1
|
Ashraf H, Anushiravani A, Rayatpisheh M, Hamidi Alamdari D, Hossieni A, Kazeminezhad B. Association between oxidative stress and liver fibrosis severity in non-alcoholic fatty liver disease: insights from the pro-oxidant antioxidant balance method in a population from Tehran and Mashhad, Iran. Front Med (Lausanne) 2025; 12:1539605. [PMID: 40144874 PMCID: PMC11936954 DOI: 10.3389/fmed.2025.1539605] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2024] [Accepted: 02/24/2025] [Indexed: 03/28/2025] Open
Abstract
Background The exact mechanisms of non-alcoholic fatty liver disease (NAFLD), recently redefined as metabolic dysfunction-associated steatotic liver disease (MASLD), remain unclear. However, oxidative stress is recognized as a factor across all stages of NAFLD. The Pro-oxidant Antioxidant Balance (PAB) method is an important clinical tool that provides an assessment of the balance between oxidants and antioxidant. We aimed to explore oxidative stress in NAFLD using the PAB method. Methods Individuals with NAFLD were recruited in 2021. Eligible participants underwent detailed assessments, including liver elastography for fibrosis evaluation. Blood samples (5 mL) were collected to measure serum PAB levels. The METAVIR score, derived from FibroScan measurements of liver stiffness, categorized fibrosis severity from F0 (no fibrosis) to F4 (advanced fibrosis or cirrhosis). Results The study included 102 participants, with a mean age of 50.12 ± 10.03 years. Significant correlations were observed between FibroScan scores and variables such as age, body mass index (BMI), history of chronic diseases, and family history of NAFLD. PAB levels were notably higher in patients with advanced fibrosis (F2 and F3 groups: 86.32 ± 25.53) compared to those in early stages (F0 and F1 groups: 45.36 ± 21.29). Moreover, FibroScan scores showed a significant positive association with PAB values (odds ratio [OR]: 1.07; 95% confidence interval (CI): 1.04, 1.10), even after adjusting for confounding variables (OR: 1.13; 95% CI: 1.07, 1.18). Conclusion Elevated PAB levels were strongly associated with advanced stages of liver fibrosis in NAFLD patients, reflecting increased oxidative stress with disease progression. These results highlight the potential of PAB as a marker for monitoring oxidative stress and disease severity in NAFLD. Nevertheless, further large-scale studies are warranted.
Collapse
Affiliation(s)
- Hami Ashraf
- Chronic Respiratory Diseases Research Center, National Research Institute of Tuberculosis and Lung Diseases (NRITLD), Shahid Beheshti University of Medical Sciences, Tehran, Iran
- Innovative Laboratory Assays in Biomedicine Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Amir Anushiravani
- Digestive Diseases Research Institute, Tehran University of Medical Science, Tehran, Iran
| | - Maryam Rayatpisheh
- Digestive Diseases Research Institute, Tehran University of Medical Science, Tehran, Iran
| | | | - Arianaz Hossieni
- Chronic Respiratory Diseases Research Center, National Research Institute of Tuberculosis and Lung Diseases (NRITLD), Shahid Beheshti University of Medical Sciences, Tehran, Iran
- Innovative Laboratory Assays in Biomedicine Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Behrang Kazeminezhad
- Modarres Hospital, School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| |
Collapse
|
2
|
Aernouts C, Beldé SPW, Lambrechts J, Mertens J, Ledeganck KJ, Francque SM, De Block CEM. Metabolic dysfunction-associated steatotic liver disease is associated with worse time in ranges in type 1 diabetes. Diabetes Obes Metab 2024; 26:3781-3790. [PMID: 38924290 DOI: 10.1111/dom.15723] [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: 03/09/2024] [Revised: 05/30/2024] [Accepted: 06/01/2024] [Indexed: 06/28/2024]
Abstract
AIM To investigate the relationship between continuous glucose monitoring (CGM)-derived glucometrics and metabolic dysfunction-associated steatotic liver disease (MASLD) in type 1 diabetes (T1D). METHODS A cross-sectional study collecting data on anthropometrics, glucometrics and MASLD in adults with T1D using a CGM device was conducted. MASLD was assessed by abdominal ultrasound and the presence of at least one cardiometabolic criterion. Backward multivariable logistic regression models were applied to define variables independently associated with MASLD. RESULTS A total of 302 consecutive participants were included (median age 49 [34-61] years, male sex 58%, median diabetes duration 29 [17-38] years, mean time in range [TIR] 55% ± 16%). MASLD was present in 17% of cases, and 32% had metabolic syndrome (MetS). MetS was significantly more prevalent in the MASLD group (65% vs. 25%, P < .0001). TIR (P = .038) and time below range (TBR) (P = .032) were lower and time above range (TAR) was higher (P = .006), whereas HbA1c did not reach significance (P = .068). No differences were found for the glycaemia risk index. TIR (P = .028), TAR (P = .007), TBR (P = .036), waist circumference (P < .001) and systolic blood pressure (P = .029) were independently associated with MASLD, while sex, age, aspartate aminotransferase/alanine aminotransferase ratio, gamma-glutamyl transferase, high-density lipoprotein cholesterol and triglycerides were not. CONCLUSIONS TIR, TAR, TBR, waist circumference and systolic blood pressure were independently associated with MASLD.
Collapse
Affiliation(s)
- Chloë Aernouts
- Department of Endocrinology, Diabetology and Metabolism, Antwerp University Hospital, Edegem, Belgium
- Laboratory of Experimental Medicine and Pediatrics, University of Antwerp, Antwerp, Belgium
| | - Sarah P W Beldé
- Department of Endocrinology, Diabetology and Metabolism, Antwerp University Hospital, Edegem, Belgium
- Laboratory of Experimental Medicine and Pediatrics, University of Antwerp, Antwerp, Belgium
| | - Julie Lambrechts
- Department of Endocrinology, Diabetology and Metabolism, Antwerp University Hospital, Edegem, Belgium
- Laboratory of Experimental Medicine and Pediatrics, University of Antwerp, Antwerp, Belgium
| | - Jonathan Mertens
- Department of Endocrinology, Diabetology and Metabolism, Antwerp University Hospital, Edegem, Belgium
- Laboratory of Experimental Medicine and Pediatrics, University of Antwerp, Antwerp, Belgium
- Department of Gastroenterology and Hepatology, Antwerp University Hospital, Edegem, Belgium
| | - Kristien J Ledeganck
- Laboratory of Experimental Medicine and Pediatrics, University of Antwerp, Antwerp, Belgium
| | - Sven M Francque
- Laboratory of Experimental Medicine and Pediatrics, University of Antwerp, Antwerp, Belgium
- Department of Gastroenterology and Hepatology, Antwerp University Hospital, Edegem, Belgium
| | - Christophe E M De Block
- Department of Endocrinology, Diabetology and Metabolism, Antwerp University Hospital, Edegem, Belgium
- Laboratory of Experimental Medicine and Pediatrics, University of Antwerp, Antwerp, Belgium
| |
Collapse
|
3
|
Nso N, Mergen D, Ikram M, Macrinici V, Hussain K, Lee K, Ugwendum D, Trimingham M, Balasubramanian S, Sam R, Njei B. Cardiovascular morbidity and mortality in lean vs. non-lean MASLD: A comprehensive meta-analysis. Curr Probl Cardiol 2024; 49:102569. [PMID: 38599554 DOI: 10.1016/j.cpcardiol.2024.102569] [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: 04/07/2024] [Accepted: 04/07/2024] [Indexed: 04/12/2024]
Abstract
BACKGROUND Lean metabolic dysfunction-associated steatotic liver disease (MASLD), characterized by a BMI < 25 kg/m² (or < 23 kg/m² in Asians), presents a challenging prognosis compared to non-lean MASLD. This study examines cardiovascular outcomes in both lean and non-lean MASLD cohorts. METHODS In this meta-analysis, pooled odds ratios (ORs) within 95 % confidence intervals (CIs) were calculated for primary outcomes (cardiovascular mortality and major adverse cardiovascular events [MACE]) and secondary outcomes (cardiovascular disease [CVD], all-cause mortality, hypertension, and dyslipidemia). Studies comparing lean and non-lean MASLD within the same cohorts were analyzed, prioritizing those with larger sample sizes or recent publication dates. RESULTS Twenty-one studies were identified, encompassing lean MASLD patients (n = 7153; mean age 52.9 ± 7.4; 56 % male) and non-lean MASLD patients (n = 23,514; mean age 53.2 ± 6.8; 63 % male). Lean MASLD exhibited a 50 % increase in cardiovascular mortality odds compared to non-lean MASLD (OR: 1.5, 95 % CI 1.2-1.8; p < 0.0001). MACE odds were 10 % lower in lean MASLD (OR: 0.9, 95 % CI 0.7-1.2; p = 0.7), while CVD odds were 40 % lower (p = 0.01). All-cause mortality showed a 40 % higher odds in lean MASLD versus non-lean MASLD (p = 0.06). Lean MASLD had 30 % lower odds for both hypertension (p = 0.01) and dyslipidemia (p = 0.02) compared to non-lean MASLD. CONCLUSION Despite a favorable cardiometabolic profile and comparable MACE rates, lean individuals with MASLD face elevated cardiovascular mortality risk.
Collapse
Affiliation(s)
- Nso Nso
- Division of cardiovascular disease, University of Chicago (Endearvor Health), IL, USA
| | - Damla Mergen
- Department of Medicine, Icahn School of Medicine at Mount Sinai/Queens, NY, USA
| | - Mashaal Ikram
- Division of cardiovascular disease, University of Chicago (Endearvor Health), IL, USA
| | - Victor Macrinici
- Division of cardiovascular disease, University of Chicago (Endearvor Health), IL, USA
| | - Kifah Hussain
- Division of cardiovascular disease, University of Chicago (Endearvor Health), IL, USA
| | - Kevin Lee
- Division of cardiovascular disease, University of Chicago (Endearvor Health), IL, USA
| | - Derek Ugwendum
- Department of Medicine, Loyola University School of Medicine, Illinois, USA
| | - Mia Trimingham
- Department of Medicine, Richmond University Medical Center, Staten Island, NY, USA
| | | | - Riya Sam
- Division of cardiovascular disease, University of Chicago (Endearvor Health), IL, USA
| | - Basile Njei
- Section of Digestive Diseases, Yale School of Medicine, CT, USA.
| |
Collapse
|
4
|
Kannan S, Nelliyanil M, Mendagudli R, Rajeshwari S, Kona C, Kundapur R, Sathyanath S, Kulkarni V, Aggarwal S. Evaluation of risk factors for non-alcoholic fatty liver disease in India: A systematic review and meta-analysis. JOURNAL OF EDUCATION AND HEALTH PROMOTION 2024; 12:435. [PMID: 38464628 PMCID: PMC10920698 DOI: 10.4103/jehp.jehp_208_23] [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: 02/15/2023] [Accepted: 05/23/2023] [Indexed: 03/12/2024]
Abstract
INTRODUCTION NAFLD is emerging as an important cause of liver disease in India. It is estimated that 16-32% of general population in India (nearly 120 million) has NAFLD. OBJECTIVE This study aimed to identify the risk factors of NAFLD and to identify the association of lifestyle (dietary and physical activity), genetic, and environmental factors with NAFLD in India. MATERIALS AND METHODS A systematic literature search was conducted using an international electronic database: PubMed (MEDLINE) and Google Scholar from the date of inception 31st March 2021 to 28th September 2021. We included studies examining patients with NAFLD: Adults above 18 years of age. Studies with or without a control population were both eligible. The studies with a diagnosis of NAFLD based solely on abnormal liver tests were excluded. We tried to get unpublished data but they were not of the quality of inclusion. Meta-analysis was performed using the software STATA 14.2 (StataCorp, College Station, TX, USA). For each of the studies, the standard error was calculated using the reported number of outcomes and the sample size. A forest plot was used to graphically represent the study-specific and pooled prevalence estimates for overall and subgroup analysis. RESULTS In a systematic review and meta-analysis of 8 studies including data from over 1800 individuals, we found that among components of lipid profile, LDL and HDL had a negative effects on NAFLD while triglycerides had a positive effect on NAFLD. CONCLUSION Type 2 Diabetes Mellitus, Hypertension, and Obesity were the potential risk factors for NAFLD but the evidence generated was only from single studies.
Collapse
Affiliation(s)
- Suthanthira Kannan
- Department of Community Medicine, ESIC Medical College, Chennai, Tamil Nadu, India
| | - Maria Nelliyanil
- Department of Community Medicine, AJ Institute of Medical Sciences and Research Center, Mangalore, Karnataka, India
| | - Roopa Mendagudli
- Department of Community Medicine, MR Medical College, Kalaburgai, Karnataka, India
| | - Swetha Rajeshwari
- Department of Community Medicine, ESIC Medical College, Sanathnagar, Hyderabad, Telangana, India
| | - Chandralekha Kona
- Department of Community Medicine and Family Medicine, AIIMS Bibinagar, Hyderabad, Telangana, India
| | - Rashmi Kundapur
- Department of Community Medicine and Family Medicine, AIIMS Bibinagar, Hyderabad, Telangana, India
| | - Shreyaswi Sathyanath
- Department of Community Medicine, AJ Institute of Medical Sciences and Research Center, Mangalore, Karnataka, India
| | - Vaman Kulkarni
- Department of Community Medicine and Family Medicine, AIIMS Bibinagar, Hyderabad, Telangana, India
| | - Sumit Aggarwal
- Scientist and Program Officer, ICMR, Headquarters, New Delhi, India
| |
Collapse
|
5
|
De A, Mehta M, Singh P, Bhagat N, Mitra S, Das A, Duseja A. Lean Indian patients with non-alcoholic fatty liver disease (NAFLD) have less metabolic risk factors but similar liver disease severity as non-lean patients with NAFLD. Int J Obes (Lond) 2023; 47:986-992. [PMID: 37474570 DOI: 10.1038/s41366-023-01346-w] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 06/01/2023] [Accepted: 07/07/2023] [Indexed: 07/22/2023]
Abstract
INTRODUCTION Although most patients with NAFLD are obese or overweight, some are lean with normal BMI. Our aim was to assess differences in clinicopathological profile and liver disease severity among lean and non-lean NAFLD. METHODS Data of 1040 NAFLD patients over last 10 years was analysed. BMI < 23 kg/m2 categorised lean patients. Non-invasive assessment of steatosis was done by ultrasound and controlled attenuation parameter (CAP) while fibrosis was assessed with FIB-4 and liver stiffness measurement (LSM). FibroScan-AST (FAST) score was used for non-invasive prediction of NASH with significant fibrosis. Histology was reported using NASH-CRN system. RESULTS 149 (14.3%) patients were lean while 891 (85.7%) patients were non-lean. Diabetes mellitus [25 (16.7%) vs 152 (17.05%), p > 0.99], elevated triglycerides [81 (54.3%) vs 525 (58.9%), p = 0.33] and low HDL [71(47.6%) vs 479(53.7%), p = 0.18] were observed in a similar proportion. Lean patients were less likely to have central obesity [72 (48.3%) vs 788 (88.4%), p < 0.001], hypertension [16 (10.7%) vs 239(26.8%), p < 0.001] and metabolic syndrome [21 (14.09%) vs 290 (32.5%), p < 0.001]. No difference in steatosis assessment was noted using ultrasound (p = 0.55) or CAP (0.11). FAST [0.38 (0.18-0.66) vs 0.39 (0.27-0.73), p = 0.53], FIB-4 [1.08 (0.65-1.91) vs 1.09 (0.66-1.94), p = 0.94] and LSM [6.1 (4.8-7.9) vs 6.2 (4.7-8.6), p = 0.19) were similar. Liver biopsy was available in 149 patients [lean: 19 (12.7%), non-lean: 130 (87.3%)]. There was no difference in the number of patients with NASH [4 (21.05%) vs 20 (15.3%), p = 0.51], significant fibrosis [2 (10.5%) vs 32 (24.6%), p = 0.25] or advanced fibrosis [1 (5.26%) vs 18 (13.84%), p = 0.47]. CONCLUSION Although metabolic co-morbidities are less common, there is no difference in liver disease severity among both groups.
Collapse
Affiliation(s)
- Arka De
- Department of Hepatology, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | - Manu Mehta
- Department of Hepatology, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | - Priya Singh
- Department of Hepatology, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | - Naveen Bhagat
- Department of Hepatology, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | - Suvradeep Mitra
- Department of Histopathology, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | - Ashim Das
- Department of Histopathology, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | - Ajay Duseja
- Department of Hepatology, Post Graduate Institute of Medical Education and Research, Chandigarh, India.
| |
Collapse
|
6
|
Dang SW, Gao L, Li YJ, Zhang R, Xu J. Metabolic characteristics of non-obese and obese metabolic dysfunction-associated fatty liver disease in type 2 diabetes mellitus and its association with diabetic peripheral neuropathy and diabetic retinopathy. Front Med (Lausanne) 2023; 10:1216412. [PMID: 37828942 PMCID: PMC10566373 DOI: 10.3389/fmed.2023.1216412] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Accepted: 08/28/2023] [Indexed: 10/14/2023] Open
Abstract
Aim To assess the metabolic characteristics of non-obese metabolic dysfunction-associated fatty liver disease (MAFLD) compared with obese MAFLD and the relationship of MAFLD with diabetic peripheral neuropathy and diabetic retinopathy in patients with Type 2 diabetes mellitus (T2DM). Methods Data were obtained from 536 T2DM patients (355 women, 181 men; age 58.2 ± 12.0 years). We explored the difference in clinical characteristics between obese MAFLD (body mass index ≥25 kg/m2) and non-obese MAFLD (body mass index <25 kg/m2) in T2DM patients. One-way analysis of variance (ANOVA) was used to compare the means of continuous variables, and the Chi-squared test was used to compare the differences in frequencies of categorical variables. Logistic regression models were adopted to calculate odds ratios. Results The prevalence of MAFLD in hospitalized Chinese T2DM patients was calculated to be 42.7%. Both obese and non-obese MAFLD patients had higher levels of body mass index (BMI), waist circumfere nce, triglyceride, alanine aminotransferase, aspar tate aminotransferase, γ-glutamyltransferase, you nger age, higher prevalence of hyperlipidemia and shorter duration of T2DM and lower incidence of diabetic retinopathy, compared with participants with out MAFLD in the same weight group. Uric acid levels were positively correlated with the risk of MAFLD only in non-obese subjects but not in obese subjects. In non-obese patients with T2DM, a negative correlation was found between the prevalence of MAFLD and diabetic retinopathy. Conclusion Even in non-obese patients with T2DM, BMI was found to be an independent risk factor for MAFLD. These findings support a more structured, risk-factor-based approach to MAFLD management, particularly in patients with T2DM. Non-obese MAFLD has unique results in metabolic characteristics and the correlation with diabetic retinopathy and diabetic peripheral neuropathy, which should be further explored.
Collapse
Affiliation(s)
- Si-Wen Dang
- Department of Endocrinology, The Second Affiliated Hospital, Xi’an Jiaotong University, Xi’an, China
- International Center for Obesity and Metabolic Disease Research, Xi’an Jiaotong University, Xi’an, China
| | - Lei Gao
- Department of Endocrinology, The Second Affiliated Hospital, Xi’an Jiaotong University, Xi’an, China
- International Center for Obesity and Metabolic Disease Research, Xi’an Jiaotong University, Xi’an, China
| | - Yu-Jun Li
- Department of Endocrinology, The Second Affiliated Hospital, Xi’an Jiaotong University, Xi’an, China
- International Center for Obesity and Metabolic Disease Research, Xi’an Jiaotong University, Xi’an, China
| | - Ruo Zhang
- Department of Endocrinology, The Second Affiliated Hospital, Xi’an Jiaotong University, Xi’an, China
- International Center for Obesity and Metabolic Disease Research, Xi’an Jiaotong University, Xi’an, China
| | - Jing Xu
- Department of Endocrinology, The Second Affiliated Hospital, Xi’an Jiaotong University, Xi’an, China
- International Center for Obesity and Metabolic Disease Research, Xi’an Jiaotong University, Xi’an, China
| |
Collapse
|
7
|
Kawanaka M, Nishino K, Kawada M, Ishii K, Tanikawa T, Katsumata R, Urata N, Nakamura J, Suehiro M, Haruma K, Kawamoto H. Lean nonalcoholic fatty liver disease: Age-dependent differences in pathology, prognosis, and liver-related events. Hepatol Res 2023; 53:829-843. [PMID: 37118869 DOI: 10.1111/hepr.13911] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Revised: 03/14/2023] [Accepted: 04/20/2023] [Indexed: 04/30/2023]
Abstract
AIM This study aimed to evaluate the age-specific characteristics, prognosis, and complications of patients with lean nonalcoholic fatty liver disease (NAFLD). METHODS Background factors (age, sex, diabetes, dyslipidemia, hypertension, and PNPLA3 gene polymorphism), blood test results, liver histology findings, muscle mass, and grip strength were investigated in 782 patients with NAFLD who underwent liver biopsy. Prognosis and complications were compared among 549 patients with nonlean or lean NAFLD who were followed up for 6.5 years. Additionally, background factors, blood test results, liver histology findings, prognosis, and complications were compared according to age (≥60 years vs. <60 years) in patients with lean NAFLD. RESULTS Lean NAFLD patients showed lower aspartate aminotransferase, alanine aminotransferase, homeostasis model assessment-insulin resistance, high-sensitivity C-reactive protein, ferritin, and leptin but higher adiponectin and hemoglobin A1c (HbA1c) levels than patients with nonlean NAFLD. Furthermore, lean NAFLD patients showed less liver fibrosis, inflammation, steatosis, and ballooning. Among lean NAFLD patients, those aged 60 years and older were more frequently female, showed higher rates of hypertension, diabetes, and dyslipidemia, had higher HbA1c and type IV collagen 7S levels, lower platelet count, higher liver fibrosis and inflammation grades, and lower muscle mass and grip strength. Lean NAFLD was associated with a worse prognosis in patients aged 60 years and over than in those younger than 60 years of age and with a higher incidence of liver-related disease, cerebrocardiovascular events, and nonliver cancer. CONCLUSIONS Age is an important consideration in patients with lean NAFLD. Compared with nonlean NAFLD, lean NAFLD was associated with a worse prognosis and higher risk of complications in patients aged 60 years and older.
Collapse
Affiliation(s)
- Miwa Kawanaka
- Department of General Internal Medicine 2, General Medical Center, Kawasaki Medical School, Kurashiki, Japan
| | - Ken Nishino
- Department of General Internal Medicine 2, General Medical Center, Kawasaki Medical School, Kurashiki, Japan
| | - Mayuko Kawada
- Department of General Internal Medicine 2, General Medical Center, Kawasaki Medical School, Kurashiki, Japan
| | - Katsunori Ishii
- Department of General Internal Medicine 2, General Medical Center, Kawasaki Medical School, Kurashiki, Japan
| | - Tomohiro Tanikawa
- Department of General Internal Medicine 2, General Medical Center, Kawasaki Medical School, Kurashiki, Japan
| | - Ryo Katsumata
- Department of General Internal Medicine 2, General Medical Center, Kawasaki Medical School, Kurashiki, Japan
| | - Noriyo Urata
- Department of General Internal Medicine 2, General Medical Center, Kawasaki Medical School, Kurashiki, Japan
| | - Jun Nakamura
- Department of General Internal Medicine 2, General Medical Center, Kawasaki Medical School, Kurashiki, Japan
| | - Mitsuhiko Suehiro
- Department of General Internal Medicine 2, General Medical Center, Kawasaki Medical School, Kurashiki, Japan
| | - Ken Haruma
- Department of General Internal Medicine 2, General Medical Center, Kawasaki Medical School, Kurashiki, Japan
| | - Hirofumi Kawamoto
- Department of General Internal Medicine 2, General Medical Center, Kawasaki Medical School, Kurashiki, Japan
| |
Collapse
|
8
|
Su PY, Chen YY, Lin CY, Su WW, Huang SP, Yen HH. Comparison of Machine Learning Models and the Fatty Liver Index in Predicting Lean Fatty Liver. Diagnostics (Basel) 2023; 13:diagnostics13081407. [PMID: 37189508 DOI: 10.3390/diagnostics13081407] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Revised: 04/03/2023] [Accepted: 04/11/2023] [Indexed: 05/17/2023] Open
Abstract
The reported prevalence of non-alcoholic fatty liver disease in studies of lean individuals ranges from 7.6% to 19.3%. The aim of the study was to develop machine-learning models for the prediction of fatty liver disease in lean individuals. The present retrospective study included 12,191 lean subjects with a body mass index < 23 kg/m2 who had undergone a health checkup from January 2009 to January 2019. Participants were divided into a training (70%, 8533 subjects) and a testing group (30%, 3568 subjects). A total of 27 clinical features were analyzed, except for medical history and history of alcohol or tobacco consumption. Among the 12,191 lean individuals included in the present study, 741 (6.1%) had fatty liver. The machine learning model comprising a two-class neural network using 10 features had the highest area under the receiver operating characteristic curve (AUROC) value (0.885) among all other algorithms. When applied to the testing group, we found the two-class neural network exhibited a slightly higher AUROC value for predicting fatty liver (0.868, 0.841-0.894) compared to the fatty liver index (FLI; 0.852, 0.824-0.81). In conclusion, the two-class neural network had greater predictive value for fatty liver than the FLI in lean individuals.
Collapse
Affiliation(s)
- Pei-Yuan Su
- Department of Internal Medicine, Division of Gastroenterology, Changhua Christian Hospital, Changhua 500, Taiwan
- College of Medicine, National Chung Hsing University, Taichung 400, Taiwan
| | - Yang-Yuan Chen
- Department of Internal Medicine, Division of Gastroenterology, Changhua Christian Hospital, Changhua 500, Taiwan
- Department of Hospitality Management, MingDao University, Changhua 500, Taiwan
| | - Chun-Yu Lin
- Department of Family Medicine, Yumin Hospital, Nantou 540, Taiwan
| | - Wei-Wen Su
- Department of Internal Medicine, Division of Gastroenterology, Changhua Christian Hospital, Changhua 500, Taiwan
| | - Siou-Ping Huang
- Department of Internal Medicine, Division of Gastroenterology, Changhua Christian Hospital, Changhua 500, Taiwan
| | - Hsu-Heng Yen
- Department of Internal Medicine, Division of Gastroenterology, Changhua Christian Hospital, Changhua 500, Taiwan
- College of Medicine, National Chung Hsing University, Taichung 400, Taiwan
- General Education Center, Chienkuo Technology University, Changhua 500, Taiwan
- Department of Electrical Engineering, Chung Yuan Christian University, Taoyuan 320, Taiwan
- Artificial Intelligence Development Center, Changhua Christian Hospital, Changhua 500, Taiwan
| |
Collapse
|
9
|
Dao AD, Nguyen VH, Ito T, Cheung R, Nguyen MH. Prevalence, characteristics, and mortality outcomes of obese and nonobese MAFLD in the United States. Hepatol Int 2023; 17:225-236. [PMID: 36309601 DOI: 10.1007/s12072-022-10436-2] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Accepted: 10/04/2022] [Indexed: 02/07/2023]
Abstract
BACKGROUND AND AIMS Metabolic dysfunction-associated fatty liver disease (MAFLD) establishes new criteria for diagnosis of fatty liver disease independent of alcohol intake. We aimed to describe the prevalence and compare characteristics and mortality outcomes of persons with nonobese and obese MAFLD. METHODS Using data from 13,640 participants from the third National Health and Nutrition Examination Survey (NHANES III) 1988-1994, we identified participants with fatty liver on ultrasound who had MAFLD and analyzed them by the presence of obesity. RESULTS Overall prevalence of MAFLD was 19%; amongst those, 54% were obese and 46% were nonobese. Nonobese MAFLD was more common in participants older than 65 than in younger participants (56.8% vs. 43.2%, p < 0.0001). Nonobese MAFLD was more common in males (63.2% vs. 48.3%, p < 0.0001). Obese MAFLD was more common in females (51.7% vs. 48.3%, p < 0.0001). After adjusting for several demographic factors and alcohol use, older age [adjusted odds ratio (aOR) 1.02, 95% CI 1.00-1.02, p = 0.003] and being male (aOR: 1.65, 95% CI 1.25-2.17, p = 0.001) were independent risk factors for nonobese MAFLD. Nonobese MAFLD participants had a higher 20-year cumulative incidence for all-cause mortality compared to obese MAFLD participants (33.2% vs. 28.8%, p = 0.0137). However, nonobese MAFLD was not independently associated with mortality after adjusting for relevant confounders, while FIB-4 > 1.3 and cardiovascular disease were the strongest risk factors associated with increased mortality [adjusted hazard ratio (aHR) > 2.7 for both, p < 0.0001 for both]. CONCLUSIONS Nonobese MAFLD constitutes about half of the MAFLD in the United States, especially among males and the elderly. Notably, nonobese MAFLD carries higher mortality than obese MAFLD. Screening and diagnosis of MAFLD should be considered in nonobese populations.
Collapse
Affiliation(s)
- Allen D Dao
- Division of Gastroenterology and Hepatology, Stanford University Medical Center, 780 Welch Road, CJ250K, Palo Alto, CA, 94304, USA.,Santa Clara University, Santa Clara, CA, USA
| | - Vy H Nguyen
- Division of Gastroenterology and Hepatology, Stanford University Medical Center, 780 Welch Road, CJ250K, Palo Alto, CA, 94304, USA
| | - Takanori Ito
- Department of Gastroenterology and Hepatology, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Ramsey Cheung
- Division of Gastroenterology and Hepatology, Stanford University Medical Center, 780 Welch Road, CJ250K, Palo Alto, CA, 94304, USA.,Division of Gastroenterology, Palo Alto VA, Palo Alto, CA, USA
| | - Mindie H Nguyen
- Division of Gastroenterology and Hepatology, Stanford University Medical Center, 780 Welch Road, CJ250K, Palo Alto, CA, 94304, USA. .,Department of Epidemiology and Population Health, Stanford University Medical Center, Palo Alto, CA, USA.
| |
Collapse
|
10
|
Li J, Wu N, Yang Y, Zhai X, Yuan F, Zhang F, Yu N, Li D, Wang R, Wang J, Zhang L, Shi Y, He G, Liu B. Unique genetic variants of lean nonalcoholic fatty liver disease: a retrospective cohort study. BMC Endocr Disord 2023; 23:11. [PMID: 36627697 PMCID: PMC9830772 DOI: 10.1186/s12902-022-01234-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/23/2022] [Accepted: 11/30/2022] [Indexed: 01/12/2023] Open
Abstract
We investigated the prevalence and clinical metabolic characteristics of lean nonalcoholic fatty liver disease (NAFLD) in an elderly Chinese population and assessed the relevance of lipid markers and genetic variation. All 5,338 community subjects underwent detailed clinical and laboratory examinations and were divided into three groups: lean (Body mass index (BMI) < 23 kg/m2, n = 2,012), overweight (BMI = 23-24.9 kg/m2, n = 1,354), and obese (BMI ≥ 25 kg/m2, n = 1,972). Single nucleotide polymorphisms were selected based on those reported in previous NAFLD or obesity genome-wide association studies. The frequencies of alleles and genotypes were calculated and statistically analyzed with Pearson's χ2 tests. One-way ANCOVA was used to test the association between positive SNPs and metabolic parameters in lean NAFLD individuals. Our results showed that the C allele frequency of rs2279026, the G allele of rs2279028, the C allele of rs780093, and the C allele frequency of rs1260326 were higher in obese NAFLD than in lean NAFLD (P < 0.05). In addition, we observed an association between the CC of rs1421085, TT of rs3751812, AA of rs8050136, and AA of rs9939609 genotypes in the FTO gene and low-density lipoprotein levels (P < 0.05). In conclusion, our findings provide a unique perspective on the prevalence, genetic characteristics, and metabolic profile of NAFLD in older lean individuals in China. This is the first study to examine the association between genetic variants in the FTO, TFAP2B and GCKR genes and NAFLD in a cohort of lean individuals.
Collapse
Affiliation(s)
- Jie Li
- Shanghai Innovation Center of Traditional Chinese Medicine Health Service, School of Public Health, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Na Wu
- Shanghai Innovation Center of Traditional Chinese Medicine Health Service, School of Public Health, Shanghai University of Traditional Chinese Medicine, Shanghai, China
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Shanghai Jiao Tong University, Shanghai, China
| | - Yukun Yang
- Changhai Hospital, Naval Military Medical University, Shanghai, China
| | - Xiangyu Zhai
- Graduate School of Sport Sciences, Waseda University, Saitama, Japan
| | - Fan Yuan
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Shanghai Jiao Tong University, Shanghai, China
| | - Fengwei Zhang
- Shanghai Innovation Center of Traditional Chinese Medicine Health Service, School of Public Health, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Ning Yu
- Shanghai Innovation Center of Traditional Chinese Medicine Health Service, School of Public Health, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Dong Li
- Zhangjiang Community Health Service Center of Pudong New District, Shanghai, China
| | - Ruirui Wang
- Shanghai Innovation Center of Traditional Chinese Medicine Health Service, School of Public Health, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Jianying Wang
- Shanghai Innovation Center of Traditional Chinese Medicine Health Service, School of Public Health, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Lei Zhang
- Shanghai Innovation Center of Traditional Chinese Medicine Health Service, School of Public Health, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Yi Shi
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Shanghai Jiao Tong University, Shanghai, China
| | - Guang He
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Shanghai Jiao Tong University, Shanghai, China.
| | - Baocheng Liu
- Shanghai Innovation Center of Traditional Chinese Medicine Health Service, School of Public Health, Shanghai University of Traditional Chinese Medicine, Shanghai, China.
| |
Collapse
|
11
|
Ordoñez-Vázquez AL, Juárez-Hernández E, Zuarth-Vázquez JM, Ramos-Ostos MH, Uribe M, Castro-Narro G, López-Méndez I. Impact on Prevalence of the Application of NAFLD/MAFLD Criteria in Overweight and Normal Weight Patients. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:12221. [PMID: 36231529 PMCID: PMC9565949 DOI: 10.3390/ijerph191912221] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Revised: 09/21/2022] [Accepted: 09/22/2022] [Indexed: 06/16/2023]
Abstract
BACKGROUND Non-alcoholic fatty liver disease (NAFLD) is considered the hepatic manifestation of metabolic syndrome. Recently, the term metabolic dysfunction-associated fatty liver disease (MAFLD) has been proposed and adapted to body mass index (BMI). This study describes the impact on prevalence of the application of both criteria in overweight and lean patients. METHODS Patients who were evaluated for liver steatosis by transient elastography were included and divided according to BMI (≥25 kg/m2 and <25 kg/m2) and classified as NAFLD or MAFLD, according to metabolic abnormalities. Differences in prevalence were evaluated applying both criteria. A multivariate analysis was performed to evaluate independent associations of metabolic abnormalities and liver steatosis in lean patients. RESULTS 3847 patients were included. In overweight patients (61%), the prevalence NAFLD was 63.6% and 65.3% for MAFLD (p = 0.22). In contrast, the prevalence of MAFLD was lower (7.9% vs. 18.3%, p ≤ 0.001) in lean patients. In this group, higher age, fasting glucose, triglycerides, and waist circumference showed independent association with liver steatosis. CONCLUSION The application of NAFLD/MAFLD criteria did not show prevalence differences in overweight patients. With MAFLD criteria, the prevalence is lower in lean patients, but patients with high risk of progression of liver disease for steatosis were identified, according to their metabolic abnormalities.
Collapse
Affiliation(s)
| | - Eva Juárez-Hernández
- Translational Research Unit, Medica Sur Clinic & Foundation, Mexico City 14050, Mexico
| | | | | | - Misael Uribe
- Gastroenterology and Obesity Unit, Medica Sur Clinic & Foundation, Mexico City 14050, Mexico
| | - Graciela Castro-Narro
- Transplants and Hepatology Unit, Medica Sur Clinic & Foundation, Mexico City 14050, Mexico
| | - Iván López-Méndez
- Transplants and Hepatology Unit, Medica Sur Clinic & Foundation, Mexico City 14050, Mexico
| |
Collapse
|
12
|
Boonchai P, Kositamongkol C, Jitrukthai S, Phothirat S, Mepramoon E, Nimitpunya P, Srivanichakorn W, Chaisathaphol T, Washirasaksiri C, Auesomwang C, Sitasuwan T, Tinmanee R, Sayabovorn N, Charatcharoenwitthaya P, Phisalprapa P. Clinical Differences and Non-Alcoholic Fatty Liver Disease-Related Factors of Lean and Non-Lean Patients with Metabolic Syndrome. J Clin Med 2022; 11:jcm11092445. [PMID: 35566571 PMCID: PMC9103281 DOI: 10.3390/jcm11092445] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Revised: 04/19/2022] [Accepted: 04/24/2022] [Indexed: 12/10/2022] Open
Abstract
This study investigated differences in the clinical data and prevalence of lean and non-lean patients with non-alcoholic fatty liver disease (NAFLD) and metabolic syndrome (MetS). Data on patients with MetS who had results of ultrasonography or transient elastography were collected from a Thai university hospital database. Patients with exclusion criteria for NAFLD diagnosis were excluded. Patients’ clinical characteristic and the performances of three non-invasive scoring systems (fatty liver index [FLI], fibrosis-4 [FIB-4] index, and NAFLD fibrosis score [NFS]) were evaluated. The 743 subjects were classified into two groups: lean MetS (131 patients) and non-lean MetS (612 patients). The NAFLD prevalence in the non-lean group (62.6%) was higher than that in the lean group (31.3%). The age-adjusted odds ratio was 3.43. Advanced fibrosis was detected in 7.6% of lean patients and 10.8% of non-lean patients. FLI was not sensitive enough to detect NAFLD in the lean group at a high cutoff, but it performed acceptably at a low cutoff. FIB-4 performed better than NFS in determining advanced fibrosis. NAFLD was more common in non-lean than lean patients. Lean patients with MetS had a relatively higher risk of NAFLD than the general population. FLI and FIB-4 index performed acceptably in both groups.
Collapse
Affiliation(s)
- Punyisa Boonchai
- Division of Ambulatory Medicine, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (P.B.); (C.K.); (S.J.); (S.P.); (E.M.); (P.N.); (W.S.); (T.C.); (C.W.); (C.A.); (T.S.); (R.T.); (N.S.)
| | - Chayanis Kositamongkol
- Division of Ambulatory Medicine, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (P.B.); (C.K.); (S.J.); (S.P.); (E.M.); (P.N.); (W.S.); (T.C.); (C.W.); (C.A.); (T.S.); (R.T.); (N.S.)
| | - Suchanart Jitrukthai
- Division of Ambulatory Medicine, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (P.B.); (C.K.); (S.J.); (S.P.); (E.M.); (P.N.); (W.S.); (T.C.); (C.W.); (C.A.); (T.S.); (R.T.); (N.S.)
| | - Sukumal Phothirat
- Division of Ambulatory Medicine, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (P.B.); (C.K.); (S.J.); (S.P.); (E.M.); (P.N.); (W.S.); (T.C.); (C.W.); (C.A.); (T.S.); (R.T.); (N.S.)
| | - Euarat Mepramoon
- Division of Ambulatory Medicine, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (P.B.); (C.K.); (S.J.); (S.P.); (E.M.); (P.N.); (W.S.); (T.C.); (C.W.); (C.A.); (T.S.); (R.T.); (N.S.)
| | - Pongpol Nimitpunya
- Division of Ambulatory Medicine, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (P.B.); (C.K.); (S.J.); (S.P.); (E.M.); (P.N.); (W.S.); (T.C.); (C.W.); (C.A.); (T.S.); (R.T.); (N.S.)
| | - Weerachai Srivanichakorn
- Division of Ambulatory Medicine, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (P.B.); (C.K.); (S.J.); (S.P.); (E.M.); (P.N.); (W.S.); (T.C.); (C.W.); (C.A.); (T.S.); (R.T.); (N.S.)
| | - Thanet Chaisathaphol
- Division of Ambulatory Medicine, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (P.B.); (C.K.); (S.J.); (S.P.); (E.M.); (P.N.); (W.S.); (T.C.); (C.W.); (C.A.); (T.S.); (R.T.); (N.S.)
| | - Chaiwat Washirasaksiri
- Division of Ambulatory Medicine, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (P.B.); (C.K.); (S.J.); (S.P.); (E.M.); (P.N.); (W.S.); (T.C.); (C.W.); (C.A.); (T.S.); (R.T.); (N.S.)
| | - Chonticha Auesomwang
- Division of Ambulatory Medicine, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (P.B.); (C.K.); (S.J.); (S.P.); (E.M.); (P.N.); (W.S.); (T.C.); (C.W.); (C.A.); (T.S.); (R.T.); (N.S.)
| | - Tullaya Sitasuwan
- Division of Ambulatory Medicine, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (P.B.); (C.K.); (S.J.); (S.P.); (E.M.); (P.N.); (W.S.); (T.C.); (C.W.); (C.A.); (T.S.); (R.T.); (N.S.)
| | - Rungsima Tinmanee
- Division of Ambulatory Medicine, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (P.B.); (C.K.); (S.J.); (S.P.); (E.M.); (P.N.); (W.S.); (T.C.); (C.W.); (C.A.); (T.S.); (R.T.); (N.S.)
| | - Naruemit Sayabovorn
- Division of Ambulatory Medicine, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (P.B.); (C.K.); (S.J.); (S.P.); (E.M.); (P.N.); (W.S.); (T.C.); (C.W.); (C.A.); (T.S.); (R.T.); (N.S.)
| | - Phunchai Charatcharoenwitthaya
- Division of Gastroenterology, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand;
| | - Pochamana Phisalprapa
- Division of Ambulatory Medicine, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (P.B.); (C.K.); (S.J.); (S.P.); (E.M.); (P.N.); (W.S.); (T.C.); (C.W.); (C.A.); (T.S.); (R.T.); (N.S.)
- Correspondence: ; Tel./Fax: +66-2-419-7190
| |
Collapse
|
13
|
Abstract
Nonalcoholic fatty liver disease (NAFLD) can develop in lean individuals. Despite a better metabolic profile, the risk of disease progression to hepatic inflammation, fibrosis, and decompensated cirrhosis in the lean is similar to that in obesity-related NAFLD and lean individuals may experience more severe hepatic consequences and higher mortality relative to those with a higher body mass index (BMI). In the absence of early symptoms and abnormal laboratory findings, lean individuals are not likely to be screened for NAFLD or related comorbidities; however, given the progressive nature of the disease and the increased risk of morbidity and mortality, a clearer understanding of the natural history of NAFLD in lean individuals, as well as efforts to raise awareness of the potential health risks of NAFLD in lean individuals, are warranted. In this review, we summarize available data on NAFLD prevalence, clinical characteristics, outcomes, and mortality in lean individuals and discuss factors that may contribute to the development of NAFLD in this population, including links between dietary and genetic factors, menopausal status, and ethnicity. We also highlight the need for greater representation of lean individuals in NAFLD-related clinical trials, as well as more studies to better characterize lean NAFLD, develop improved screening algorithms, and determine specific treatment strategies based on underlying etiology.
Collapse
Affiliation(s)
- Johanna K. DiStefano
- Diabetes and Fibrotic Disease Research Unit, Translational Genomics Research Institute, Phoenix, USA
| | - Glenn S. Gerhard
- Lewis Katz School of Medicine, Temple University School of Medicine, Philadelphia, PA 19140 USA
| |
Collapse
|