non-alcoholic fatty liver disease. Hypertension and increased triglyceride levels were related to non-alcoholic fatty liver disease. Screening for non-alcoholic fatty liver disease should be implemented as a means of early intervention and to prevent complications.
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Affiliation(s)
- Hikmat Pramukti
- Faculty of Medicine, Department of Internal Medicine, Universitas Indonesia/Cipto Mangunkusumo Hospital, Jakarta, Indonesia
| | - Evy Yunihastuti
- Faculty of Medicine, Department of Internal Medicine, Universitas Indonesia/Cipto Mangunkusumo Hospital, Jakarta, Indonesia
| | - Rino A Gani
- Faculty of Medicine, Department of Internal Medicine, Universitas Indonesia/Cipto Mangunkusumo Hospital, Jakarta, Indonesia
| | - Ikhwan Rinaldi
- Faculty of Medicine, Department of Internal Medicine, Universitas Indonesia/Cipto Mangunkusumo Hospital, Jakarta, Indonesia
| | - Irsan Hasan
- Faculty of Medicine, Department of Internal Medicine, Universitas Indonesia/Cipto Mangunkusumo Hospital, Jakarta, Indonesia
| | - Suzy Maria
- Faculty of Medicine, Department of Internal Medicine, Universitas Indonesia/Cipto Mangunkusumo Hospital, Jakarta, Indonesia
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Charlton M, Tonnu-Mihara I, Teng CC, Zhou Z, Asefaha F, Luthra R, Articolo A, Hoovler A, Uzoigwe C. Evaluating the burden of illness of metabolic dysfunction-associated steatohepatitis in a large managed care population: The ETHEREAL Study. J Manag Care Spec Pharm 2024; 30:1414-1430. [PMID: 39331041 PMCID: PMC11607210 DOI: 10.18553/jmcp.2024.24106] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/28/2024]
Abstract
BACKGROUND Metabolic dysfunction-associated steatohepatitis (MASH; formerly nonalcoholic steatohepatitis) is the inflammatory form of metabolic dysfunction-associated steatotic liver disease (formerly nonalcoholic fatty liver disease). MASH is a progressive disease associated with increased risk for many hepatic and extra-hepatic complications such as cirrhosis, hepatocellular carcinoma, the requirement for liver transplantation, and cardiovascular (CV)-related and kidney-related complications. It is important to understand the clinical and economic burden of MASH. OBJECTIVES To assess and compare the clinical and economic burdens of MASH in adults with the non-MASH population in a real-world setting. METHODS This observational, retrospective study used the Healthcare Integrated Research Database (HIRD), which contains health care claims data for commercially insured and Medicare Advantage health plan members across the United States. All-cause, CV-related, and liver-related medical costs and health care resource utilization were evaluated in patients with at least 2 diagnoses of MASH during the patient identification period (October 1, 2016, to April 30, 2022) and compared with a non-MASH cohort 1:1 matched on age, Quan Charlson Comorbidity Index, region of residence, and health plan type and length of enrollment. Generalized linear regression with negative binomial and γ distribution models were used to compare health care resource utilization and medical costs, respectively, while controlling for confounders. Covariate-adjusted all-cause, CV-related, and liver-related hospitalization rate ratios and medical cost ratios were assessed and compared for the MASH and matched non-MASH cohorts. RESULTS A total of 18,549 patients with MASH were compared with 18,549 matched patients in the non-MASH cohort. After adjusting for covariates, MASH was associated with significantly higher rates of hospitalization and higher medical costs compared with the non-MASH cohort. When compared with the non-MASH cohort, patients with MASH had 1.22 (95% CI = 1.15-1.30; P < 0.0001) times higher rates of all-cause hospitalization, 1.13 (95% CI = 1.03-1.24; P = 0.008) times higher rates of CV-related hospitalization, and 7.22 (95% CI = 4.91-10.61; P < 0.0001) times higher rates of liver-related hospitalization. Similarly, all-cause medical costs were 1.26 (95% CI = 1.22-1.30; P < 0.0001) times higher, CV-related medical costs were 1.66 (95% CI = 1.59-1.73; P < 0.0001) times higher, and liver-related medical costs were 7.79 (95% CI = 7.42-8.17; P < 0.0001) times higher among patients with MASH. CONCLUSIONS Compared with those of the non-MASH cohort with similar age, Quan Charlson Comorbidity Index, health plan, region of residence, and duration of enrollment, patients with MASH had significantly higher all-cause, CV-related, and liver-related hospitalizations and medical costs.
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Affiliation(s)
| | | | | | | | | | - Rakesh Luthra
- Health Economics and Outcomes Research, Novo Nordisk Inc., Plainsboro, NJ
| | - Amy Articolo
- Medical Affairs, Novo Nordisk Inc., Plainsboro, NJ
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Miller KC, Geyer B, Alexopoulos AS, Moylan CA, Pagidipati N. Disparities in Metabolic Dysfunction-Associated Steatotic Liver Disease Prevalence, Diagnosis, Treatment, and Outcomes: A Narrative Review. Dig Dis Sci 2024:10.1007/s10620-024-08722-0. [PMID: 39560808 DOI: 10.1007/s10620-024-08722-0] [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: 12/19/2023] [Accepted: 10/26/2024] [Indexed: 11/20/2024]
Abstract
BACKGROUND Metabolic dysfunction-associated steatotic liver disease (MASLD), formerly known as non-alcoholic fatty liver disease (NAFLD), is a leading cause of morbidity and mortality, and health disparities have been shown to influence disease burden. AIM In this review, we aim to characterize disparities in prevalence, diagnosis, treatment, and outcomes of MASLD, and to make recommendations for next steps to minimize these disparities. METHODS Literature search on PubMed and Scopus databases was conducted to identify relevant articles published before September 2, 2024. RESULTS Relative to women and White populations, MASLD is more common in men and Hispanic populations and less common in Black populations. It is also more prevalent among those with lower SES. Noninvasive clinical scores may perform differently across groups, and screening practices vary both for initial disease and for progression to metabolic dysfunctionassociated steatohepatitis (MASH), formerly called non-alcoholic steatohepatitis (NASH). Women and Black and Hispanic patients suffer worse outcomes including rates of progression to MASH and mortality. CONCLUSIONS Health disparities related to race, ethnicity, gender, and socioeconomic factors impact multiple stages of care for patients with MASLD.
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Moyana TN. Metabolic dysfunction-associated steatotic liver disease: The question of long-term high-normal alanine aminotransferase as a screening test. World J Gastroenterol 2024; 30:4576-4582. [PMID: 39563746 PMCID: PMC11572615 DOI: 10.3748/wjg.v30.i42.4576] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/17/2024] [Revised: 09/26/2024] [Accepted: 10/09/2024] [Indexed: 10/31/2024] Open
Abstract
The growing prevalence of metabolic dysfunction-associated steatotic liver disease (MASLD) is being driven by the obesity epidemic. The quest for solutions continues particularly with regard to early detection. This editorial comments on the utility of long-term high-normal alanine aminotransferase (ALT) in screening for MASLD. Chen et al found that new onset MASLD can be detected by repetitively high normal ALT. Implicit in this concept is the question of what should be the accepted upper limit of normal (ULN) for ALT. It was previously set at 40 IU/L based on studies that included people with subclinical liver disease but the new consensus is 30/19 U/L in healthy males/females. Thus, when Chen et al defines the ULN as 40 U/L, others may view it as excessively high. It is important to recognize the variables affecting ULN e.g. instrumentation, diurnal variations, exercise and ageing. These variables matter when the distinctions are subtle e.g. normal vs high-normal. In this regard, the utility of long-term high normal ALT as a disease marker could be enhanced by combining it with other biomarkers, imaging and MASLD genetics to create machine learning classifiers. All in all, Chen et al's work on long-term high normal ALT as a marker of new-onset MASLD deserves merit.
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Affiliation(s)
- Terence N Moyana
- Department of Pathology and Laboratory Medicine, University of Ottawa and The Ottawa Hospital, Ottawa K1H 8L6, Ontario, Canada
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de Celis Alonso B, Shumbayawonda E, Beyer C, Hidalgo-Tobon S, López-Martínez B, Dies-Suarez P, Klunder-Klunder M, Miranda-Lora AL, Pérez EB, Thomaides-Brears H, Banerjee R, Thomas EL, Bell JD, So PW. Liver magnetic resonance imaging, non-alcoholic fatty liver disease and metabolic syndrome risk in pre-pubertal Mexican boys. Sci Rep 2024; 14:26104. [PMID: 39478096 PMCID: PMC11526175 DOI: 10.1038/s41598-024-77307-8] [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: 03/06/2024] [Accepted: 10/21/2024] [Indexed: 11/02/2024] Open
Abstract
Rising global pediatric obesity rates, increase non-alcoholic fatty liver disease (NAFLD) and metabolic syndrome (MetS) prevalence, with MetS being a NAFLD risk factor. NAFLD can be asymptomatic, with liver function tests insensitive to mild disease, and liver biopsy, risking complications. Thus, we investigated multiparametric MRI (mpMRI) metrics of liver fat (proton density fat fraction, PDFF) and disease activity (fibro-inflammation; iron-corrected T1, cT1), in a Hispanic pre-pubertal pediatric cohort, with increased risk of NAFLD. Pre-pubertal boys (n = 81) of varying Body-Mass Index (BMI) were recruited in Mexico City. Most children (81%) had normal liver transaminase levels, 38% had high BMI, and 14% had ≥ 3 MetS risk factors. Applying mpMRI thresholds, 12%, 7% and 4% of the cohort had NAFLD, NASH and high-risk NASH respectively. Participants with ≥ 3 MetS risk factors had higher cT1 (834 ms vs. 737 ms, p = 0.004) and PDFF (8.7% vs. 2.2%, p < 0.001) compared to those without risk factors. Those with elevated cT1 tended to have high BMI and high insulin (p = 0.005), HOMA-IR (p = 0.005) and leptin (p < 0.001). The significant association of increased risk of MetS with abnormal mpMRI, particularly cT1, proposes the potential of using mpMRI for routine pediatric NAFLD screening of high-risk (high BMI, high MetS risk score) populations.
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Affiliation(s)
- Benito de Celis Alonso
- Faculty of Physical and Mathematical Sciences, Benemérita Universidad Autónoma de Puebla, Puebla, Mexico
| | | | | | - Silvia Hidalgo-Tobon
- Imaging Department, Children's Hospital of Mexico Federico Gómez, Mexico City, Mexico
- Physics Department, UAM Iztapalapa, Mexico City, Mexico
| | | | - Pilar Dies-Suarez
- Imaging Department, Children's Hospital of Mexico Federico Gómez, Mexico City, Mexico
| | - Miguel Klunder-Klunder
- Epidemiological Research Unit in Endocrinology and Nutrition, Children's Hospital of Mexico Federico Gomez, Mexico City, Mexico
| | - América Liliana Miranda-Lora
- Epidemiological Research Unit in Endocrinology and Nutrition, Children's Hospital of Mexico Federico Gomez, Mexico City, Mexico
| | | | | | | | - E Louise Thomas
- Research Centre for Optimal Health, University of Westminster, London, UK
| | - Jimmy D Bell
- Research Centre for Optimal Health, University of Westminster, London, UK
| | - Po-Wah So
- Department of Neuroimaging, King's College London, London, UK.
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Shumbayawonda E, Beyer C, de Celis Alonso B, Hidalgo-Tobon S, López-Martínez B, Klunder-Klunder M, Miranda-Lora AL, Thomas EL, Bell JD, Breen DJ, Janowski K, Pronicki M, Grajkowska W, Wozniak M, Jurkiewicz E, Banerjee R, Socha P, So PW. Reference Range of Quantitative MRI Metrics Corrected T1 and Liver Fat Content in Children and Young Adults: Pooled Participant Analysis. CHILDREN (BASEL, SWITZERLAND) 2024; 11:1230. [PMID: 39457195 PMCID: PMC11506660 DOI: 10.3390/children11101230] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2024] [Revised: 10/08/2024] [Accepted: 10/08/2024] [Indexed: 10/28/2024]
Abstract
BACKGROUND Multiparametric MRI markers of liver health corrected T1 (cT1) and proton density fat fraction (PDFF) have shown utility in the management of various chronic liver diseases. We assessed the normal population reference range of both cT1 and PDFF in healthy child and adult volunteers without any known liver disease. METHODS A retrospective multi-centre pooled analysis of 102 child and young adult (9.1 years (6-18)) volunteers from three centres: Children's Memorial Health Institute (N = 21), University Hospital Southampton (N = 28) and Hospital Infantil de Mexico (N = 53). Sex and ethnic differences were investigated for both cT1 and PDFF. Age effects were investigated with comparison to a pooled adult cohort from the UK Biobank (N = 500) and CoverScan (N = 71), covering an age range of 21 to 81 years. RESULTS cT1 values were normally distributed with a median of 748 ms (IQR: 725-768 ms; 2.5-97.5 percentiles: 683-820 ms). PDFF values followed a normal distribution with a median of 1.7% (IQR: 1.3-1.9%; 2.5-97.5 percentiles: 1-4.4%). There were no significant age and sex differences in cT1 and PDFF between children and young adults. No differences in cT1 and PDFF were found between ethnicities. Age comparisons showed statistically significant, but clinically negligible, cT1 (748 ms vs. 732 ms) and PDFF (2.4% vs. 1.9%) differences between paediatric and adult groups, respectively. CONCLUSIONS Median healthy cT1 and PDFF reference ranges in children and young adults fall within the reported limits for normal of 800 ms and 5%, respectively.
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Affiliation(s)
| | | | - Benito de Celis Alonso
- Faculty of Physical and Mathematical Sciences, Benemérita Universidad Autónoma de Puebla, Puebla 72000, Mexico
| | - Silvia Hidalgo-Tobon
- Imaging Department, Children’s Hospital of Mexico Federico Gómez, Mexico City 06720, Mexico
- Physics Department, Universidad Autónoma Metropolitana, Campus Iztapalapa, Mexico City 09340, Mexico
| | - Briceida López-Martínez
- Sub Direction of Research, Children’s Hospital of Mexico Federico Gómez, Mexico City 06720, Mexico
| | - Miguel Klunder-Klunder
- Research Committee, Latin American Society for Pediatric Gastroenterology, Hepatology and Nutrition (SLAGHNP/LASPGHAN), Mexico City 06720, Mexico
- Epidemiological Research Unit in Endocrinology and Nutrition, Children’s Hospital of Mexico Federico Gómez, Mexico City 06720, Mexico
| | - América Liliana Miranda-Lora
- Epidemiological Research Unit in Endocrinology and Nutrition, Children’s Hospital of Mexico Federico Gómez, Mexico City 06720, Mexico
| | - E. Louise Thomas
- Research Centre for Optimal Health, University of Westminster, London W1B 2HW, UK
| | - Jimmy D. Bell
- Research Centre for Optimal Health, University of Westminster, London W1B 2HW, UK
| | - David J. Breen
- Department of Radiology, University Hospital Southampton NHS Foundation Trust, Tremona Road, Southampton SO16 6YD, UK
| | - Kamil Janowski
- Department of Gastroenterology, Hepatology, Nutritional Disorders and Pediatrics, The Children’s Memorial Health Institute, 20 04-736 Warsaw, Poland
| | - Maciej Pronicki
- Department of Pathology, The Children’s Memorial Health Institute, 20 04-736 Warsaw, Poland
| | - Wieslawa Grajkowska
- Department of Pathology, The Children’s Memorial Health Institute, 20 04-736 Warsaw, Poland
| | - Malgorzata Wozniak
- Department of Gastroenterology, Hepatology, Nutritional Disorders and Pediatrics, The Children’s Memorial Health Institute, 20 04-736 Warsaw, Poland
| | - Elzbieta Jurkiewicz
- Department of Diagnostic Imaging, The Children’s Memorial Health Institute, 20 04-736 Warsaw, Poland
| | | | - Piotr Socha
- Department of Gastroenterology, Hepatology, Nutritional Disorders and Pediatrics, The Children’s Memorial Health Institute, 20 04-736 Warsaw, Poland
| | - Po-Wah So
- Department of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London SE5 8AF, UK
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Zhang M, Chang D, Guan Q, Dong R, Zhang R, Zhang W, Wang H, Wang J. High-density lipoprotein cholesterol trajectory and new-onset metabolic dysfunction-associated fatty liver disease incidence: a longitudinal study. Diabetol Metab Syndr 2024; 16:223. [PMID: 39261925 PMCID: PMC11389356 DOI: 10.1186/s13098-024-01457-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/20/2024] [Accepted: 08/25/2024] [Indexed: 09/13/2024] Open
Abstract
BACKGROUND Although high-density lipoprotein cholesterol (HDL-C) exerts a significant influence on the development of metabolic dysfunction-associated fatty liver disease (MAFLD), the association of dynamic changes in HDL-C levels with the risk of MAFLD remains unclear. Thus, the aim of the current study was to explore the association between the changing trajectories of HDL-C and new-onset MAFLD. The findings of this study may provide a theoretical basis for future personalized intervention and prevention targeting MAFLD. METHODS A total of 1507 participants who met the inclusion criteria were recruited from a community-based physical examination population in Nanjing, China from 2017 to 2021. Group-based trajectory models were constructed to determine the heterogeneous HDL-C trajectories. The incidence of MAFLD in each group in 2022 was followed up, and the Cox proportional hazards regression model was applied to investigate the associations between different HDL-C trajectories and the risk of new-onset MAFLD. RESULTS The incidences of MAFLD in the low-stable, moderate-stable, moderate-high-stable, and high-stable groups of HDL-C trajectory were 26.5%, 13.8%, 7.2% and 2.6%, respectively. The incidence rate of MAFLD in the order of the above trajectory groups exhibited a decreasing trend (χ2 = 72.55, Ptrend<0.001). After adjusting for confounders, the risk of MAFLD onset in HDL-C low-stable group was still 5.421 times (95%CI: 1.303-22.554, P = 0.020) higher than that in the high-stable group. Subgroup analyses of the combined (moderate high-stable and high-stable groups combined), moderate-stable and low-stable groups showed that sex, age, and overweight/obesity did not affect the association between HDL-C trajectory and MAFLD risk. CONCLUSIONS Persistently low HDL-C level is a risk factor for the onset of MAFLD. Long-term monitoring of HDL-C levels and timely intervention for those experiencing persistent declines are crucial for early prevention of MAFLD.
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Grants
- 2019, WSN-049 the Six Talent Peaks Project in Jiangsu Province, China
- 2019, WSN-049 the Six Talent Peaks Project in Jiangsu Province, China
- 2019, WSN-049 the Six Talent Peaks Project in Jiangsu Province, China
- 2019, WSN-049 the Six Talent Peaks Project in Jiangsu Province, China
- 2019, WSN-049 the Six Talent Peaks Project in Jiangsu Province, China
- Nursing Science, 2018, No.87 Priority Academic Program Development of Jiangsu Higher Education Institutions
- Nursing Science, 2018, No.87 Priority Academic Program Development of Jiangsu Higher Education Institutions
- Nursing Science, 2018, No.87 Priority Academic Program Development of Jiangsu Higher Education Institutions
- Nursing Science, 2018, No.87 Priority Academic Program Development of Jiangsu Higher Education Institutions
- Nursing Science, 2018, No.87 Priority Academic Program Development of Jiangsu Higher Education Institutions
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Affiliation(s)
- Mengting Zhang
- Department of Gastroenterology, the Third Affiliated Hospital of Soochow University, Changzhou, 213003, Jiangsu, China
- Department of Fundamental and Community Nursing, School of Nursing, Nanjing Medical University, Nanjing, 211166, Jiangsu, China
| | - Dongchun Chang
- Department of Fundamental and Community Nursing, School of Nursing, Nanjing Medical University, Nanjing, 211166, Jiangsu, China
| | - Qing Guan
- Department of Fundamental and Community Nursing, School of Nursing, Nanjing Medical University, Nanjing, 211166, Jiangsu, China
| | - Rui Dong
- Department of Fundamental and Community Nursing, School of Nursing, Nanjing Medical University, Nanjing, 211166, Jiangsu, China
| | - Ru Zhang
- School of Nursing and Midwifery, Jiangsu College of Nursing, Huai'an, 223003, Jiangsu, China
| | - Wei Zhang
- Department of Epidemiology, Shanghai Cancer Institute, Shanghai, 200032, China
| | - Hongliang Wang
- Department of General Practice, Ninghai Road Community Health Service Center, Gulou District, Nanjing, 210024, Jiangsu, China
| | - Jie Wang
- Department of Fundamental and Community Nursing, School of Nursing, Nanjing Medical University, Nanjing, 211166, Jiangsu, China.
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Adra S, Alabrach Y, Hashem A, Mahmoud A, Khalouf A, El-Khapery A, Abdelhay A, Mansour M, Aldaher B, Barqawi H, Abu-Gharbieh E. Trends of primary liver cancer incidence and mortality in the United States: A population-based study over the last four decades. PLoS One 2024; 19:e0309465. [PMID: 39236039 PMCID: PMC11376511 DOI: 10.1371/journal.pone.0309465] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Accepted: 08/12/2024] [Indexed: 09/07/2024] Open
Abstract
BACKGROUND Primary liver cancer is the third leading cause of cancer deaths worldwide and has one of the worst 5-year survival rates. This study examines US primary liver cancer incidence and incidence-based mortality trends over four decades. RESEARCH DESIGN AND METHODS The SEER-9 registry was used to study primary liver cancer cases from 1978 to 2018. The incidence and mortality rates were calculated based on gender, age, race, and stage of diagnosis. Joinpoint regression software was used to calculate the annual percent change. RESULTS The overall incidence rate of primary liver cancer from 1978 to 2018 increased by 2.71%/year (p<0.001). Rates in patients <50 years old began to fall in 2002 at a rate of -3.62%/year (p<0.001). Similarly, the incidence-based mortality rates for primary liver cancer increased by 2.15%/year (p<0.001). Whereas Whites incidence-based mortality rates began to plateau in 2012 (0.18%/year; p = 0.84), Blacks rates have declined since 2010 (-2.93%/year; p = 0.03), and Asian rates have declined since 1999 (-1.30%/year; p<0.001). CONCLUSION While the overall primary liver cancer incidence and incidence-based mortality have been increasing over the last four decades, there was an observed decline in incidence and incidence-based mortality in recent years, especially among at-risk subgroups.
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Affiliation(s)
- Saryia Adra
- College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
| | - Yousef Alabrach
- College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
- Sheikh Khalifa Medical City, Abu Dhabi, United Arab Emirates
| | - Anas Hashem
- College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
- Rochester General Hospital, Rochester, New York, United States of America
| | - Amir Mahmoud
- Rochester General Hospital, Rochester, New York, United States of America
| | - Amani Khalouf
- College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
- Rochester General Hospital, Rochester, New York, United States of America
| | - Ahmed El-Khapery
- College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
- Rochester General Hospital, Rochester, New York, United States of America
| | - Ali Abdelhay
- Rochester General Hospital, Rochester, New York, United States of America
| | - Mohamad Mansour
- College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
- Tawam Hospital, Abu Dhabi, United Arab Emirates
| | - Batool Aldaher
- College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
| | - Hiba Barqawi
- College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
- Research Institute of Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates
| | - Eman Abu-Gharbieh
- College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
- Research Institute of Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates
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Fu CE, Teng M, Tung D, Ramadoss V, Ong C, Koh B, Lim WH, Tan DJH, Koh JH, Nah B, Syn N, Tamaki N, Siddiqui MS, Wijarnpreecha K, Ioannou GN, Nakajima A, Noureddin M, Sanyal AJ, Ng CH, Muthiah M. Sex and Race-Ethnic Disparities in Metabolic Dysfunction-Associated Steatotic Liver Disease: An Analysis of 40,166 Individuals. Dig Dis Sci 2024; 69:3195-3205. [PMID: 38940975 DOI: 10.1007/s10620-024-08540-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Accepted: 06/20/2024] [Indexed: 06/29/2024]
Abstract
BACKGROUND To overcome the limitations of the term "non-alcoholic fatty liver disease" (NAFLD), the term metabolic-associated steatotic liver disease (MASLD) was introduced. While epidemiologic studies have been conducted on MASLD, there is limited evidence on its associated sex and ethnic variations. AIMS This study assesses the differences across sex and race-ethnicity on the prevalence, associated risk factors and adverse outcomes in individuals with MASLD. METHODS Data retrieved from the National Health and Nutrition Examination Survey between 1999 to 2018 was analyzed. Prevalence, clinical characteristics, and outcomes were evaluated according to sex and race-ethnicity. Adverse outcomes and mortality events were analyzed using multivariate analyses. RESULTS Of 40,166 individuals included, 37.63% had MASLD. There was a significant increase in MASLD prevalence from 1999 to 2018 among Mexican Americans (Annual Percentage Change [APC] + 1.889%, p < 0.001), other Hispanics (APC + 1.661%, p = 0.013), NH Whites (APC + 1.084%, p = 0.018), NH Blacks (APC + 1.108%, p = 0.007), and females (APC + 0.879%, p = 0.030), but not males. Females with MASLD were at lower risk of all-cause (HR: 0.766, 95%CI 0.711 to 0.825, p < 0.001), cardiovascular disease-related (CVD) (SHR: 0.802, 95% CI 0.698 to 0.922, p = 0.002) and cancer-related mortality (SHR: 0.760, 95% CI 0.662 to 0.873, p < 0.001). Significantly, NH Blacks have the highest risk of all-cause and CVD-related mortality followed by NH Whites then Mexican Americans. CONCLUSION There has been an increase in prevalence in most race-ethnicities over time. While the change in definition shows no significant differences in previous associations found in NAFLD, the increased mortality in NH Whites relative to Mexican Americans remains to be explored.
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Affiliation(s)
- Clarissa Elysia Fu
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore 10 Medical Dr, Singapore, 117597, Singapore
| | - Margaret Teng
- Division of Gastroenterology and Hepatology, Department of Medicine, National University Hospital, Singapore, Singapore
| | - Daniel Tung
- Division of Gastroenterology and Hepatology, Department of Medicine, National University Hospital, Singapore, Singapore
| | - Vijay Ramadoss
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Christen Ong
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore 10 Medical Dr, Singapore, 117597, Singapore
| | - Benjamin Koh
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore 10 Medical Dr, Singapore, 117597, Singapore
| | - Wen Hui Lim
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore 10 Medical Dr, Singapore, 117597, Singapore
| | - Darren Jun Hao Tan
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore 10 Medical Dr, Singapore, 117597, Singapore
| | - Jia Hong Koh
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore 10 Medical Dr, Singapore, 117597, Singapore
- Division of Gastroenterology and Hepatology, Department of Medicine, National University Hospital, Singapore, Singapore
| | - Benjamin Nah
- Division of Gastroenterology and Hepatology, Department of Medicine, National University Hospital, Singapore, Singapore
| | - Nicholas Syn
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore 10 Medical Dr, Singapore, 117597, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- National University Centre for Organ Transplantation, National University Health System, Singapore, Singapore
| | - Nobuharu Tamaki
- Department of Gastroenterology and Hepatology, Musashino Red Cross Hospital, Tokyo, Japan
| | - Mohammad Shadab Siddiqui
- Division of Gastroenterology, Hepatology and Nutrition, Department of Internal Medicine, Virginia Commonwealth University, Richmond, VA, USA
| | - Karn Wijarnpreecha
- Division of Gastroenterology and Hepatology, University of Arizona College of Medicine Phoenix, Phoenix, AZ, USA
| | - George N Ioannou
- Division of Gastroenterology, Veterans Affairs Puget Sound Health Care System and University of Washington, Seattle, WA, USA
| | - Atsushi Nakajima
- Department of Gastroenterology and Hepatology, Yokohama City University Graduate School of Medicine, Kanagawa, Japan
| | - Mazen Noureddin
- Houston Research Institute, Houston Methodist Hospital, Houston, USA
| | - Arun J Sanyal
- Department of Internal Medicine, Stravitz-Sanyal Institute of Liver Disease and Metabolic Health,, Virginia Commonwealth University School of Medicine, Richmond, VA, USA
| | - Cheng Han Ng
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore 10 Medical Dr, Singapore, 117597, Singapore.
- Ministry of Health Holdings, Singapore, Singapore.
- Department of Medicine, Kurume University School of Medicine, Kurume, Japan.
| | - Mark Muthiah
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore 10 Medical Dr, Singapore, 117597, Singapore
- Division of Gastroenterology and Hepatology, Department of Medicine, National University Hospital, Singapore, Singapore
- National University Centre for Organ Transplantation, National University Health System, Singapore, Singapore
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Conlon DM, Kanakala S, Cherlin T, Ko YA, Vitali C, Gurunathan S, Venkatesh R, Woerner J, Guare LA, Biobank PM, Verma A, Verma SS, Guerraty MA. Genotype-First Approach Identifies an Association between rs28374544/FOG2 S657G and Liver Disease through Alterations in mTORC1 Signaling. Genes (Basel) 2024; 15:1098. [PMID: 39202457 PMCID: PMC11353451 DOI: 10.3390/genes15081098] [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: 07/23/2024] [Revised: 08/12/2024] [Accepted: 08/16/2024] [Indexed: 09/03/2024] Open
Abstract
Metabolic dysfunction-associated Fatty Liver Disease (MAFLD) has emerged as one of the leading cardiometabolic diseases. Friend of GATA2 (FOG2) is a transcriptional co-regulator that has been shown to regulate hepatic lipid metabolism and accumulation. Using meta-analysis from several different biobank datasets, we identified a coding variant of FOG2 (rs28374544, A1969G, S657G) predominantly found in individuals of African ancestry (minor allele frequency~20%), which is associated with liver failure/cirrhosis phenotype and liver injury. To gain insight into potential pathways associated with this variant, we interrogated a previously published genomics dataset of 38 human induced pluripotent stem cell (iPSCs) lines differentiated into hepatocytes (iHeps). Using Differential Gene Expression Analysis and Gene Set Enrichment Analysis, we identified the mTORC1 pathway as differentially regulated between iHeps from individuals with and without the variant. Transient lipid-based transfections were performed on the human hepatoma cell line (Huh7) using wild-type FOG2 and FOG2S657G and demonstrated that FOG2S657G increased mTORC1 signaling, de novo lipogenesis, and cellular triglyceride synthesis and mass. In addition, we observed a significant downregulation of oxidative phosphorylation in FOG2S657G cells in fatty acid-loaded cells but not untreated cells, suggesting that FOG2S657G may also reduce fatty acid to promote lipid accumulation. Taken together, our multi-pronged approach suggests a model whereby the FOG2S657G may promote MAFLD through mTORC1 activation, increased de novo lipogenesis, and lipid accumulation. Our results provide insights into the molecular mechanisms by which FOG2S657G may affect the complex molecular landscape underlying MAFLD.
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Affiliation(s)
- Donna M. Conlon
- Department of Medicine, University of Pennsylvania Perelman School of Medicine, 3400 Civic Center Blvd., Philadelphia, PA 19104, USA; (D.M.C.); (A.V.)
| | - Siri Kanakala
- Department of Medicine, University of Pennsylvania Perelman School of Medicine, 3400 Civic Center Blvd., Philadelphia, PA 19104, USA; (D.M.C.); (A.V.)
| | - Tess Cherlin
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA (S.S.V.)
| | - Yi-An Ko
- Department of Genetics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA (R.V.)
| | - Cecilia Vitali
- Department of Medicine, University of Pennsylvania Perelman School of Medicine, 3400 Civic Center Blvd., Philadelphia, PA 19104, USA; (D.M.C.); (A.V.)
| | - Sharavana Gurunathan
- Department of Medicine, University of Pennsylvania Perelman School of Medicine, 3400 Civic Center Blvd., Philadelphia, PA 19104, USA; (D.M.C.); (A.V.)
| | - Rasika Venkatesh
- Department of Genetics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA (R.V.)
| | - Jakob Woerner
- Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA;
| | - Lindsay A. Guare
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA (S.S.V.)
| | - Penn Medicine Biobank
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Anurag Verma
- Department of Medicine, University of Pennsylvania Perelman School of Medicine, 3400 Civic Center Blvd., Philadelphia, PA 19104, USA; (D.M.C.); (A.V.)
| | - Shefali S. Verma
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA (S.S.V.)
| | - Marie A. Guerraty
- Department of Medicine, University of Pennsylvania Perelman School of Medicine, 3400 Civic Center Blvd., Philadelphia, PA 19104, USA; (D.M.C.); (A.V.)
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11
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Ismail MH, Al Argan R, Elamin Y, Makki M, Alsheekh L, Alelyani J, Hadhiah Z, Aljidhr Z, Alkhatam N, Alfaddagh H, Alanazi A, Alqahtani S. Automated Fibrosis-4 Index: Simplifying Non-Alcoholic Fatty Liver Disease for Diabetologists. MEDICINA (KAUNAS, LITHUANIA) 2024; 60:1278. [PMID: 39202559 PMCID: PMC11356356 DOI: 10.3390/medicina60081278] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/07/2024] [Revised: 08/03/2024] [Accepted: 08/06/2024] [Indexed: 09/03/2024]
Abstract
Background and Objectives: Patients with type 2 diabetes (T2D) have a high prevalence of non-alcoholic fatty liver disease (NAFLD) (55%) and are at increased risk for developing non-alcoholic steatohepatitis, a severe form of NAFLD. Early detection of advanced fibrosis in patients with T2D and NAFLD is crucial and can prevent progression to chronic liver disease, cirrhosis, and hepatocellular carcinoma. However, screening for liver disease and risk-stratification pathways are not established in patients with T2D. We evaluated the efficacy of using the automated fibrosis-4 (FIB-4) index in routine clinical settings to identify patients requiring further specialist evaluation. Materials and Methods: In this prospective cohort study, individuals diagnosed with T2D were recruited from diabetes clinics at a tertiary university hospital. Demographic, clinical, and laboratory data were comprehensively collected. The FIB-4 index was automatically calculated and integrated into the hospital's electronic medical records (EMRs), which were then stratified by age. Patients with advanced fibrosis (FIB-4 index ≥ 1.3) were referred to a specialist. Student's t-test or the Mann-Whitney U test was used to analyze variables associated with advanced fibrosis. Logistic regression was used to identify predictors of advanced fibrosis. Results: Among the 318 patients with T2D, 9.7% had advanced fibrosis. The majority were females (54.7%) and Saudi nationals (89.6%). Several factors, including age, platelet count, total bilirubin, serum albumin, total cholesterol, low-density lipoprotein, transaminases, and gamma-glutamyl transferase (GGT), showed significant associations with advanced fibrosis (all p < 0.05). Older age, elevated total bilirubin and GGT levels, and prolonged international normalized ratio emerged as independent predictors of advanced fibrosis. Conclusions: Integrating the FIB-4 index into the EMR during the routine care of patients with T2D proved to be a valuable tool in effectively identifying individuals at risk of advanced fibrosis. Our findings emphasize the need for further research to refine screening strategies in this high-risk population.
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Affiliation(s)
- Mona H. Ismail
- Division of Gastroenterology, Department of Internal Medicine, King Fahd Hospital of the University, Al-Khobar 31952, Saudi Arabia; (M.M.); (L.A.); (J.A.); (Z.A.); (H.A.)
- College of Medicine, Imam Abdulrahman Bin Faisal University, Dammam 31441, Saudi Arabia; (R.A.A.); (Y.E.); (A.A.); (S.A.)
| | - Reem Al Argan
- College of Medicine, Imam Abdulrahman Bin Faisal University, Dammam 31441, Saudi Arabia; (R.A.A.); (Y.E.); (A.A.); (S.A.)
- Division of Endocrine, Department of Internal Medicine, King Fahd Hospital of the University, Al-Khobar 31952, Saudi Arabia; (Z.H.); (N.A.)
| | - Yasir Elamin
- College of Medicine, Imam Abdulrahman Bin Faisal University, Dammam 31441, Saudi Arabia; (R.A.A.); (Y.E.); (A.A.); (S.A.)
- Division of Endocrine, Department of Internal Medicine, King Fahd Hospital of the University, Al-Khobar 31952, Saudi Arabia; (Z.H.); (N.A.)
| | - Murtaga Makki
- Division of Gastroenterology, Department of Internal Medicine, King Fahd Hospital of the University, Al-Khobar 31952, Saudi Arabia; (M.M.); (L.A.); (J.A.); (Z.A.); (H.A.)
| | - Lameya Alsheekh
- Division of Gastroenterology, Department of Internal Medicine, King Fahd Hospital of the University, Al-Khobar 31952, Saudi Arabia; (M.M.); (L.A.); (J.A.); (Z.A.); (H.A.)
| | - Jaber Alelyani
- Division of Gastroenterology, Department of Internal Medicine, King Fahd Hospital of the University, Al-Khobar 31952, Saudi Arabia; (M.M.); (L.A.); (J.A.); (Z.A.); (H.A.)
| | - Zahra Hadhiah
- Division of Endocrine, Department of Internal Medicine, King Fahd Hospital of the University, Al-Khobar 31952, Saudi Arabia; (Z.H.); (N.A.)
| | - Zahrah Aljidhr
- Division of Gastroenterology, Department of Internal Medicine, King Fahd Hospital of the University, Al-Khobar 31952, Saudi Arabia; (M.M.); (L.A.); (J.A.); (Z.A.); (H.A.)
| | - Nazih Alkhatam
- Division of Endocrine, Department of Internal Medicine, King Fahd Hospital of the University, Al-Khobar 31952, Saudi Arabia; (Z.H.); (N.A.)
| | - Hind Alfaddagh
- Division of Gastroenterology, Department of Internal Medicine, King Fahd Hospital of the University, Al-Khobar 31952, Saudi Arabia; (M.M.); (L.A.); (J.A.); (Z.A.); (H.A.)
| | - Alanoud Alanazi
- College of Medicine, Imam Abdulrahman Bin Faisal University, Dammam 31441, Saudi Arabia; (R.A.A.); (Y.E.); (A.A.); (S.A.)
- Division of Endocrine, Department of Internal Medicine, King Fahd Hospital of the University, Al-Khobar 31952, Saudi Arabia; (Z.H.); (N.A.)
| | - Shaya Alqahtani
- College of Medicine, Imam Abdulrahman Bin Faisal University, Dammam 31441, Saudi Arabia; (R.A.A.); (Y.E.); (A.A.); (S.A.)
- Department of Internal Medicine, King Fahd Hospital of the University, Al-Khobar 31952, Saudi Arabia
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12
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Batta A, Hatwal J. Excess cardiovascular mortality in men with non-alcoholic fatty liver disease: A cause for concern! World J Cardiol 2024; 16:380-384. [PMID: 39086893 PMCID: PMC11287457 DOI: 10.4330/wjc.v16.i7.380] [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: 04/21/2024] [Revised: 05/25/2024] [Accepted: 06/17/2024] [Indexed: 07/23/2024] Open
Abstract
Non-alcoholic fatty liver disease (NAFLD) has emerged as the commonest cause of chronic liver disease worldwide in recent years. With time, our understanding of NAFLD has evolved from an isolated liver condition to a systemic disease with significant manifestations beyond the liver. Amongst them, cardiovascular diseases (CVDs) are the most important and clinically relevant. Recent research supports a strong independent link between NALFD and CVD beyond the shared risk factors and pathophysiology. Female sex hormones are well known to not only protect against CVD in pre-menopausal females, but also contribute to improved adipose tissue function and preventing its systemic deposition. Recent research highlights the increased risk of major adverse cardiovascular-cerebral events (MACCE) amongst male with NAFLD compared to females. Further, racial variation was observed in MACCE outcomes in NAFLD, with excess mortality in the Native Americans and Asian Pacific Islanders compared to the other races.
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Affiliation(s)
- Akash Batta
- Department of Cardiology, Dayanand Medical College and Hospital, Ludhiana 141001, Punjab, India.
| | - Juniali Hatwal
- Department of Internal Medicine, Post Graduate Institute of Medical Education & Research, Chandigarh 160012, India
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13
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Talari NK, Mattam U, Kaminska D, Sotomayor-Rodriguez I, Rahman AP, Péterfy M, Pajukanta P, Pihlajamäki J, Chella Krishnan K. Hepatokine ITIH3 protects against hepatic steatosis by downregulating mitochondrial bioenergetics and de novo lipogenesis. iScience 2024; 27:109709. [PMID: 38689636 PMCID: PMC11059128 DOI: 10.1016/j.isci.2024.109709] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Revised: 02/16/2024] [Accepted: 04/06/2024] [Indexed: 05/02/2024] Open
Abstract
Recent studies demonstrate that liver secretory proteins, also known as hepatokines, regulate normal development, obesity, and simple steatosis to non-alcoholic steatohepatitis (NASH) progression. Using a panel of ∼100 diverse inbred strains of mice and a cohort of bariatric surgery patients, we found that one such hepatokine, inter-trypsin inhibitor heavy chain 3 (ITIH3), was progressively lower in severe non-alcoholic fatty liver disease (NAFLD) disease states highlighting an inverse relationship between Itih3/ITIH3 expression and NAFLD severity. Follow-up animal and cell culture models demonstrated that hepatic ITIH3 overexpression lowered liver triglyceride and lipid droplet accumulation, respectively. Conversely, ITIH3 knockdown in mice increased the liver triglyceride in two independent NAFLD models. Mechanistically, ITIH3 reduced mitochondrial respiration and this, in turn, reduced liver triglycerides, via downregulated de novo lipogenesis. This was accompanied by increased STAT1 signaling and Stat3 expression, both of which are known to protect against NAFLD/NASH. Our findings indicate hepatokine ITIH3 as a potential biomarker and/or treatment for NAFLD.
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Affiliation(s)
- Noble Kumar Talari
- Department of Pharmacology and Systems Physiology, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Ushodaya Mattam
- Department of Pharmacology and Systems Physiology, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Dorota Kaminska
- Department of Medicine, Division of Cardiology, University of California Los Angeles, Los Angeles, CA, USA
- Institute of Public Health and Clinical Nutrition, Department of Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
| | - Irene Sotomayor-Rodriguez
- Medical Sciences Baccalaureate Program, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Afra P. Rahman
- Medical Sciences Baccalaureate Program, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Miklós Péterfy
- Department of Basic Medical Sciences, Western University of Health Sciences, Pomona, CA, USA
| | - Päivi Pajukanta
- Department of Human Genetics, David Geffen School of Medicine at UCLA, University of California Los Angeles, Los Angeles, CA, USA
- Institute for Precision Health, David Geffen School of Medicine at UCLA, University of California Los Angeles, Los Angeles, CA, USA
| | - Jussi Pihlajamäki
- Institute of Public Health and Clinical Nutrition, Department of Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
- Department of Medicine, Endocrinology and Clinical Nutrition, Kuopio University Hospital, Kuopio, Finland
| | - Karthickeyan Chella Krishnan
- Department of Pharmacology and Systems Physiology, University of Cincinnati College of Medicine, Cincinnati, OH, USA
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14
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Li Z, Lan L, Zhou Y, Li R, Chavin KD, Xu H, Li L, Shih DJH, Jim Zheng W. Developing deep learning-based strategies to predict the risk of hepatocellular carcinoma among patients with nonalcoholic fatty liver disease from electronic health records. J Biomed Inform 2024; 152:104626. [PMID: 38521180 DOI: 10.1016/j.jbi.2024.104626] [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: 11/20/2023] [Revised: 02/23/2024] [Accepted: 03/20/2024] [Indexed: 03/25/2024]
Abstract
OBJECTIVE The accuracy of deep learning models for many disease prediction problems is affected by time-varying covariates, rare incidence, covariate imbalance and delayed diagnosis when using structured electronic health records data. The situation is further exasperated when predicting the risk of one disease on condition of another disease, such as the hepatocellular carcinoma risk among patients with nonalcoholic fatty liver disease due to slow, chronic progression, the scarce of data with both disease conditions and the sex bias of the diseases. The goal of this study is to investigate the extent to which the aforementioned issues influence deep learning performance, and then devised strategies to tackle these challenges. These strategies were applied to improve hepatocellular carcinoma risk prediction among patients with nonalcoholic fatty liver disease. METHODS We evaluated two representative deep learning models in the task of predicting the occurrence of hepatocellular carcinoma in a cohort of patients with nonalcoholic fatty liver disease (n = 220,838) from a national EHR database. The disease prediction task was carefully formulated as a classification problem while taking censorship and the length of follow-up into consideration. RESULTS We developed a novel backward masking scheme to deal with the issue of delayed diagnosis which is very common in EHR data analysis and evaluate how the length of longitudinal information after the index date affects disease prediction. We observed that modeling time-varying covariates improved the performance of the algorithms and transfer learning mitigated reduced performance caused by the lack of data. In addition, covariate imbalance, such as sex bias in data impaired performance. Deep learning models trained on one sex and evaluated in the other sex showed reduced performance, indicating the importance of assessing covariate imbalance while preparing data for model training. CONCLUSIONS The strategies developed in this work can significantly improve the performance of hepatocellular carcinoma risk prediction among patients with nonalcoholic fatty liver disease. Furthermore, our novel strategies can be generalized to apply to other disease risk predictions using structured electronic health records, especially for disease risks on condition of another disease.
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Affiliation(s)
- Zhao Li
- McWilliams School of Biomedical Informatics, University of Texas Health Science Center at Houston, 7000 Fannin Street, Suite 600, Houston, TX 77030, USA
| | - Lan Lan
- McWilliams School of Biomedical Informatics, University of Texas Health Science Center at Houston, 7000 Fannin Street, Suite 600, Houston, TX 77030, USA
| | - Yujia Zhou
- McWilliams School of Biomedical Informatics, University of Texas Health Science Center at Houston, 7000 Fannin Street, Suite 600, Houston, TX 77030, USA
| | - Ruoxing Li
- McWilliams School of Biomedical Informatics, University of Texas Health Science Center at Houston, 7000 Fannin Street, Suite 600, Houston, TX 77030, USA
| | - Kenneth D Chavin
- Department of Surgery, Case Western Reserve University School of Medicine, 11100 Euclid Ave, Cleveland, OH 44106, USA
| | - Hua Xu
- Yale School of Medicine, USA
| | - Liang Li
- Department of Biostatistics, University of Texas MD Anderson Cancer Center, 1400 Pressler Street, FCT4.6008, Houston, TX 77030, USA
| | - David J H Shih
- School of Biomedical Sciences, The University of Hong Kong, Hong Kong Special Administrative Region
| | - W Jim Zheng
- McWilliams School of Biomedical Informatics, University of Texas Health Science Center at Houston, 7000 Fannin Street, Suite 600, Houston, TX 77030, USA.
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15
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Anouti A, Seif El Dahan K, Rich NE, Louissaint J, Lee WM, Lieber SR, Arab JP, Zhang BY, Patel MJ, Thimphittaya C, Díaz LA, Gregory DL, Kozlitina J, VanWagner LB, King AC, Mitchell MC, Singal AG, Cotter TG. Racial and ethnic disparities in alcohol-associated liver disease in the United States: A systematic review and meta-analysis. Hepatol Commun 2024; 8:e0409. [PMID: 38497931 PMCID: PMC10948135 DOI: 10.1097/hc9.0000000000000409] [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: 11/23/2023] [Accepted: 11/28/2023] [Indexed: 03/19/2024] Open
Abstract
BACKGROUND Alcohol-associated liver disease (ALD), encompassing alcohol-associated hepatitis and alcohol-associated cirrhosis, is rising in the United States. Racial and ethnic disparities are evident within ALD; however, the precise nature of these disparities is poorly defined. METHODS We conducted a search of the PubMed/MEDLINE and EMBASE databases to identify studies published from inception through September 2023 that reported ALD incidence, prevalence, and mortality within the United States, stratified by race and ethnicity. We calculated pooled prevalence and incidence by race and ethnicity, including risk ratios and ORs for ALD pooled prevalence and alcohol-associated hepatitis/alcohol-associated cirrhosis pooled proportions, and OR for ALD mortality using the DerSimonian and Laird method for random-effect models. RESULTS We identified 25 relevant studies (16 for quantitative meta-analysis), comprising 76,867,544 patients. ALD prevalence was highest in Hispanic (4.5%), followed by White (3.1%) and Black (1.4%) individuals. Pooled risk ratios of ALD prevalence were 1.64 (95% CI: 1.12-2.39) for Hispanic and 0.59 (95% CI: 0.35-0.87) for Black compared to White individuals. Mortality among those with ALD did not significantly differ between White and Hispanic (OR: 1.54, 95% CI: 0.9-2.5; I2=0%), Black (OR: 1.2, 95% CI: 0.8-1.6; I2=0%), or Native American (OR: 2.41, 95% CI: 0.9-2.9) individuals, while there was a significant difference between White and Asian (OR: 0.1; 95% CI: 0.03-0.5) individuals. Most data were cross-sectional and assessed to be of poor or fair quality. CONCLUSIONS Differences were observed in ALD epidemiology, including higher prevalence among Hispanic and lower prevalence among Black individuals, although there were smaller differences in ALD mortality. Differences in ALD prevalence and prognosis remain poorly defined based on existing data, highlighting a need for higher-quality epidemiological studies in this area.
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