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2.
Mol Psychiatry ; 23(2): 422-433, 2018 02.
Article in English | MEDLINE | ID: mdl-27843151

ABSTRACT

The lack of reliable measures of alcohol intake is a major obstacle to the diagnosis and treatment of alcohol-related diseases. Epigenetic modifications such as DNA methylation may provide novel biomarkers of alcohol use. To examine this possibility, we performed an epigenome-wide association study of methylation of cytosine-phosphate-guanine dinucleotide (CpG) sites in relation to alcohol intake in 13 population-based cohorts (ntotal=13 317; 54% women; mean age across cohorts 42-76 years) using whole blood (9643 European and 2423 African ancestries) or monocyte-derived DNA (588 European, 263 African and 400 Hispanic ancestry) samples. We performed meta-analysis and variable selection in whole-blood samples of people of European ancestry (n=6926) and identified 144 CpGs that provided substantial discrimination (area under the curve=0.90-0.99) for current heavy alcohol intake (⩾42 g per day in men and ⩾28 g per day in women) in four replication cohorts. The ancestry-stratified meta-analysis in whole blood identified 328 (9643 European ancestry samples) and 165 (2423 African ancestry samples) alcohol-related CpGs at Bonferroni-adjusted P<1 × 10-7. Analysis of the monocyte-derived DNA (n=1251) identified 62 alcohol-related CpGs at P<1 × 10-7. In whole-blood samples of people of European ancestry, we detected differential methylation in two neurotransmitter receptor genes, the γ-Aminobutyric acid-A receptor delta and γ-aminobutyric acid B receptor subunit 1; their differential methylation was associated with expression levels of a number of genes involved in immune function. In conclusion, we have identified a robust alcohol-related DNA methylation signature and shown the potential utility of DNA methylation as a clinically useful diagnostic test to detect current heavy alcohol consumption.


Subject(s)
Alcohol Drinking/genetics , Alcohol-Related Disorders/genetics , DNA Methylation/drug effects , Adult , Aged , Alcohol Drinking/metabolism , Alcohol-Related Disorders/metabolism , Biomarkers/blood , Black People/genetics , CpG Islands/genetics , Epigenesis, Genetic , Ethanol/blood , Ethanol/metabolism , Female , Genome-Wide Association Study , Humans , Male , Middle Aged , White People/genetics
3.
Nutr Metab Cardiovasc Dis ; 27(3): 225-233, 2017 Mar.
Article in English | MEDLINE | ID: mdl-28139377

ABSTRACT

BACKGROUND AND AIMS: Adiponectin, an adipose-secreted protein that has been linked to insulin sensitivity, plasma lipids, and inflammatory patterns, is an established biomarker for metabolic health. Despite clinical relevance and high heritability, the determinants of plasma adiponectin levels remain poorly understood. METHODS AND RESULTS: We conducted the first epigenome-wide cross-sectional study of adiponectin levels using methylation data on 368,051 cytosine-phosphate-guanine (CpG) sites in CD4+ T-cells from the Genetics of Lipid Lowering Drugs and Diet Network (GOLDN, n = 991). We fit linear mixed models, adjusting for age, sex, study site, T-cell purity, and family. We have identified a positive association (regression coefficient ± SE = 0.01 ± 0.001, P = 3.4 × 10-13) between plasma adiponectin levels and methylation of a CpG site in CPT1A, a key player in fatty acid metabolism. The association was replicated (n = 474, P = 0.0009) in whole blood samples from the Amish participants of the Heredity and Phenotype Intervention (HAPI) Heart Study as well as White (n = 592, P = 0.0005) but not Black (n = 243, P = 0.18) participants of the Bogalusa Heart Study (BHS). The association remained significant upon adjusting for BMI and smoking in GOLDN and HAPI but not BHS. We also identified associations between methylation loci in RNF145 and UFM1 and plasma adiponectin in GOLDN and White BHS participants, although the association was not robust to adjustment for BMI or smoking. CONCLUSION: We have identified and replicated associations between several biologically plausible loci and plasma adiponectin. These findings support the importance of epigenetic processes in metabolic traits, laying the groundwork for future translational applications.


Subject(s)
Adiponectin/blood , Carnitine O-Palmitoyltransferase/genetics , DNA Methylation , Epigenesis, Genetic , Adult , Black or African American/genetics , CpG Islands , Cross-Sectional Studies , Epigenomics/methods , Female , Genetic Association Studies , Genotype , Humans , Male , Middle Aged , Phenotype , Proteins/genetics , United States/epidemiology , White People/genetics
4.
Hum Mol Genet ; 25(20): 4556-4565, 2016 10 15.
Article in English | MEDLINE | ID: mdl-28173150

ABSTRACT

Lipid traits (total, low-density and high-density lipoprotein cholesterol, and triglycerides) are risk factors for cardiovascular disease. DNA methylation is not only an inherited but also modifiable epigenetic mark that has been related to cardiovascular risk factors. Our aim was to identify loci showing differential DNA methylation related to serum lipid levels. Blood DNA methylation was assessed using the Illumina Human Methylation 450 BeadChip. A two-stage epigenome-wide association study was performed, with a discovery sample in the REGICOR study (n = 645) and validation in the Framingham Offspring Study (n = 2,542). Fourteen CpG sites located in nine genes (SREBF1, SREBF2, PHOSPHO1, SYNGAP1, ABCG1, CPT1A, MYLIP, TXNIP and SLC7A11) and 2 intergenic regions showed differential methylation in association with lipid traits. Six of these genes and 1 intergenic region were new discoveries showing differential methylation related to total cholesterol (SREBF2), HDL-cholesterol (PHOSPHO1, SYNGAP1 and an intergenic region in chromosome 2) and triglycerides (MYLIP, TXNIP and SLC7A11). These CpGs explained 0.7%, 9.5% and 18.9% of the variability of total cholesterol, HDL cholesterol and triglycerides in the Framingham Offspring Study, respectively. The expression of the genes SREBF2 and SREBF1 was inversely associated with methylation of their corresponding CpGs (P-value = 0.0042 and 0.0045, respectively) in participants of the GOLDN study (n = 98). In turn, SREBF1 expression was directly associated with HDL cholesterol (P-value = 0.0429). Genetic variants in SREBF1, PHOSPHO1, ABCG1 and CPT1A were also associated with lipid profile. Further research is warranted to functionally validate these new loci and assess the causality of new and established associations between these differentially methylated loci and lipid metabolism.


Subject(s)
Cardiovascular Diseases/genetics , CpG Islands , DNA Methylation , Epigenesis, Genetic , Genetic Loci , Lipid Metabolism/genetics , ATP Binding Cassette Transporter, Subfamily G, Member 1/genetics , ATP Binding Cassette Transporter, Subfamily G, Member 1/metabolism , Amino Acid Transport System y+/genetics , Amino Acid Transport System y+/metabolism , Cardiovascular Diseases/enzymology , Cardiovascular Diseases/metabolism , Carnitine O-Palmitoyltransferase/genetics , Carnitine O-Palmitoyltransferase/metabolism , Carrier Proteins/genetics , Carrier Proteins/metabolism , Cholesterol/blood , Cholesterol/chemistry , Cholesterol/metabolism , Female , Genetic Association Studies , Genetic Predisposition to Disease , Humans , Male , Phosphoric Monoester Hydrolases/genetics , Phosphoric Monoester Hydrolases/metabolism , Sequence Analysis, DNA , Sterol Regulatory Element Binding Protein 1/genetics , Sterol Regulatory Element Binding Protein 1/metabolism , Sterol Regulatory Element Binding Protein 2/genetics , Sterol Regulatory Element Binding Protein 2/metabolism , Triglycerides/blood , Triglycerides/genetics , Triglycerides/metabolism , Ubiquitin-Protein Ligases/genetics , Ubiquitin-Protein Ligases/metabolism , ras GTPase-Activating Proteins/genetics , ras GTPase-Activating Proteins/metabolism
5.
Pharmacogenomics J ; 14(1): 48-53, 2014 Feb.
Article in English | MEDLINE | ID: mdl-23545897

ABSTRACT

Methotrexate (MTX) has emerged as first-line therapy for early moderate-to-severe rheumatoid arthritis (RA), but individual variation in treatment response remains unexplained. We tested the associations between 863 known pharmacogenetic variants and MTX response in 471 Treatment of Early Aggressive Rheumatoid Arthritis Trial participants with early RA. Efficacy and toxicity were modeled using multiple regression, adjusted for demographic and clinical covariates. Penalized regression models were used to test joint associations of markers and/or covariates with the outcomes. The strongest genetic associations with efficacy were in CHST11 (five markers with P<0.003), encoding carbohydrate (chondroitin 4) sulfotransferase 11. Top markers associated with MTX toxicity were in the cytochrome p450 genes CYP20A1 and CYP39A1, solute carrier genes SLC22A2 and SLC7A7, and the mitochondrial aldehyde dehydrogenase gene ALDH2. The selected markers explained a consistently higher proportion of variation in toxicity than efficacy. These findings could inform future development of personalized therapeutic approaches.


Subject(s)
Antirheumatic Agents/toxicity , Antirheumatic Agents/therapeutic use , Arthritis, Rheumatoid/drug therapy , Genetic Variation , Methotrexate/toxicity , Methotrexate/therapeutic use , Antirheumatic Agents/administration & dosage , Arthritis, Rheumatoid/genetics , Biomarkers/analysis , Female , Humans , Male , Methotrexate/administration & dosage , Middle Aged , Multivariate Analysis , Randomized Controlled Trials as Topic , Regression Analysis , Severity of Illness Index , Time Factors , Treatment Outcome
6.
Nutr Metab Cardiovasc Dis ; 23(10): 987-94, 2013 Oct.
Article in English | MEDLINE | ID: mdl-23149075

ABSTRACT

BACKGROUND AND AIMS: Adiponectin is an adipose-secreted protein that has been linked to changes in insulin sensitivity, high-density lipoprotein cholesterol levels, and inflammatory patterns. Although fenofibrate therapy can raise adiponectin levels, treatment response is heterogeneous and heritable, suggesting a role for genetic mediators. This is the first genome-wide association study of fenofibrate effects on circulating adiponectin. METHODS AND RESULTS: Plasma adiponectin was measured in participants of the Genetics of Lipid Lowering Drugs and Diet Network (n = 793) before and after a 3-week daily treatment with 160 mg of fenofibrate. Associations between variants on the Affymetrix Genome-Wide Human SNP Array 6.0 and adiponectin were assessed using mixed linear models, adjusted for age, sex, site, and family. We observed a statistically significant (P = 5 × 10⁻8) association between rs2384207 in 12q24, a region previously linked to several metabolic traits, and the fenofibrate-induced change in circulating adiponectin. Additionally, our genome-wide analysis of baseline adiponectin levels replicated the previously reported association with CDH13 and suggested novel associations with markers near the PCK1, ZBP1, TMEM18, and SCUBE1 genes. The findings from the single marker tests were corroborated in gene-based analyses. Biological pathway analyses suggested a borderline significant association between the EGF receptor signaling pathway and baseline adiponectin levels. CONCLUSIONS: We present preliminary evidence linking several biologically relevant genetic variants to adiponectin levels at baseline and in response to fenofibrate therapy. Our findings provide support for fine-mapping of the 12q24 region to investigate the shared biological mechanisms underlying levels of circulating adiponectin and susceptibility to metabolic disease.


Subject(s)
Adiponectin/blood , Cadherins/genetics , Chromosomes, Human, Pair 12 , Drug Resistance , Fenofibrate/pharmacology , Hypolipidemic Agents/pharmacology , Polymorphism, Single Nucleotide , Adiponectin/metabolism , Adipose Tissue, White/drug effects , Adipose Tissue, White/metabolism , Adult , Cadherins/metabolism , Female , Gene Frequency , Genome-Wide Association Study , Humans , Linkage Disequilibrium , Male , Middle Aged , Minnesota , Oligonucleotide Array Sequence Analysis , Siblings , Utah
7.
Front Genet ; 3: 72, 2012.
Article in English | MEDLINE | ID: mdl-22563332

ABSTRACT

Genetic variation in fatty acid desaturases (FADS) has previously been linked to long-chain polyunsaturated fatty acids (PUFAs) in adipose tissue and cardiovascular risk. The goal of our study was to test associations between six common FADS polymorphisms (rs174556, rs3834458, rs174570, rs2524299, rs174589, rs174627), intermediate cardiovascular risk factors, and non-fatal myocardial infarction (MI) in a matched population based case-control study of Costa Rican adults (n = 1756). Generalized linear models and multiple conditional logistic regression models were used to assess the associations of interest. Analyses involving intermediate cardiovascular risk factors and MI were also conducted in two replication cohorts, The Nurses' Health Study (n = 1200) and The Health Professionals Follow-Up Study (n = 1295). In the Costa Rica Study, genetic variation in the FADS cluster was associated with a robust linear decrease in adipose gamma-linolenic, arachidonic, and eicosapentaenoic fatty acids, and significant or borderline significant increases in the eicosadienoic, eicosatrienoic, and dihomo-gamma-linolenic fatty acids. However, the associations with adipose tissue fatty acids did not translate into changes in inflammatory biomarkers, blood lipids, or the risk of MI in the discovery or the replication cohorts. In conclusion, fatty acid desaturase polymorphisms impact long-chain PUFA biosynthesis, but their overall effect on cardiovascular health likely involves multiple pathways and merits further investigation.

8.
Eur J Clin Nutr ; 66(3): 353-9, 2012 Mar.
Article in English | MEDLINE | ID: mdl-22293571

ABSTRACT

BACKGROUND/OBJECTIVES: Elongases 2, 4 and 5, encoded by genes ELOVL2, ELOVL4 and ELOVL5, have a key role in the biosynthesis of very long chain polyunsaturated fatty acids (PUFAs). To date, few studies have investigated the associations between elongase polymorphisms and cardiovascular health. We investigated whether ELOVL polymorphisms are associated with adipose tissue fatty acids, serum lipids, inflammation and ultimately with nonfatal myocardial infarction (MI) in a Costa Rican population. SUBJECTS/METHODS: MI cases (n=1650) were matched to population-based controls (n=1650) on age, sex and area of residence. Generalized linear and multiple conditional logistic regression models were used to assess the associations between seven common ELOVL polymorphisms and cardiometabolic outcomes. Analyses were replicated in The Nurses' Health Study (n=1200) and The Health Professionals Follow-Up Study (n=1295). RESULTS: Variation in ELOVL2, ELOVL4 and ELOVL5 was not associated with adipose tissue fatty acids, intermediate cardiovascular risk factors or MI. In the Costa Rica study, the number of the minor allele copies at rs2294867, located in the ELOVL5 gene, was associated with an increase in total and LDL cholesterol (adjusted P-values=0.001 and <0.0001 respectively). Additionally, the number of the minor allele copies at rs761179, also located in the ELOVL5 gene, was significantly associated with an increase in total cholesterol (adjusted P-value=0.04). However, the observed associations were not replicated in independent populations. CONCLUSION: Common genetic variants in elongases are not associated with adipose tissue fatty acids, serum lipids, biomarkers of systemic inflammation, or the risk of MI.


Subject(s)
Acetyltransferases/genetics , Cardiovascular Diseases/genetics , Cholesterol/genetics , Fatty Acids, Unsaturated/genetics , Inflammation/genetics , Myocardial Infarction/genetics , Polymorphism, Genetic , Adipose Tissue/metabolism , Aged , Alleles , Case-Control Studies , Cholesterol/blood , Cholesterol, LDL/blood , Cholesterol, LDL/genetics , Costa Rica , Fatty Acid Elongases , Fatty Acids, Unsaturated/biosynthesis , Female , Genotype , Humans , Logistic Models , Male , Middle Aged , Phenotype , Risk Factors
9.
Nutr Metab Cardiovasc Dis ; 22(12): 1039-45, 2012 Dec.
Article in English | MEDLINE | ID: mdl-21549582

ABSTRACT

BACKGROUND AND AIMS: Despite their relatively high content of saturated fat, studies of dairy product intake and the risk of cardiovascular disease have often yielded null or inverse results. The use of fatty acid biomarkers to reflect dairy intake could elucidate this association. This study aims to evaluate the association between dairy intake, assessed by adipose pentadecanoic (15:0) and heptadecanoic (17:0) fatty acids and food frequency questionnaire (FFQ), and the risk of nonfatal myocardial infarction (MI), in a matched case-control study of Costa Rican adults (n=3630). METHODS AND RESULTS: The association was examined using conditional logistic regression, adjusted for potential confounders. The associations of adipose tissue 15:0 and 17:0 with the risk of MI were not statistically significant (for 15:0: multivariate-adjusted OR for 5th quintile vs. 1st=1.14 (95% CI=0.85, 1.53), p-value for linear trend=0.77; for 17:0: multivariate-adjusted OR for 5th quintile vs. 1st=1.15 (95% CI=0.88, 1.51), p-value for linear trend=0.18). The association between the FFQ measure of dairy intake and MI showed evidence of a possible threshold effect, with a protective association observed for all but the top quintile of the exposure distribution. CONCLUSION: Dairy product intake as assessed by adipose tissue 15:0, 17:0, and by FFQ is not associated with a linear increase in the risk of MI in the study population. It is possible that the adverse effect of saturated fat in dairy products on cardiovascular health is offset by presence of beneficial nutrients.


Subject(s)
Biomarkers/blood , Dairy Products , Diet , Dietary Fats/analysis , Fatty Acids/analysis , Myocardial Infarction/epidemiology , Adipose Tissue/chemistry , Aged , Case-Control Studies , Costa Rica/epidemiology , Female , Humans , Logistic Models , Male , Middle Aged , Motor Activity , Multivariate Analysis , Obesity/epidemiology , Risk Factors , Surveys and Questionnaires
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