Liver cirrhosis is a leading cause of death in Hispanics and Hispanics who live in South Texas have the highest incidence of liver cancer in the United States. We aimed at determining the prevalence and associated risk factors of cirrhosis in this population. Clinical and demographic variables were extracted for 2466 participants in the community-based Cameron County Hispanic Cohort in South Texas. Aspartate transaminase to Platelet Ratio Index (APRI) was used to predict cirrhosis in Cameron County Hispanic Cohort. The prevalence of cirrhosis using APRI≥2 was 0.94%, which is nearly 4-fold higher than the national prevalence. Using APRI≥1, the overall prevalence of cirrhosis/advanced fibrosis was 3.54%. In both analyses, highest prevalence was observed in males, specifically in the 25–34 age group. Risk factors independently associated with APRI≥2 and APRI≥1 included hepatitis C, diabetes and central obesity with a remarkable population attributable fraction of 52.5% and 65.3% from central obesity, respectively. Excess alcohol consumption was also independently associated with APRI≥2. The presence of patatin-like phospholipase domain-containing-3 gene variants was independently associated with APRI≥1 in participants >50 years old. Males with both central obesity and excess alcohol consumption presented with cirrhosis/advanced fibrosis at a young age. Alarmingly high prevalence of cirrhosis and advanced fibrosis was identified in Hispanics in South Texas, affecting young males in particular. Central obesity was identified as the major risk factor. Public health efforts are urgently needed to increase awareness and diagnosis of advanced liver fibrosis in Hispanics.
Citation: Jiao J, Watt GP, Lee M, Rahbar MH, Vatcheva KP, Pan J-J, et al. (2016) Cirrhosis and Advanced Fibrosis in Hispanics in Texas: The Dominant Contribution of Central Obesity. PLoS ONE 11(3): e0150978. https://doi.org/10.1371/journal.pone.0150978
Editor: Anand S. Mehta, Drexel University College of Medicine, UNITED STATES
Received: December 14, 2015; Accepted: February 22, 2016; Published: March 7, 2016
Copyright: © 2016 Jiao et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Data Availability: All relevant data are within the paper.
Funding: This work was funded by UTHealth Innovation in Cancer Prevention Research Training Program Post-doctoral Fellowship (Cancer Prevention and Research Institute of Texas) (RP140103 to JJ) (http://www.cprit.state.tx.us/), the Trans-Texas HCC Study from The University of Texas MD Anderson Cancer Center (to LB) (http://www.mdanderson.org/), the National Center on Minority Health and Health disparities (MD000170 P20 to SFH) (http://www.nih.gov/about-nih/what-we-do/nih-almanac/national-institute-minority-health-health-disparities-nimhd), and the Centers for Clinical and Translational Science Award from the National Center for Advancing Translational Science (UL1 TR000371 to SFH) (https://ncats.nih.gov/). The funders had no role in study design, data collection and analysis, decision to publish or preparation of the manuscript.
Competing interests: The authors have declared that no competing interests exist.
Liver fibrosis is a wound-healing response characterized by the accumulation of extracellular matrix (ECM) following liver injury such as hepatitis C, hepatitis B, excess alcohol consumption and nonalcoholic fatty liver disease (NAFLD) . When the injury is sustained, chronic inflammation and accumulation of ECM persist, leading to a progressive substitution of liver parenchyma by scar tissue. This process may result in cirrhosis, the end stage of progressive fibrosis, which is associated with poor outcome and high mortality . Liver cirrhosis is a significant health burden, accounting for 49,538 deaths in the United States (US) in 2010 . Liver cirrhosis is the most common risk factor for hepatocellular carcinoma (HCC), a cancer with few curative treatment options and poor overall survival .
The prevalence of cirrhosis worldwide is largely unknown .A recent study estimated the prevalence of cirrhosis in the US to be 0.27% . In a European study among individuals ≥45 years old, the prevalence of advanced fibrosis or cirrhosis was estimated at 0.6% . Ethnic differences in the incidence of cirrhosis and progression rates have been observed . In the US, chronic liver disease and cirrhosis is the 6th leading cause of death in Hispanics while it is not among the 10 leading causes of death for non-Hispanic whites (NHW) and African Americans . A more aggressive pattern of disease and worse treatment outcome for chronic liver diseases have also been reported in Hispanics . NAFLD is also more common in Hispanics than in NHW or African Americans and is the most prevalent chronic liver disease in Hispanics [11–13].Lifestyle, environmental and genetic risk factors are likely responsible for the ethnic variation in NAFLD prevalence. One such genetic factor is the patatin-like phospholipase domain-containing-3 (PNPLA3) gene. PNPLA3 single-nucleotide polymorphisms (SNPs) rs738409 and rs2281135 are strongly associated with hepatic fat content [14–17] and elevated liver aminotransferase levels [18, 19]. An association between PNPLA3 rs738409 and cirrhosis or advanced fibrosis was also reported in patients with NAFLD , alcoholic liver disease [21, 22] or chronic hepatitis C [23, 24]. The association with cirrhosis has been confirmed using meta-analysis . In this study, we aimed to determine the prevalence and associated clinical features of cirrhosis and advanced fibrosis in Hispanics in South Texas. To that end, we interrogated a community-based Hispanic cohort in the US-Mexico Border region, the Cameron County Hispanic Cohort (CCHC). The CCHC is a ‘Framingham-like’ cohort of a Mexican-American community, recruited from households, that was initiated in 2004 . The prevalence of obesity (51%), diabetes (28%) and elevated liver enzymes (39%) is particularly high in this community [26–28].
Materials and Methods
Data Sources and Subject Parameters
The Cameron County Hispanic Cohort (CCHC) is the data source for this analysis . Our analysis was performed on CCHC data collected from Jan 29, 2004 to April 18, 2015 and included 2466 participants from the cities of Brownsville and Harlingen, Texas. The study was approved by the Committee for the Protection of Human Subjects of the University of Texas Health Science Center at Houston as HSC-SPH-03-007-B. Written informed consent was given by participants for their clinical records to be used in this study. Aspartate transaminase (AST) to Platelet Ratio Index (APRI) score was calculated as follows: (AST/upper-limit of normal)/platelet count X 100. Upper-limit of normal AST used for calculation was 33IU/L . When participants have APRI scores from multiple visits, data from the last visit were used for the analysis. Diabetes was defined as fasting blood glucose ≥126mg/dl or history of use of diabetic medication. Obesity was defined as a body mass index (BMI) ≥30kg/m2. Central obesity was defined as waist circumference ≥ 102cm for men and ≥ 88cm for women. We defined excess alcohol consumption as >2 drinks/d for men and >1 drink/d for women within 1 year before the completion of data collection . A total of 961 participants were tested for hepatitis C and were defined as positive if they had a positive test for antibody to hepatitis C as measured using the ORTHO® HCV Version 3.0 Test system (Ortho-Clinical Diagnostics, Raritan, NJ). All other laboratory tests reported were measured at a CLIA approved community reference laboratory except for insulin, which was measured in the laboratory using Elisa assays (Mercodia®, Uppsala, Sweden). PNPLA3 rs2281135 and rs738409 SNPs were genotyped in 1090 participants by TaqMan 5'-nuclease assays using two predesigned TaqMan probes (Applied Biosystems, Foster City, CA, C_7241_10 for rs738409 and C_15875080_10 for rs2281135). Genotyping was performed on a ViiA7 Real time PCR system (Applied Biosystems, Foster City, CA).
The analysis took into account the study design and used age- and gender-adjusted sampling weights to scale the sample to the underlying population. In the analysis, we also accounted for clustering effect among participants from the same household. Categorical variables for demographic and clinical characteristics were summarized in weighted percentages, and continuous variables were summarized using weighted means, standard errors and medians. The Rao-Scott design-adjusted chi-square test was used to test for equality of proportions of categorical variables between the cirrhotic and non-cirrhotic participants. Univariable survey-weighted logistic regression analyses were performed to assess the effects of continuous variables on cirrhosis status. Multivariable weighted data analyses were conducted using mixed effect logistic regression models that account for correlations among survey-weighted observations within/between multiple cluster levels. Multicollinearity and interaction effects between the independent variables and potential confounders were examined while developing multivariable models. ANOVA was used to test association between APRI score and 2 PNPLA3 SNPs (rs2281135 and rs738409). Multiple pairwise comparisons were evaluated by Tukey's test. PNPLA3 SNPs rs2281135 and rs738409 were highly correlated (r = 0.91) and separate survey-weighted logistic regression models were created using rs738409. Each SNP was considered as categorical variables with 3 categories (WT allele, 1 risk allele and 2 risk alleles). Population Attributable fraction (PAF) is an estimate of the burden of the disease in the population that could be avoided if the exposure to a specific risk factor was reduced or eliminated. Based on the final multivariable weighted logistic regression models adjusted attributable fractions were derived for each of the factors of interest included in the models. The category-specific attributable risk fraction was estimated by where ORi is the i-th category specific weighted adjusted odds ratio for cirrhosis calculated based on the logistic regression model and pi is the weighted proportion of all cases of cirrhosis falling into i-th exposure level of a categorical variable with k levels and reference level denoted by i = 1. The category-specific attributable risk factor for the unexposed group (i = 1) is 0 since ORi is 1 by definition. The total population attributable risk fraction for a categorical variable with k levels was estimated by . A two-sided test with P<0.05 was considered significant for all analyses. All statistical analyses were conducted using SAS 9.4 (SAS Institute, Inc., Cary, North Carolina).
Prevalence of Cirrhosis in Hispanics in Cameron County
The prevalence of cirrhosis in Hispanics in Cameron County was determined using the Aspartate transaminase (AST) to Platelet Ratio Index (APRI) score ≥2. Using this approach, the overall prevalence of cirrhosis in Cameron County was estimated as 0.94% (Fig 1A). High prevalence (1.28%) was observed in the 45–54 age group in our study group. However, the highest prevalence (1.92%) was observed in the 25–34 age group. This high prevalence in the young age group was mostly contributed by males (Fig 1A).
Demographic, Clinical and Laboratory Variables by Cirrhosis Status
The demographic, clinical and laboratory features of the participants with cirrhosis (Table 1) included higher levels of liver enzymes, insulin and glucose and significantly lower levels of high density lipoprotein (HDL). Cirrhosis also affected Hispanic females in South Texas. Cirrhosis was also present in a younger age group in Hispanics in the CCHC (mean = 45 years). Among the known risk factors associated with cirrhosis, 11.4% of the participants with cirrhosis reported excess alcohol consumption and 14.2% had hepatitis C.
Prevalence of Cirrhosis or Advanced Fibrosis in Hispanics in Cameron County
Two large meta-analyses have reported that using APRI≥2, the sensitivity and specificity to detect cirrhosis are 31–46% and 89–91%, whereas when using APRI≥1, the sensitivity increases to 66–76% with a slight decrease in specificity [31, 32]. Using APRI≥1 will also identify some subjects with advanced fibrosis. We therefore expanded our analysis to cirrhosis/advanced fibrosis in Hispanics in Cameron County by using APRI≥1. The overall prevalence of cirrhosis/advanced fibrosis was 3.54% (Fig 1B). While the highest prevalence was observed in participants older than 65 years old (4.91%), high prevalence was also observed in the 25–34 age group (4.65%). With the exception of the 45–54 age group in which the prevalence was 3.05% in females, the prevalence was significantly higher in males than in females in all age groups. The overall prevalence was 5.9% in males and 1.72% in females. The demographic, clinical and laboratory features of the participants with cirrhosis/advanced fibrosis are presented in Table 2. Participants with cirrhosis/advanced fibrosis were more likely to be male, to have diabetes, to present with higher BMI, waist circumference, fasting triglyceride, glucose and insulin levels. Participants with cirrhosis/advanced fibrosis were also most likely to have hepatitis C (7.3%). Females with cirrhosis/advanced fibrosis had higher HCV prevalence (11.5%) and presented with significantly higher bilirubin levels (Table 2). In contrast, hyperlipidemia was observed only in males (Table 2).
Factors Associated with Cirrhosis and Advanced Fibrosis based on Multivariable Logistic Regression Analysis
To determine the factors independently associated with cirrhosis (APRI≥2) or cirrhosis/advanced fibrosis (APRI≥1), multivariable logistic regression analysis was performed. Hepatitis C (adjusted Odds Ratio (OR) = 23.47 (95% CI = 3.14–175.41) p = 0.002), diabetes (adjusted OR = 6.19 (95% CI = 0.96–39.85) p = 0.06), excess alcohol consumption (adjusted OR = 3.98 (95% CI = 0.95–16.64) p = 0.06) and central obesity (adjusted OR = 4.18 (95% CI = 0.43–40.59) p = 0.22) were associated with cirrhosis (Table 3). In the context of cirrhosis/advanced fibrosis, independent risk factors were hepatitis C (adjusted OR = 53.70 (95% CI = 4.97–580.48) p = 0.001), diabetes (adjusted OR = 5.09 (95% CI = 1.77–14.67) p = 0.003), central obesity (adjusted OR = 5.40 (95% CI = 1.11–26.33) p = 0.04) and male gender (adjusted OR = 8.03 (95% CI = 2.48–26.01) p < .001) (Table 3). Excess alcohol consumption was not found as a statistically significant risk factor for cirrhosis/advanced fibrosis in this population. BMI was also not found as an independent risk factor for cirrhosis nor advanced fibrosis. Approximately 35.4% of cirrhosis and 34.4% of cirrhosis/advanced fibrosis could be attributed to diabetes (Table 3). Remarkably, 52.5% of cirrhosis and 65.3% of cirrhosis/advanced fibrosis could be attributed to central obesity (Table 3).
Patatin-like phospholipase domain-containing-3 (PNPLA3) SNPs
Since PNPLA3 SNP rs738409 has been reported to be associated with liver fibrosis and PNPLA3 SNPs rs738409 and rs2281135 have been associated with elevated transaminases in CCHC participants, correlation analysis between these two SNPs and APRI scores was performed. Overall, 47.5% of the participants with predicted cirrhosis carried 2 risk alleles of PNPLA3 SNP rs2281135 compared to 21.2% of the non-cirrhotic participants (p = 0.03). Similarly, 49.1% of the participants with predicted cirrhosis carried 2 risk alleles of PNPLA3 SNP rs738409 compared to 25.7% in non-cirrhotic group, although the difference did not reach significance (Fig 2A). There were significantly more participants in the cirrhosis/advanced fibrosis group who carried 2 risk alleles of both SNPs compared to participants with no predicted advanced fibrosis (35.0% vs 20.0% for SNP rs2281135; p = 0.01 and 39.6% vs 24.4% for SNP rs738409; p = 0.02) (Fig 2A). Participants with 2 PNPLA3 rs2281135 risk alleles had significantly higher APRI scores (0.74±0.07) compared to participants carrying no (0.45±0.02) or 1 (0.55±0.04) risk allele (p < .001 and p = 0.01, respectively) (Fig 2B). Similarly, participants with 2 PNPLA3 rs738409 risk alleles had significantly higher APRI scores (0.72±0.06) compared to participants carrying no (0.44±0.02) or 1 (0.54±0.04) risk allele (p < .001 and p = 0.01, respectively (Fig 2C). Age was found to be a significant effect modifier of the relationship between rs738409 and cirrhosis/advanced fibrosis status (p < .001). Odds of cirrhosis/advanced fibrosis status for 2 risk alleles were significantly higher than those for 1 risk allele in participants >50 years old (adjusted OR = 7.83) based on the multivariable logistic regression model (Fig 2D).
(A) PNPLA3 SNPs genotype distribution according to cirrhosis (APRI cutoff of 2) and cirrhosis/advanced fibrosis (APRI cutoff of 1) status. APRI scores in CCHC participants carrying PNPLA3 rs2281135 (B) and rs738409 (C) SNPs. (D) Association between PNPLA3 rs738409 and cirrhosis/advanced fibrosis (APRI cutoff of 1) based on multivariable logistic regression model. APRI = Aspartate transaminase to Platelet Ratio Index; SNP = single-nucleotide polymorphisms; PNPLA3 = patatin-like phospholipase domain-containing-3; CCHC = Cameron County Hispanic Cohort.
Risk Factor Synergy in Participants with Cirrhosis/Advanced Fibrosis
Finally, we characterized the presence of the identified risk factors (diabetes, central obesity, hepatitis C, excess alcohol consumption, and 2 PNPLA3 risk alleles) in each of the individuals that had APRI≥1. While at least one of these risk factors was present in all females, none were identified in 13% of males. These males were young with a median age of 32 years. The most common single risk factor observed in individuals with cirrhosis/advanced fibrosis was central obesity accounting for 13% of males and 11.6% in females. These individuals with central obesity as the single observed risk factor were older with a median age of 54.5 years (Table 4). The combination of central obesity and diabetes was observed in 21.4% of males and in 30.2% of females. Interestingly, the combination of central obesity and excess alcohol consumption in males led to the development of cirrhosis/advanced fibrosis at a significantly younger age (median 30 years) compared to central obesity alone (p = 0.02) or central obesity and diabetes combined (p = 0.01) (Table 4). In females, an additive effect between central obesity and 2 PNPLA3 risk alleles was observed with 51.2% showing both risks regardless of the presence of diabetes (Table 4).
This is the first study to estimate the prevalence of cirrhosis in Hispanic adults in the US, focusing here on Hispanics in South Texas. To that end, we investigated a community-based Hispanic cohort in Cameron County. First, we applied a strategy recently employed to estimate the prevalence of cirrhosis in the general US population, using a non-invasive scoring system (APRI ≥2) . In addition to this direct comparison to national data, we also used a APRI ≥1 to enhance sensitivity for detecting cirrhosis, supported by the findings of two large meta-analyses [31, 32].
Overall, we observed a 4-fold higher prevalence of cirrhosis in Hispanics in South Texas compared to the general US population. Several features of liver cirrhosis specific to this population compared to the overall US population were identified. The national prevalence steadily increased with age and peaked at 0.57% in those between 45 and 54 years old .Similarly, higher prevalence (1.28%) was observed in the 45–54 age group in our study group. However, in contrast to the national study, the highest prevalence (1.92%) was observed in the 25–34 age group. This high prevalence in the young age group was mostly contributed by males. In addition, while 72.7% of participants with predicted cirrhosis in the US were males, Hispanic females in South Texas were significantly affected Similarly, while viral hepatitis accounts for 46.7% of cirrhosis in the US population , it accounts for only 13.6% of cirrhosis among Hispanics in South Texas. Finally, a strikingly high prevalence of cirrhosis was observed in young Hispanics males (3.64% in 25–34 age group) while older age is an independent risk factor for cirrhosis in the national study. The early onset of cirrhosis in Hispanics is consistent with a previous epidemiological report . Development of cirrhosis in patients under age 35 has been suggested to be related to adolescent onset of alcohol and parenteral heroin abuse . The status of intravenous drug use and alcohol intake in adolescents in this cohort are currently unknown. Hispanics are the ethnic group with the highest prevalence of NAFLD in children and adolescents  and cases of children with NAFLD who develop cirrhosis in young adulthood have been reported . While the prevalence of pediatric NAFLD in this population is currently unknown, a study performed on 325 high school students in Cameron County showed that 40% of these adolescents had high waist circumference and 27% exhibited insulin resistance .
A main finding of our study is the major contribution of central obesity to cirrhosis/advanced fibrosis in Hispanics in South Texas. While an association between central obesity and fibrosis progression in the setting of NAFLD has been previously suggested [37, 38], this is the first report identifying central obesity as the most frequent risk factor associated with cirrhosis/advanced fibrosis in a population. Remarkably, males with both central obesity and excess alcohol consumption presented with cirrhosis/advanced fibrosis at a significantly younger age (median age: 30) than males with central obesity alone or with central obesity and diabetes, suggesting for the first time a synergistic effect between central obesity and excess alcohol consumption. For 13% of males with predicted advanced fibrosis, no known risk factor was identified. These participants were also young (median age: 32). We can speculate that alcohol consumption was underestimated in this group and that these participants may have a history of central obesity in adolescence or earlier.
Genetic factors are involved in the development of liver cirrhosis  and we found a correlation between increased APRI scores and 2 risk alleles of PNPLA3 SNPs in the CCHC. Based on multivariable analysis, the carrier of 2 risk alleles of these SNPs was identified as an independent risk factor associated with cirrhosis/advanced fibrosis. Our findings are consistent with a study by Krawczyk et al. in a cohort of 899 European patients with chronic liver diseases, where homo-and heterozygous carriers of the G allele of rs738409 were at increased risk for developing cirrhosis and advanced fibrosis . Besides PNPLA3, other genetic factors are involved in cirrhosis or fibrosis progression. In NAFLD patients, carriers of the minor allele of non-synonymous SNP rs58542926 in transmembrane 6 superfamily member 2 (TM6SF2) were found to have an increased prevalence of advanced fibrosis . Moreover, a cirrhosis risk score consisting of SNPs in 7 genes (AP3S2, AQP2, AZIN1, DEGS1, STXBP5L, TLR4, and TRPM5) has been shown to predict fibrosis progression in HCV infected patients [42, 43]. Whether additional genetic factors influence the risk of fibrosis in the CCHC remains an area for future study.
This study has several limitations. The identification of cohort subjects with advanced fibrosis or cirrhosis is based on using a non-invasive marker APRI that has not been validated in population cohorts. APRI has been primarily validated among patients with chronic liver disease and there can be reasons for false-positive APRI elevations in a population-based sample including drug induced liver injury, acute alcoholic hepatitis or non-cirrhosis related thrombocytopenia. In addition, HCV and HBV were tested in 50% of the cohort participants. The missing data could therefore affect the PAF analysis when estimating the contribution of these factors to liver cirrhosis or cirrhosis/advanced fibrosis.
Liver cancer is the fastest growing cause of cancer-related mortality in the United States. Liver cirrhosis is the most common risk factor for hepatocellular carcinoma (HCC) and therefore the risk factors for HCC and cirrhosis largely overlap. These include genetic factors such as PNPLA3. PNPLA3 rs738409 2 risk alleles has been identified a risk factor for developing HCC associated with NAFLD , alcoholic liver disease  or chronic HCV infection [46, 47].The role of central obesity as a risk for HCC is also emerging as shown in a large European study . The high prevalence of cirrhosis in Hispanics in South Texas seems to correlate with the high prevalence of HCC in this population. Recent reports showed that the incidence of HCC is the highest among Hispanics in South Texas [49, 50]. In Cameron County, liver cancer ranked third among cancers in males and sixth in females based on self-reported data . Because the survival rate of HCC is dismal, it is critical to identify those at high risk and enroll them in surveillance and prevention programs. Our study can therefore contribute to that effort. Affordable non-invasive diagnostic means to detect and stage liver fibrosis are urgently needed for this underserved population.
We found an overall prevalence of 0.94% for cirrhosis and of 3.54% for cirrhosis/advanced fibrosis in the CCHC. This high prevalence of cirrhosis and advanced fibrosis in South Texas affects in particular young Hispanic men. The majority of cirrhosis and advanced fibrosis risk was contributed by central obesity and diabetes. Synergistic effects were also observed between central obesity and excess alcohol consumption. These findings are an important first step in developing interventions to reduce liver disease burden in this underserved population. Public health efforts are needed to understand the unique pattern of cirrhosis and advanced fibrosis in Hispanics in South Texas, to reduce this disease burden and to identify those to whom HCC surveillance may be targeted.
The authors thank the cohort recruitment team, particularly Rocio Uribe who manages the Clinical Research Unit and is the cohort project manager. The authors also thank Marcela Morris and Israel Hernandez for the samples and database management.
Conceived and designed the experiments: LB MBF SPF JBM. Performed the experiments: JJ GPW. Analyzed the data: JJ GPW MJL MHR KPV JJP. Wrote the paper: JJ LB. Obtained funding: LB SPF.
- 1. Jiao J, Friedman SL, Aloman C. Hepatic fibrosis. Curr Opin Gastroenterol. 2009;25(3):223–229. pmid:19396960
- 2. Hernandez-Gea V, Friedman SL. Pathogenesis of liver fibrosis. Annual review of pathology. 2011;6:425–456. pmid:21073339
- 3. Mokdad AA, Lopez AD, Shahraz S, Lozano R, Mokdad AH, Stanaway J, et al. Liver cirrhosis mortality in 187 countries between 1980 and 2010: a systematic analysis. BMC Med. 2014;12(1):145.
- 4. Hernandez-Gea V, Toffanin S, Friedman SL, Llovet JM. Role of the microenvironment in the pathogenesis and treatment of hepatocellular carcinoma. Gastroenterology. 2013;144(3):512–527. pmid:23313965
- 5. Schuppan D, Afdhal NH. Liver cirrhosis. Lancet. 2008;371(9615):838–851. pmid:18328931
- 6. Scaglione S, Kliethermes S, Cao G, Shoham D, Durazo R, Luke A, et al. The Epidemiology of Cirrhosis in the United States: A Population-based Study. J Clin Gastroenterol. 2015;49(8):690–696. pmid:25291348
- 7. Koehler EM, Plompen EP, Schouten JN, Hansen BE, Darwish Murad S, Taimr P, et al. Presence of Diabetes Mellitus and Steatosis is Associated with Liver Stiffness in a General Population: The Rotterdam Study. Hepatology. 2015. Jul.15.
- 8. Sajja KC, Mohan DP, Rockey DC. Age and ethnicity in cirrhosis. Journal of investigative medicine: the official publication of the American Federation for Clinical Research. 2014;62(7):920–926.
- 9. Heron M. Deaths: leading causes for 2010. National vital statistics reports: from the Centers for Disease Control and Prevention, National Center for Health Statistics, National Vital Statistics System. 2013;62(6):1–96.
- 10. Carrion AF, Ghanta R, Carrasquillo O, Martin P. Chronic liver disease in the Hispanic population of the United States. Clin Gastroenterol Hepatol. 2011;9(10):834–841; quiz e109-10. pmid:21628000
- 11. Browning JD, Szczepaniak LS, Dobbins R, Nuremberg P, Horton JD, Cohen JC, et al. Prevalence of hepatic steatosis in an urban population in the United States: impact of ethnicity. Hepatology. 2004;40(6):1387–1395. pmid:15565570
- 12. Weston SR, Leyden W, Murphy R, Bass NM, Bell BP, Manos MM, et al. Racial and ethnic distribution of nonalcoholic fatty liver in persons with newly diagnosed chronic liver disease. Hepatology. 2005;41(2):372–379. pmid:15723436
- 13. Williams CD, Stengel J, Asike MI, Torres DM, Shaw J, Contreras M, et al. Prevalence of nonalcoholic fatty liver disease and nonalcoholic steatohepatitis among a largely middle-aged population utilizing ultrasound and liver biopsy: a prospective study. Gastroenterology. 2011;140(1):124–131. pmid:20858492
- 14. Romeo S, Kozlitina J, Xing C, Pertsemlidis A, Cox D, Pennacchio LA, et al. Genetic variation in PNPLA3 confers susceptibility to nonalcoholic fatty liver disease. Nat Genet. 2008;40(12):1461–1465. pmid:18820647
- 15. Li Y, Xing C, Cohen JC, Hobbs HH. Genetic variant in PNPLA3 is associated with nonalcoholic fatty liver disease in China. Hepatology. 2012;55(1):327–328. pmid:21898508
- 16. Xu R, Tao A, Zhang S, Deng Y, Chen G. Association between patatin-like phospholipase domain containing 3 gene (PNPLA3) polymorphisms and nonalcoholic fatty liver disease: a HuGE review and meta-analysis. Scientific reports. 2015;5:9284. pmid:25791171
- 17. Sookoian S, Pirola CJ. Meta-analysis of the influence of I148M variant of patatin-like phospholipase domain containing 3 gene (PNPLA3) on the susceptibility and histological severity of nonalcoholic fatty liver disease. Hepatology. 2011;53(6):1883–1894. pmid:21381068
- 18. Li Q, Qu HQ, Rentfro AR, Grove ML, Mirza S, Lu Y, et al. PNPLA3 polymorphisms and liver aminotransferase levels in a Mexican American population. Clinical and investigative medicine Medecine clinique et experimentale. 2012;35(4):E237–245. pmid:22863562
- 19. Yuan X, Waterworth D, Perry JR, Lim N, Song K, Chambers JC, et al. Population-based genome-wide association studies reveal six loci influencing plasma levels of liver enzymes. Am J Hum Genet. 2008;83(4):520–528. pmid:18940312
- 20. Valenti L, Al-Serri A, Daly AK, Galmozzi E, Rametta R, Dongiovanni P, et al. Homozygosity for the patatin-like phospholipase-3/adiponutrin I148M polymorphism influences liver fibrosis in patients with nonalcoholic fatty liver disease. Hepatology. 2010;51(4):1209–1217. pmid:20373368
- 21. Tian C, Stokowski RP, Kershenobich D, Ballinger DG, Hinds DA. Variant in PNPLA3 is associated with alcoholic liver disease. Nat Genet. 2010;42(1):21–23. pmid:19946271
- 22. Trepo E, Gustot T, Degre D, Lemmers A, Verset L, Demetter P, et al. Common polymorphism in the PNPLA3/adiponutrin gene confers higher risk of cirrhosis and liver damage in alcoholic liver disease. Journal of hepatology. 2011;55(4):906–912. pmid:21334404
- 23. Trepo E, Pradat P, Potthoff A, Momozawa Y, Quertinmont E, Gustot T, et al. Impact of patatin-like phospholipase-3 (rs738409 C>G) polymorphism on fibrosis progression and steatosis in chronic hepatitis C. Hepatology. 2011;54(1):60–69. pmid:21488075
- 24. Huang CF, Dai CY, Yeh ML, Huang CI, Tai CM, Hsieh MH, et al. Association of diabetes and PNPLA3 genetic variants with disease severity of patients with chronic hepatitis C virus infection. Journal of hepatology. 2015;62(3):512–518. pmid:25457210
- 25. Shen JH, Li YL, Li D, Wang NN, Jing L, Huang YH. The rs738409 (I148M) variant of the PNPLA3 gene and cirrhosis: a meta-analysis. J Lipid Res. 2015;56(1):167–175. pmid:25378656
- 26. Fisher-Hoch SP, Rentfro AR, Salinas JJ, Perez A, Brown HS, Reininger BM, et al. Socioeconomic status and prevalence of obesity and diabetes in a Mexican American community, Cameron County, Texas, 2004–2007. Preventing chronic disease. 2010;7(3):A53. pmid:20394692
- 27. Pan JJ, Qu HQ, Rentfro A, McCormick JB, Fisher-Hoch SP, Fallon MB. Prevalence of metabolic syndrome and risks of abnormal serum alanine aminotransferase in Hispanics: a population-based study. PLoS One. 2011;6(6):e21515. pmid:21720553
- 28. Fisher-Hoch SP, Vatcheva KP, Rahbar MH, McCormick JB. Undiagnosed Diabetes and Pre-Diabetes in Health Disparities. PLoS One. 2015;10(7):e0133135. pmid:26186342
- 29. Wai CT, Greenson JK, Fontana RJ, Kalbfleisch JD, Marrero JA, Conjeevaram HS, et al. A simple noninvasive index can predict both significant fibrosis and cirrhosis in patients with chronic hepatitis C. Hepatology. 2003;38(2):518–526. pmid:12883497
- 30. U.S. Department of Agriculture and U.S. Department of Health and Human Services. Diatery Guidelines for Americans. 2010. 7th edition. Available: http://www.health.gov/dietaryguidelines/dga2010/dietaryguidelines2010.pdf.
- 31. Xiao G, Yang J, Yan L. Comparison of diagnostic accuracy of aspartate aminotransferase to platelet ratio index and fibrosis-4 index for detecting liver fibrosis in adult patients with chronic hepatitis B virus infection: a systemic review and meta-analysis. Hepatology. 2015;61(1):292–302. pmid:25132233
- 32. Lin ZH, Xin YN, Dong QJ, Wang Q, Jiang XJ, Zhan SH, et al. Performance of the aspartate aminotransferase-to-platelet ratio index for the staging of hepatitis C-related fibrosis: an updated meta-analysis. Hepatology. 2011;53(3):726–736. pmid:21319189
- 33. Novick DM, Enlow RW, Gelb AM, Stenger RJ, Fotino M, Winter JW, et al. Hepatic cirrhosis in young adults: association with adolescent onset of alcohol and parenteral heroin abuse. Gut. 1985;26(1):8–13. pmid:3855296
- 34. Marzuillo P, Miraglia del Giudice E, Santoro N. Pediatric fatty liver disease: role of ethnicity and genetics. World journal of gastroenterology: WJG. 2014;20(23):7347–7355. pmid:24966605
- 35. Feldstein AE, Charatcharoenwitthaya P, Treeprasertsuk S, Benson JT, Enders FB, Angulo P. The natural history of non-alcoholic fatty liver disease in children: a follow-up study for up to 20 years. Gut. 2009;58(11):1538–1544. pmid:19625277
- 36. Rentfro AR, Nino JC, Pones RM, Innis-Whitehouse W, Barroso CS, Rahbar MH, et al. Adiposity, biological markers of disease, and insulin resistance in Mexican American adolescents, 2004–2005. Preventing chronic disease. 2011;8(2):A40. pmid:21324254
- 37. Manco M, Bedogni G, Marcellini M, Devito R, Ciampalini P, Sartorelli MR, et al. Waist circumference correlates with liver fibrosis in children with non-alcoholic steatohepatitis. Gut. 2008;57(9):1283–1287. pmid:18218674
- 38. van der Poorten D, Milner KL, Hui J, Hodge A, Trenell MI, Kench JG, et al. Visceral fat: a key mediator of steatohepatitis in metabolic liver disease. Hepatology. 2008;48(2):449–457. pmid:18627003
- 39. Anstee QM, Day CP. The genetics of NAFLD. Nature reviews Gastroenterology & hepatology. 2013;10(11):645–655.
- 40. Krawczyk M, Grunhage F, Zimmer V, Lammert F. Variant adiponutrin (PNPLA3) represents a common fibrosis risk gene: non-invasive elastography-based study in chronic liver disease. Journal of hepatology. 2011;55(2):299–306. pmid:21168459
- 41. Liu YL, Reeves HL, Burt AD, Tiniakos D, McPherson S, Leathart JB, et al. TM6SF2 rs58542926 influences hepatic fibrosis progression in patients with non-alcoholic fatty liver disease. Nature communications. 2014;5:4309. pmid:24978903
- 42. Marcolongo M, Young B, Dal Pero F, Fattovich G, Peraro L, Guido M, et al. A seven-gene signature (cirrhosis risk score) predicts liver fibrosis progression in patients with initially mild chronic hepatitis C. Hepatology. 2009;50(4):1038–1044. pmid:19676127
- 43. Huang H, Shiffman ML, Friedman S, Venkatesh R, Bzowej N, Abar OT, et al. A 7 gene signature identifies the risk of developing cirrhosis in patients with chronic hepatitis C. Hepatology. 2007;46(2):297–306. pmid:17461418
- 44. Liu YL, Patman GL, Leathart JB, Piguet AC, Burt AD, Dufour JF, et al. Carriage of the PNPLA3 rs738409 C >G polymorphism confers an increased risk of non-alcoholic fatty liver disease associated hepatocellular carcinoma. Journal of hepatology. 2014;61(1):75–81. pmid:24607626
- 45. Trepo E, Guyot E, Ganne-Carrie N, Degre D, Gustot T, Franchimont D, et al. PNPLA3 (rs738409 C>G) is a common risk variant associated with hepatocellular carcinoma in alcoholic cirrhosis. Hepatology. 2012;55(4):1307–1308. pmid:22162034
- 46. Nakaoka K, Hashimoto S, Kawabe N, Nitta Y, Murao M, Nakano T, et al. PNPLA3 I148M associations with liver carcinogenesis in Japanese chronic hepatitis C patients. SpringerPlus. 2015;4:83. pmid:25713769
- 47. Trepo E, Nahon P, Bontempi G, Valenti L, Falleti E, Nischalke HD, et al. Association between the PNPLA3 (rs738409 C>G) variant and hepatocellular carcinoma: Evidence from a meta-analysis of individual participant data. Hepatology. 2014;59(6):2170–2177. pmid:24114809
- 48. Schlesinger S, Aleksandrova K, Pischon T, Fedirko V, Jenab M, Trepo E, et al. Abdominal obesity, weight gain during adulthood and risk of liver and biliary tract cancer in a European cohort. International journal of cancer Journal international du cancer. 2013;132(3):645–657. pmid:22618881
- 49. Albano JD, Ward E, Jemal A, Anderson R, Cokkinides VE, Murray T, et al. Cancer mortality in the United States by education level and race. J Natl Cancer Inst. 2007;99(18):1384–1394. pmid:17848670
- 50. Ramirez AG, Weiss NS, Holden AE, Suarez L, Cooper SP, Munoz E, et al. Incidence and risk factors for hepatocellular carcinoma in Texas Latinos: implications for prevention research. PLoS One. 2012;7(4):e35573. pmid:22530052
- 51. Garza A, Vatcheva KP, Pan JJ, Rahbar MH, Fallon MB, McCormick JB, et al. Liver and Other Gastrointestinal Cancers Are Frequent in Mexican Americans. Journal of Racial and Ethnic Health Disparities. 2015 Mar.28;