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1.
Am J Epidemiol ; 188(6): 1033-1054, 2019 06 01.
Article in English | MEDLINE | ID: mdl-30698716

ABSTRACT

A person's lipid profile is influenced by genetic variants and alcohol consumption, but the contribution of interactions between these exposures has not been studied. We therefore incorporated gene-alcohol interactions into a multiancestry genome-wide association study of levels of high-density lipoprotein cholesterol, low-density lipoprotein cholesterol, and triglycerides. We included 45 studies in stage 1 (genome-wide discovery) and 66 studies in stage 2 (focused follow-up), for a total of 394,584 individuals from 5 ancestry groups. Analyses covered the period July 2014-November 2017. Genetic main effects and interaction effects were jointly assessed by means of a 2-degrees-of-freedom (df) test, and a 1-df test was used to assess the interaction effects alone. Variants at 495 loci were at least suggestively associated (P < 1 × 10-6) with lipid levels in stage 1 and were evaluated in stage 2, followed by combined analyses of stage 1 and stage 2. In the combined analysis of stages 1 and 2, a total of 147 independent loci were associated with lipid levels at P < 5 × 10-8 using 2-df tests, of which 18 were novel. No genome-wide-significant associations were found testing the interaction effect alone. The novel loci included several genes (proprotein convertase subtilisin/kexin type 5 (PCSK5), vascular endothelial growth factor B (VEGFB), and apolipoprotein B mRNA editing enzyme, catalytic polypeptide 1 (APOBEC1) complementation factor (A1CF)) that have a putative role in lipid metabolism on the basis of existing evidence from cellular and experimental models.


Subject(s)
Alcohol Drinking/epidemiology , Lipids/blood , Adolescent , Adult , Aged , Cholesterol, HDL/blood , Cholesterol, LDL/blood , Female , Genome-Wide Association Study , Genotype , Humans , Life Style , Male , Middle Aged , Phenotype , Racial Groups , Triglycerides/blood , Vascular Endothelial Growth Factor B , Young Adult
2.
Nat Commun ; 10(1): 376, 2019 01 22.
Article in English | MEDLINE | ID: mdl-30670697

ABSTRACT

Many genetic loci affect circulating lipid levels, but it remains unknown whether lifestyle factors, such as physical activity, modify these genetic effects. To identify lipid loci interacting with physical activity, we performed genome-wide analyses of circulating HDL cholesterol, LDL cholesterol, and triglyceride levels in up to 120,979 individuals of European, African, Asian, Hispanic, and Brazilian ancestry, with follow-up of suggestive associations in an additional 131,012 individuals. We find four loci, in/near CLASP1, LHX1, SNTA1, and CNTNAP2, that are associated with circulating lipid levels through interaction with physical activity; higher levels of physical activity enhance the HDL cholesterol-increasing effects of the CLASP1, LHX1, and SNTA1 loci and attenuate the LDL cholesterol-increasing effect of the CNTNAP2 locus. The CLASP1, LHX1, and SNTA1 regions harbor genes linked to muscle function and lipid metabolism. Our results elucidate the role of physical activity interactions in the genetic contribution to blood lipid levels.


Subject(s)
Exercise , Genetic Loci/genetics , Lipids/blood , Lipids/genetics , Adolescent , Adult , Aged , Aged, 80 and over , Asian People/genetics , Black People/genetics , Brazil , Calcium-Binding Proteins/genetics , Cholesterol/blood , Cholesterol, HDL/blood , Cholesterol, HDL/genetics , Cholesterol, LDL/blood , Cholesterol, LDL/genetics , Female , Genome-Wide Association Study , Genotype , Hispanic or Latino/genetics , Humans , LIM-Homeodomain Proteins/genetics , Lipid Metabolism/genetics , Male , Membrane Proteins/genetics , Microtubule-Associated Proteins/genetics , Middle Aged , Muscle Proteins/genetics , Nerve Tissue Proteins/genetics , Transcription Factors/genetics , Triglycerides/blood , Triglycerides/genetics , White People/genetics , Young Adult
3.
Am J Hum Genet ; 103(5): 691-706, 2018 11 01.
Article in English | MEDLINE | ID: mdl-30388399

ABSTRACT

C-reactive protein (CRP) is a sensitive biomarker of chronic low-grade inflammation and is associated with multiple complex diseases. The genetic determinants of chronic inflammation remain largely unknown, and the causal role of CRP in several clinical outcomes is debated. We performed two genome-wide association studies (GWASs), on HapMap and 1000 Genomes imputed data, of circulating amounts of CRP by using data from 88 studies comprising 204,402 European individuals. Additionally, we performed in silico functional analyses and Mendelian randomization analyses with several clinical outcomes. The GWAS meta-analyses of CRP revealed 58 distinct genetic loci (p < 5 × 10-8). After adjustment for body mass index in the regression analysis, the associations at all except three loci remained. The lead variants at the distinct loci explained up to 7.0% of the variance in circulating amounts of CRP. We identified 66 gene sets that were organized in two substantially correlated clusters, one mainly composed of immune pathways and the other characterized by metabolic pathways in the liver. Mendelian randomization analyses revealed a causal protective effect of CRP on schizophrenia and a risk-increasing effect on bipolar disorder. Our findings provide further insights into the biology of inflammation and could lead to interventions for treating inflammation and its clinical consequences.


Subject(s)
Genetic Loci/genetics , Inflammation/genetics , Metabolic Networks and Pathways/genetics , Adolescent , Adult , Aged , Aged, 80 and over , Biomarkers/metabolism , Bipolar Disorder/genetics , Bipolar Disorder/metabolism , Body Mass Index , C-Reactive Protein/genetics , Child , Female , Genome-Wide Association Study/methods , Humans , Inflammation/metabolism , Liver/metabolism , Liver/pathology , Male , Mendelian Randomization Analysis/methods , Middle Aged , Schizophrenia/genetics , Schizophrenia/metabolism , Young Adult
4.
PLoS One ; 13(6): e0198166, 2018.
Article in English | MEDLINE | ID: mdl-29912962

ABSTRACT

Heavy alcohol consumption is an established risk factor for hypertension; the mechanism by which alcohol consumption impact blood pressure (BP) regulation remains unknown. We hypothesized that a genome-wide association study accounting for gene-alcohol consumption interaction for BP might identify additional BP loci and contribute to the understanding of alcohol-related BP regulation. We conducted a large two-stage investigation incorporating joint testing of main genetic effects and single nucleotide variant (SNV)-alcohol consumption interactions. In Stage 1, genome-wide discovery meta-analyses in ≈131K individuals across several ancestry groups yielded 3,514 SNVs (245 loci) with suggestive evidence of association (P < 1.0 x 10-5). In Stage 2, these SNVs were tested for independent external replication in ≈440K individuals across multiple ancestries. We identified and replicated (at Bonferroni correction threshold) five novel BP loci (380 SNVs in 21 genes) and 49 previously reported BP loci (2,159 SNVs in 109 genes) in European ancestry, and in multi-ancestry meta-analyses (P < 5.0 x 10-8). For African ancestry samples, we detected 18 potentially novel BP loci (P < 5.0 x 10-8) in Stage 1 that warrant further replication. Additionally, correlated meta-analysis identified eight novel BP loci (11 genes). Several genes in these loci (e.g., PINX1, GATA4, BLK, FTO and GABBR2) have been previously reported to be associated with alcohol consumption. These findings provide insights into the role of alcohol consumption in the genetic architecture of hypertension.


Subject(s)
Alcohol Drinking/epidemiology , Alcohol Drinking/genetics , Blood Pressure/genetics , Hypertension/epidemiology , Hypertension/genetics , Polymorphism, Single Nucleotide , Racial Groups , Adolescent , Adult , Aged , Aged, 80 and over , Cohort Studies , Female , Gene-Environment Interaction , Genetic Predisposition to Disease/epidemiology , Genetic Predisposition to Disease/genetics , Genome-Wide Association Study , Humans , Male , Middle Aged , Pedigree , Racial Groups/genetics , Racial Groups/statistics & numerical data , Young Adult
5.
Nat Genet ; 50(4): 559-571, 2018 04.
Article in English | MEDLINE | ID: mdl-29632382

ABSTRACT

We aggregated coding variant data for 81,412 type 2 diabetes cases and 370,832 controls of diverse ancestry, identifying 40 coding variant association signals (P < 2.2 × 10-7); of these, 16 map outside known risk-associated loci. We make two important observations. First, only five of these signals are driven by low-frequency variants: even for these, effect sizes are modest (odds ratio ≤1.29). Second, when we used large-scale genome-wide association data to fine-map the associated variants in their regional context, accounting for the global enrichment of complex trait associations in coding sequence, compelling evidence for coding variant causality was obtained for only 16 signals. At 13 others, the associated coding variants clearly represent 'false leads' with potential to generate erroneous mechanistic inference. Coding variant associations offer a direct route to biological insight for complex diseases and identification of validated therapeutic targets; however, appropriate mechanistic inference requires careful specification of their causal contribution to disease predisposition.


Subject(s)
Diabetes Mellitus, Type 2/genetics , Alleles , Chromosome Mapping/statistics & numerical data , Diabetes Mellitus, Type 2/classification , Diabetes Mellitus, Type 2/physiopathology , Female , Genetic Predisposition to Disease , Genetic Variation , Genome-Wide Association Study/statistics & numerical data , Humans , Male , White People/genetics , Exome Sequencing/statistics & numerical data
6.
Nat Commun ; 9(1): 260, 2018 01 17.
Article in English | MEDLINE | ID: mdl-29343764

ABSTRACT

Vitamin D is a steroid hormone precursor that is associated with a range of human traits and diseases. Previous GWAS of serum 25-hydroxyvitamin D concentrations have identified four genome-wide significant loci (GC, NADSYN1/DHCR7, CYP2R1, CYP24A1). In this study, we expand the previous SUNLIGHT Consortium GWAS discovery sample size from 16,125 to 79,366 (all European descent). This larger GWAS yields two additional loci harboring genome-wide significant variants (P = 4.7×10-9 at rs8018720 in SEC23A, and P = 1.9×10-14 at rs10745742 in AMDHD1). The overall estimate of heritability of 25-hydroxyvitamin D serum concentrations attributable to GWAS common SNPs is 7.5%, with statistically significant loci explaining 38% of this total. Further investigation identifies signal enrichment in immune and hematopoietic tissues, and clustering with autoimmune diseases in cell-type-specific analysis. Larger studies are required to identify additional common SNPs, and to explore the role of rare or structural variants and gene-gene interactions in the heritability of circulating 25-hydroxyvitamin D levels.


Subject(s)
Vesicular Transport Proteins/genetics , Vitamin D/analogs & derivatives , White People/genetics , Amidohydrolases/genetics , Autoimmune Diseases/genetics , Cohort Studies , Female , Genome-Wide Association Study , Humans , Male , Polymorphism, Single Nucleotide , Vitamin D/blood
7.
Hum Mol Genet ; 25(19): 4350-4368, 2016 10 01.
Article in English | MEDLINE | ID: mdl-27577874

ABSTRACT

The electrocardiographic QRS duration, a measure of ventricular depolarization and conduction, is associated with cardiovascular mortality. While single nucleotide polymorphisms (SNPs) associated with QRS duration have been identified at 22 loci in populations of European descent, the genetic architecture of QRS duration in non-European populations is largely unknown. We therefore performed a genome-wide association study (GWAS) meta-analysis of QRS duration in 13,031 African Americans from ten cohorts and a transethnic GWAS meta-analysis with additional results from populations of European descent. In the African American GWAS, a single genome-wide significant SNP association was identified (rs3922844, P = 4 × 10-14) in intron 16 of SCN5A, a voltage-gated cardiac sodium channel gene. The QRS-prolonging rs3922844 C allele was also associated with decreased SCN5A RNA expression in human atrial tissue (P = 1.1 × 10-4). High density genotyping revealed that the SCN5A association region in African Americans was confined to intron 16. Transethnic GWAS meta-analysis identified novel SNP associations on chromosome 18 in MYL12A (rs1662342, P = 4.9 × 10-8) and chromosome 1 near CD1E and SPTA1 (rs7547997, P = 7.9 × 10-9). The 22 QRS loci previously identified in populations of European descent were enriched for significant SNP associations with QRS duration in African Americans (P = 9.9 × 10-7), and index SNP associations in or near SCN5A, SCN10A, CDKN1A, NFIA, HAND1, TBX5 and SETBP1 replicated in African Americans. In summary, rs3922844 was associated with QRS duration and SCN5A expression, two novel QRS loci were identified using transethnic meta-analysis, and a significant proportion of QRS-SNP associations discovered in populations of European descent were transferable to African Americans when adequate power was achieved.


Subject(s)
Cardiovascular Diseases/genetics , Genome-Wide Association Study , Heart Ventricles/physiopathology , NAV1.5 Voltage-Gated Sodium Channel/genetics , Black or African American/genetics , Alleles , Cardiovascular Diseases/mortality , Cardiovascular Diseases/physiopathology , Electrocardiography , Female , Genotype , Humans , Male , Myocardium/pathology , Polymorphism, Single Nucleotide/genetics , White People/genetics
8.
Lancet Diabetes Endocrinol ; 2(9): 719-29, 2014 Sep.
Article in English | MEDLINE | ID: mdl-24974252

ABSTRACT

BACKGROUND: Low plasma 25-hydroxyvitamin D (25[OH]D) concentration is associated with high arterial blood pressure and hypertension risk, but whether this association is causal is unknown. We used a mendelian randomisation approach to test whether 25(OH)D concentration is causally associated with blood pressure and hypertension risk. METHODS: In this mendelian randomisation study, we generated an allele score (25[OH]D synthesis score) based on variants of genes that affect 25(OH)D synthesis or substrate availability (CYP2R1 and DHCR7), which we used as a proxy for 25(OH)D concentration. We meta-analysed data for up to 108 173 individuals from 35 studies in the D-CarDia collaboration to investigate associations between the allele score and blood pressure measurements. We complemented these analyses with previously published summary statistics from the International Consortium on Blood Pressure (ICBP), the Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) consortium, and the Global Blood Pressure Genetics (Global BPGen) consortium. FINDINGS: In phenotypic analyses (up to n=49 363), increased 25(OH)D concentration was associated with decreased systolic blood pressure (ß per 10% increase, -0·12 mm Hg, 95% CI -0·20 to -0·04; p=0·003) and reduced odds of hypertension (odds ratio [OR] 0·98, 95% CI 0·97-0·99; p=0·0003), but not with decreased diastolic blood pressure (ß per 10% increase, -0·02 mm Hg, -0·08 to 0·03; p=0·37). In meta-analyses in which we combined data from D-CarDia and the ICBP (n=146 581, after exclusion of overlapping studies), each 25(OH)D-increasing allele of the synthesis score was associated with a change of -0·10 mm Hg in systolic blood pressure (-0·21 to -0·0001; p=0·0498) and a change of -0·08 mm Hg in diastolic blood pressure (-0·15 to -0·02; p=0·01). When D-CarDia and consortia data for hypertension were meta-analysed together (n=142 255), the synthesis score was associated with a reduced odds of hypertension (OR per allele, 0·98, 0·96-0·99; p=0·001). In instrumental variable analysis, each 10% increase in genetically instrumented 25(OH)D concentration was associated with a change of -0·29 mm Hg in diastolic blood pressure (-0·52 to -0·07; p=0·01), a change of -0·37 mm Hg in systolic blood pressure (-0·73 to 0·003; p=0·052), and an 8·1% decreased odds of hypertension (OR 0·92, 0·87-0·97; p=0·002). INTERPRETATION: Increased plasma concentrations of 25(OH)D might reduce the risk of hypertension. This finding warrants further investigation in an independent, similarly powered study. FUNDING: British Heart Foundation, UK Medical Research Council, and Academy of Finland.


Subject(s)
Cholestanetriol 26-Monooxygenase/genetics , Hypertension/prevention & control , Oxidoreductases Acting on CH-CH Group Donors/genetics , Polymorphism, Single Nucleotide , Vitamin D Deficiency/prevention & control , Vitamin D/analogs & derivatives , Adult , Body Mass Index , Cytochrome P450 Family 2 , Female , Genetic Predisposition to Disease , Humans , Hypertension/blood , Hypertension/genetics , Male , Mendelian Randomization Analysis , Middle Aged , Phenotype , Randomized Controlled Trials as Topic , Vitamin D/administration & dosage , Vitamin D Deficiency/blood , Vitamin D Deficiency/genetics
9.
Hum Mol Genet ; 23(12): 3327-42, 2014 Jun 15.
Article in English | MEDLINE | ID: mdl-24493794

ABSTRACT

Age at menopause marks the end of a woman's reproductive life and its timing associates with risks for cancer, cardiovascular and bone disorders. GWAS and candidate gene studies conducted in women of European ancestry have identified 27 loci associated with age at menopause. The relevance of these loci to women of African ancestry has not been previously studied. We therefore sought to uncover additional menopause loci and investigate the relevance of European menopause loci by performing a GWAS meta-analysis in 6510 women with African ancestry derived from 11 studies across the USA. We did not identify any additional loci significantly associated with age at menopause in African Americans. We replicated the associations between six loci and age at menopause (P-value < 0.05): AMHR2, RHBLD2, PRIM1, HK3/UMC1, BRSK1/TMEM150B and MCM8. In addition, associations of 14 loci are directionally consistent with previous reports. We provide evidence that genetic variants influencing reproductive traits identified in European populations are also important in women of African ancestry residing in USA.


Subject(s)
Black or African American/genetics , Menopause/ethnology , Menopause/genetics , White People/genetics , Age Factors , Chromosomes, Human , Female , Genetic Loci , Genetic Variation , Genome-Wide Association Study , Humans , United States
10.
Am J Clin Nutr ; 97(6): 1395-402, 2013 Jun.
Article in English | MEDLINE | ID: mdl-23636237

ABSTRACT

BACKGROUND: Macronutrient intake varies substantially between individuals, and there is evidence that this variation is partly accounted for by genetic variants. OBJECTIVE: The objective of the study was to identify common genetic variants that are associated with macronutrient intake. DESIGN: We performed 2-stage genome-wide association (GWA) meta-analysis of macronutrient intake in populations of European descent. Macronutrients were assessed by using food-frequency questionnaires and analyzed as percentages of total energy consumption from total fat, protein, and carbohydrate. From the discovery GWA (n = 38,360), 35 independent loci associated with macronutrient intake at P < 5 × 10(-6) were identified and taken forward to replication in 3 additional cohorts (n = 33,533) from the DietGen Consortium. For one locus, fat mass obesity-associated protein (FTO), cohorts with Illumina MetaboChip genotype data (n = 7724) provided additional replication data. RESULTS: A variant in the chromosome 19 locus (rs838145) was associated with higher carbohydrate (ß ± SE: 0.25 ± 0.04%; P = 1.68 × 10(-8)) and lower fat (ß ± SE: -0.21 ± 0.04%; P = 1.57 × 10(-9)) consumption. A candidate gene in this region, fibroblast growth factor 21 (FGF21), encodes a fibroblast growth factor involved in glucose and lipid metabolism. The variants in this locus were associated with circulating FGF21 protein concentrations (P < 0.05) but not mRNA concentrations in blood or brain. The body mass index (BMI)-increasing allele of the FTO variant (rs1421085) was associated with higher protein intake (ß ± SE: 0.10 ± 0.02%; P = 9.96 × 10(-10)), independent of BMI (after adjustment for BMI, ß ± SE: 0.08 ± 0.02%; P = 3.15 × 10(-7)). CONCLUSION: Our results indicate that variants in genes involved in nutrient metabolism and obesity are associated with macronutrient consumption in humans. Trials related to this study were registered at clinicaltrials.gov as NCT00005131 (Atherosclerosis Risk in Communities), NCT00005133 (Cardiovascular Health Study), NCT00005136 (Family Heart Study), NCT00005121 (Framingham Heart Study), NCT00083369 (Genetic and Environmental Determinants of Triglycerides), NCT01331512 (InCHIANTI Study), and NCT00005487 (Multi-Ethnic Study of Atherosclerosis).


Subject(s)
Dietary Carbohydrates/administration & dosage , Dietary Fats/administration & dosage , Dietary Proteins/administration & dosage , Genome-Wide Association Study/methods , Polymorphism, Single Nucleotide , Alleles , Atherosclerosis/genetics , Body Mass Index , Energy Intake , Fibroblast Growth Factors/blood , Fibroblast Growth Factors/genetics , Follow-Up Studies , Gene-Environment Interaction , Genetic Predisposition to Disease , Genotype , Humans , Life Style , Obesity/genetics , Prospective Studies , Quantitative Trait Loci , Surveys and Questionnaires , White People/genetics
11.
PLoS Med ; 10(2): e1001383, 2013.
Article in English | MEDLINE | ID: mdl-23393431

ABSTRACT

BACKGROUND: Obesity is associated with vitamin D deficiency, and both are areas of active public health concern. We explored the causality and direction of the relationship between body mass index (BMI) and 25-hydroxyvitamin D [25(OH)D] using genetic markers as instrumental variables (IVs) in bi-directional Mendelian randomization (MR) analysis. METHODS AND FINDINGS: We used information from 21 adult cohorts (up to 42,024 participants) with 12 BMI-related SNPs (combined in an allelic score) to produce an instrument for BMI and four SNPs associated with 25(OH)D (combined in two allelic scores, separately for genes encoding its synthesis or metabolism) as an instrument for vitamin D. Regression estimates for the IVs (allele scores) were generated within-study and pooled by meta-analysis to generate summary effects. Associations between vitamin D scores and BMI were confirmed in the Genetic Investigation of Anthropometric Traits (GIANT) consortium (n = 123,864). Each 1 kg/m(2) higher BMI was associated with 1.15% lower 25(OH)D (p = 6.52×10⁻²7). The BMI allele score was associated both with BMI (p = 6.30×10⁻6²) and 25(OH)D (-0.06% [95% CI -0.10 to -0.02], p = 0.004) in the cohorts that underwent meta-analysis. The two vitamin D allele scores were strongly associated with 25(OH)D (p≤8.07×10⁻57 for both scores) but not with BMI (synthesis score, p = 0.88; metabolism score, p = 0.08) in the meta-analysis. A 10% higher genetically instrumented BMI was associated with 4.2% lower 25(OH)D concentrations (IV ratio: -4.2 [95% CI -7.1 to -1.3], p = 0.005). No association was seen for genetically instrumented 25(OH)D with BMI, a finding that was confirmed using data from the GIANT consortium (p≥0.57 for both vitamin D scores). CONCLUSIONS: On the basis of a bi-directional genetic approach that limits confounding, our study suggests that a higher BMI leads to lower 25(OH)D, while any effects of lower 25(OH)D increasing BMI are likely to be small. Population level interventions to reduce BMI are expected to decrease the prevalence of vitamin D deficiency.


Subject(s)
Mendelian Randomization Analysis , Obesity/genetics , Polymorphism, Single Nucleotide , Vitamin D Deficiency/genetics , Adult , Aged , Aged, 80 and over , Biomarkers/blood , Body Mass Index , Europe , Evidence-Based Medicine , Female , Genetic Predisposition to Disease , Humans , Linear Models , Male , Middle Aged , Multivariate Analysis , North America , Obesity/diagnosis , Obesity/ethnology , Obesity/therapy , Phenotype , Risk Assessment , Risk Factors , Vitamin D/analogs & derivatives , Vitamin D/blood , Vitamin D Deficiency/diagnosis , Vitamin D Deficiency/ethnology , Vitamin D Deficiency/prevention & control , White People/genetics
12.
J Nutr ; 143(3): 345-53, 2013 Mar.
Article in English | MEDLINE | ID: mdl-23343670

ABSTRACT

Favorable associations between magnesium intake and glycemic traits, such as fasting glucose and insulin, are observed in observational and clinical studies, but whether genetic variation affects these associations is largely unknown. We hypothesized that single nucleotide polymorphisms (SNPs) associated with either glycemic traits or magnesium metabolism affect the association between magnesium intake and fasting glucose and insulin. Fifteen studies from the CHARGE (Cohorts for Heart and Aging Research in Genomic Epidemiology) Consortium provided data from up to 52,684 participants of European descent without known diabetes. In fixed-effects meta-analyses, we quantified 1) cross-sectional associations of dietary magnesium intake with fasting glucose (mmol/L) and insulin (ln-pmol/L) and 2) interactions between magnesium intake and SNPs related to fasting glucose (16 SNPs), insulin (2 SNPs), or magnesium (8 SNPs) on fasting glucose and insulin. After adjustment for age, sex, energy intake, BMI, and behavioral risk factors, magnesium (per 50-mg/d increment) was inversely associated with fasting glucose [ß = -0.009 mmol/L (95% CI: -0.013, -0.005), P < 0.0001] and insulin [-0.020 ln-pmol/L (95% CI: -0.024, -0.017), P < 0.0001]. No magnesium-related SNP or interaction between any SNP and magnesium reached significance after correction for multiple testing. However, rs2274924 in magnesium transporter-encoding TRPM6 showed a nominal association (uncorrected P = 0.03) with glucose, and rs11558471 in SLC30A8 and rs3740393 near CNNM2 showed a nominal interaction (uncorrected, both P = 0.02) with magnesium on glucose. Consistent with other studies, a higher magnesium intake was associated with lower fasting glucose and insulin. Nominal evidence of TRPM6 influence and magnesium interaction with select loci suggests that further investigation is warranted.


Subject(s)
Blood Glucose/metabolism , Genetic Loci , Insulin/blood , Magnesium/pharmacology , Polymorphism, Single Nucleotide , Trace Elements/pharmacology , Blood Glucose/genetics , Female , Humans , Insulin/genetics , Magnesium/administration & dosage , Magnesium/metabolism , Male , TRPM Cation Channels/genetics , Trace Elements/administration & dosage , Trace Elements/metabolism
13.
Am J Epidemiol ; 177(2): 103-15, 2013 Jan 15.
Article in English | MEDLINE | ID: mdl-23255780

ABSTRACT

Whether loci that influence fasting glucose (FG) and fasting insulin (FI) levels, as identified by genome-wide association studies, modify associations of diet with FG or FI is unknown. We utilized data from 15 U.S. and European cohort studies comprising 51,289 persons without diabetes to test whether genotype and diet interact to influence FG or FI concentration. We constructed a diet score using study-specific quartile rankings for intakes of whole grains, fish, fruits, vegetables, and nuts/seeds (favorable) and red/processed meats, sweets, sugared beverages, and fried potatoes (unfavorable). We used linear regression within studies, followed by inverse-variance-weighted meta-analysis, to quantify 1) associations of diet score with FG and FI levels and 2) interactions of diet score with 16 FG-associated loci and 2 FI-associated loci. Diet score (per unit increase) was inversely associated with FG (ß = -0.004 mmol/L, 95% confidence interval: -0.005, -0.003) and FI (ß = -0.008 ln-pmol/L, 95% confidence interval: -0.009, -0.007) levels after adjustment for demographic factors, lifestyle, and body mass index. Genotype variation at the studied loci did not modify these associations. Healthier diets were associated with lower FG and FI concentrations regardless of genotype at previously replicated FG- and FI-associated loci. Studies focusing on genomic regions that do not yield highly statistically significant associations from main-effect genome-wide association studies may be more fruitful in identifying diet-gene interactions.


Subject(s)
Blood Glucose/metabolism , Carbohydrate Metabolism/genetics , Diet , Gene-Environment Interaction , Genotype , Homeostasis/genetics , Insulin/blood , Biomarkers/blood , Blood Glucose/genetics , Diet Surveys , Fasting , Genetic Markers , Genome-Wide Association Study , Homeostasis/physiology , Humans , Insulin/genetics , Linear Models , Polymorphism, Single Nucleotide
14.
Hum Mol Genet ; 21(21): 4774-80, 2012 Nov 01.
Article in English | MEDLINE | ID: mdl-22843503

ABSTRACT

Resistin is a polypeptide hormone that was reported to be associated with insulin resistance, inflammation and risk of type 2 diabetes and cardiovascular disease. We conducted a genome-wide association (GWA) study on circulating resistin levels in individuals of European ancestry drawn from the two independent studies: the Nurses' Health Study (n = 1590) and the Health, Aging and Body Composition Study (n = 1658). Single-nucleotide polymorphisms (SNPs) identified in the GWA analysis were replicated in an independent cohort of Europeans: the Gargano Family Study (n = 659). We confirmed the association with a previously known locus, the RETN gene (19p13.2), and identified two novel loci near the TYW3/CRYZ gene (1p31) and the NDST4 gene (4q25), associated with resistin levels at a genome-wide significant level, best represented by SNP rs3931020 (P = 6.37 × 10(-12)) and SNP rs13144478 (P = 6.19 × 10(-18)), respectively. Gene expression quantitative trait loci analyses showed a significant cis association between the SNP rs3931020 and CRYZ gene expression levels (P = 3.68 × 10(-7)). We also found that both of these two SNPs were significantly associated with resistin gene (RETN) mRNA levels in white blood cells from 68 subjects with type 2 diabetes (both P = 0.02). In addition, the resistin-rising allele of the TYW3/CRYZ SNP rs3931020, but not the NDST4 SNP rs13144478, showed a consistent association with increased coronary heart disease risk [odds ratio = 1.18 (95% CI, 1.03-1.34); P = 0.01]. Our results suggest that genetic variants in TYW3/CRYZ and NDST4 loci may be involved in the regulation of circulating resistin levels. More studies are needed to verify the associations of the SNP rs13144478 with NDST4 gene expression and resistin-related disease.


Subject(s)
Genome-Wide Association Study , Membrane Proteins/genetics , Resistin/genetics , Sulfotransferases/genetics , zeta-Crystallins/genetics , Adult , Female , Gene Expression , Humans , Insulin Resistance/genetics , Middle Aged , Polymorphism, Single Nucleotide , Quantitative Trait Loci/genetics , Resistin/blood , White People/genetics
15.
Am J Respir Crit Care Med ; 186(7): 622-32, 2012 Oct 01.
Article in English | MEDLINE | ID: mdl-22837378

ABSTRACT

RATIONALE: Genome-wide association studies (GWAS) have identified loci influencing lung function, but fewer genes influencing chronic obstructive pulmonary disease (COPD) are known. OBJECTIVES: Perform meta-analyses of GWAS for airflow obstruction, a key pathophysiologic characteristic of COPD assessed by spirometry, in population-based cohorts examining all participants, ever smokers, never smokers, asthma-free participants, and more severe cases. METHODS: Fifteen cohorts were studied for discovery (3,368 affected; 29,507 unaffected), and a population-based family study and a meta-analysis of case-control studies were used for replication and regional follow-up (3,837 cases; 4,479 control subjects). Airflow obstruction was defined as FEV(1) and its ratio to FVC (FEV(1)/FVC) both less than their respective lower limits of normal as determined by published reference equations. MEASUREMENTS AND MAIN RESULTS: The discovery meta-analyses identified one region on chromosome 15q25.1 meeting genome-wide significance in ever smokers that includes AGPHD1, IREB2, and CHRNA5/CHRNA3 genes. The region was also modestly associated among never smokers. Gene expression studies confirmed the presence of CHRNA5/3 in lung, airway smooth muscle, and bronchial epithelial cells. A single-nucleotide polymorphism in HTR4, a gene previously related to FEV(1)/FVC, achieved genome-wide statistical significance in combined meta-analysis. Top single-nucleotide polymorphisms in ADAM19, RARB, PPAP2B, and ADAMTS19 were nominally replicated in the COPD meta-analysis. CONCLUSIONS: These results suggest an important role for the CHRNA5/3 region as a genetic risk factor for airflow obstruction that may be independent of smoking and implicate the HTR4 gene in the etiology of airflow obstruction.


Subject(s)
Genome-Wide Association Study , Nerve Tissue Proteins/genetics , Pulmonary Disease, Chronic Obstructive/genetics , Receptors, Nicotinic/genetics , Receptors, Serotonin, 5-HT4/genetics , Aged , Female , Forced Expiratory Volume/genetics , Humans , Male , Middle Aged , Polymorphism, Single Nucleotide/genetics , Smoking/genetics , Vital Capacity/genetics
16.
Neurobiol Aging ; 32(11): 2109.e15-28, 2011 Nov.
Article in English | MEDLINE | ID: mdl-21782286

ABSTRACT

Human longevity and healthy aging show moderate heritability (20%-50%). We conducted a meta-analysis of genome-wide association studies from 9 studies from the Cohorts for Heart and Aging Research in Genomic Epidemiology Consortium for 2 outcomes: (1) all-cause mortality, and (2) survival free of major disease or death. No single nucleotide polymorphism (SNP) was a genome-wide significant predictor of either outcome (p < 5 × 10(-8)). We found 14 independent SNPs that predicted risk of death, and 8 SNPs that predicted event-free survival (p < 10(-5)). These SNPs are in or near genes that are highly expressed in the brain (HECW2, HIP1, BIN2, GRIA1), genes involved in neural development and function (KCNQ4, LMO4, GRIA1, NETO1) and autophagy (ATG4C), and genes that are associated with risk of various diseases including cancer and Alzheimer's disease. In addition to considerable overlap between the traits, pathway and network analysis corroborated these findings. These findings indicate that variation in genes involved in neurological processes may be an important factor in regulating aging free of major disease and achieving longevity.


Subject(s)
Aging/genetics , Longevity/genetics , Genetic Predisposition to Disease , Genome-Wide Association Study , Genotype , Humans
17.
Mitochondrion ; 11(6): 855-61, 2011 Nov.
Article in English | MEDLINE | ID: mdl-21586348

ABSTRACT

The role of climate in driving selection of mtDNA as Homo sapiens migrated out of Africa into Eurasia remains controversial. We evaluated the role of mtDNA variation in resting metabolic rate (RMR) and total energy expenditure (TEE) among 294 older, community-dwelling African and European American adults from the Health, Aging and Body Composition Study. Common African haplogroups L0, L2 and L3 had significantly lower RMRs than European haplogroups H, JT and UK with haplogroup L1 RMR being intermediate to these groups. This study links mitochondrial haplogroups with ancestry-associated differences in metabolic rate and energy expenditure.


Subject(s)
DNA, Mitochondrial/genetics , DNA, Mitochondrial/metabolism , Energy Metabolism/genetics , Genetic Variation , Black or African American , Aged , Female , Haplotypes , Humans , Male , United States , White People
18.
Am J Clin Nutr ; 90(3): 499-504, 2009 Sep.
Article in English | MEDLINE | ID: mdl-19571212

ABSTRACT

BACKGROUND: Pericardial fat (ie, fat around the heart) may have a direct role in the atherosclerotic process in coronary arteries through local release of inflammation-related cytokines. Cross-sectional studies suggest that pericardial fat is positively associated with coronary artery disease independent of total body fat. OBJECTIVE: We investigated whether pericardial fat predicts future coronary heart disease events. DESIGN: We conducted a case-cohort study in 998 individuals, who were randomly selected from 6814 Multi-Ethnic Study of Atherosclerosis (MESA) participants and 147 MESA participants (26 from those 998 individuals) who developed incident coronary heart disease from 2000 to 2005. The volume of pericardial fat was determined from cardiac computed tomography at baseline. RESULTS: The age range of the subjects was 45-84 y (42% men, 45% white, 10% Asian American, 22% African American, and 23% Hispanic). Pericardial fat was positively correlated with both body mass index (correlation coefficient = 0.45, P < 0.0001) and waist circumference (correlation coefficient = 0.57, P < 0.0001). In unadjusted analyses, pericardial fat (relative hazard per 1-SD increment: 1.33; 95% CI: 1.15, 1.54), but not body mass index (1.00; 0.84, 1.18), was associated with the risk of coronary heart disease. Waist circumference (1.14; 0.97, 1.34; P = 0.1) was marginally associated with the risk of coronary heart disease. The relation between pericardial fat and coronary heart disease remained significant after further adjustment for body mass index and other cardiovascular disease risk factors (1.26; 1.01, 1.59). The relation did not differ by sex. CONCLUSION: Pericardial fat predicts incident coronary heart disease independent of conventional risk factors, including body mass index.


Subject(s)
Adipose Tissue , Body Mass Index , Coronary Disease/epidemiology , Pericardium , Adipose Tissue/diagnostic imaging , Aged , Aged, 80 and over , Atherosclerosis/complications , Atherosclerosis/diagnostic imaging , Atherosclerosis/ethnology , Case-Control Studies , Cohort Studies , Coronary Disease/diagnostic imaging , Coronary Disease/etiology , Female , Humans , Incidence , Male , Middle Aged , Pericardium/diagnostic imaging , Risk Factors , Tomography, X-Ray Computed , Waist Circumference
19.
Am J Gastroenterol ; 103(12): 3029-35, 2008 Dec.
Article in English | MEDLINE | ID: mdl-18853970

ABSTRACT

OBJECTIVES: To explore mechanisms whereby hepatic steatosis may be associated with cardiovascular risk, we investigated cross-sectional relationships between hepatic steatosis, regional fat accumulation, inflammatory biomarkers, and subclinical measures of atherosclerosis in the Diabetes Heart Study. METHODS: The Diabetes Heart Study is a family study of sibling pairs concordant for type 2 diabetes. A subset of 623 randomly selected participants was evaluated for hepatic steatosis, defined as a liver:spleen attenuation ratio of <1.0 by computed tomography. We quantified visceral fat, subcutaneous fat, coronary, aortic, and carotid artery calcium by computed tomography; and carotid atherosclerosis by ultrasound. Associations between the liver:spleen attenuation ratio and these factors were expressed as Spearman correlations. RESULTS: After adjustment for age, race, gender, body mass index, and diabetes status, the liver:spleen attenuation ratio correlated with visceral fat (r =-0.22, P < 0.0001) and subcutaneous fat (r =-0.13, P= 0.031). Hepatic steatosis was associated with lower high-density lipoprotein (r = 0.21, P < 0.0001), higher triglycerides (r =-0.25, P < 0.0001), higher C-reactive protein (r =-0.095, P= 0.004), and lower serum adiponectin (r = 0.34, P < 0.0001). There were no significant associations between the liver:spleen attenuation ratio and coronary, aortic, or carotid calcium, or carotid intimal thickness. CONCLUSIONS: This suggests that hepatic steatosis is less likely a direct mediator of cardiovascular disease and may best be described as an epiphenomenon. The strong correlations between pro-atherogenic biomarkers, visceral fat, and elements of the metabolic syndrome suggest that hepatic steatosis reflects more than general adiposity, but represents a systemic, inflammatory, pro-atherogenic adipose state.


Subject(s)
Cardiovascular Diseases/etiology , Diabetes Mellitus, Type 2/complications , Fatty Liver/complications , Adiposity , Aged , Atherosclerosis , Biomarkers/blood , Calcinosis/diagnostic imaging , Cardiovascular Diseases/blood , Carotid Arteries , Cohort Studies , Cross-Sectional Studies , Diabetes Mellitus, Type 2/blood , Fatty Liver/blood , Female , Humans , Male , Metabolic Syndrome/blood , Metabolic Syndrome/complications , Middle Aged , Radiography , Risk Factors
20.
Am J Nephrol ; 28(3): 366-71, 2008.
Article in English | MEDLINE | ID: mdl-18057869

ABSTRACT

BACKGROUND: The prognostic significance of total kidney volume (TKV) in subjects with type 2 diabetes mellitus (T2DM) is unknown. METHODS: One hundred and seventy unrelated Caucasians with T2DM underwent multidetector-row computed tomography of the neck, chest, and abdomen to measure calcified plaque in the coronary artery (CorCP), carotid artery (CarCP), and infrarenal aorta (AorCP). Spearman's rank correlation coefficients were used to assess associations between TKV and subclinical renal and cardiovascular disease. Partial correlation coefficients were computed to adjust for the potential confounding effects of age, sex, body mass index, glomerular filtration rate (GFR), diabetes duration, and hemoglobin A(1c). Values are expressed as mean +/- SD (median in parentheses). RESULTS: The study group (51% female) had a mean age of 62.9 +/- 8.5 (62.3) years, a T2DM duration of 11.5 +/- 6.8 (10.0) years, a urinary albumin:creatinine ratio of 109.9 +/- 396 (17.6) mg/g, a GFR of 63.8 +/- 12.8 (63.2) ml/min, a TKV of 272.4 +/- 69.7 (261.9) cm(3), CorCP 2,170 +/- 3,394 (653), CarCP 374 +/- 673 (104), AorCP 14,569 +/- 17,480 (8,370), and a carotid artery intima-media thickness of 0.70 +/- 0.14 (0.68) mm. Adjusting for age, sex, body mass index, diabetes duration, GFR, and hemoglobin A(1c), the TKV was significantly associated with AorCP (r = 0.20, p = 0.016), but not with CorCP, CarCP, or carotid artery intima-media thickness (all p >or= 0.25). No significant associations were detected between TKV and blood pressure or albuminuria. CONCLUSIONS: In Caucasians with T2DM, TKV and calcified atherosclerotic plaque in the infrarenal abdominal aorta are positively associated. Common mechanisms linking renal matrix deposition with aortic atherosclerosis may underlie this association and require further study.


Subject(s)
Albuminuria/pathology , Atherosclerosis/diagnostic imaging , Blood Pressure/physiology , Diabetes Mellitus, Type 2/diagnosis , Kidney/diagnostic imaging , Aged , Aorta, Abdominal/diagnostic imaging , Aorta, Abdominal/pathology , Atherosclerosis/pathology , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/physiopathology , Diabetic Angiopathies/diagnostic imaging , Diabetic Angiopathies/pathology , Diabetic Neuropathies/diagnostic imaging , Diabetic Neuropathies/pathology , Female , Humans , Kidney/pathology , Kidney/physiopathology , Male , Middle Aged , Organ Size , Tomography, X-Ray Computed
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