scholarly journals Prediction of Quantitative Traits Using Common Genetic Variants: Application to Body Mass Index

2016 ◽  
Vol 14 (4) ◽  
pp. 149 ◽  
Author(s):  
Sunghwan Bae ◽  
Sungkyoung Choi ◽  
Sung Min Kim ◽  
Taesung Park
PLoS ONE ◽  
2013 ◽  
Vol 8 (9) ◽  
pp. e73802 ◽  
Author(s):  
Anne Jääskeläinen ◽  
Ursula Schwab ◽  
Marjukka Kolehmainen ◽  
Marika Kaakinen ◽  
Markku J. Savolainen ◽  
...  

Circulation ◽  
2012 ◽  
Vol 125 (suppl_10) ◽  
Author(s):  
Lindsay Fernández-Rhodes ◽  
Mariaelisa Graff ◽  
Simin Liu ◽  
Christopher Carlson ◽  
Sylvia Wassertheil-Smoller ◽  
...  

Obesity is a global health concern. Recent studies suggest there may be shared genetic predispositions to obesity phenotypes across diverse racial and ethnic groups, yet the identification of adiposity-related genetic variants among Hispanics, now the largest minority group in the United States (U.S.), remains largely unknown. We interrogated an a priori list of 58 (41 overall body mass and 17 central adiposity) index single nucleotide polymorphisms (SNPs) previously studied in samples of European descent (ED) among 3,587 U.S. Hispanic women in the Women's Health Initiative-SNP Health Association Resource (WHI-SHARe). Body mass index (BMI), waist circumference (WC), and waist-to-hip ratio (WHR) were measured using standardized protocols. Inverse normal BMI, WC, and WHR models were adjusted for age, smoking status, study center, and genetic ancestry using principal components. Additionally WC and WHR were adjusted for BMI. Genotyping was performed using the Affymetrix 6.0 array. In the absence of the previously described SNP, the closest available SNP was selected as a proxy (r2≥0.3 in CEU). No SNPs reached genome-wide significance in this analysis likely due to limited power. Eight BMI/weight loci (TMEM18, ETV5, SLC39A8, NUDT3/HMGA1, FAIM2, FTO, MC4R, KCTD15) and two WC/WHR loci (VEGFA, ITPR2-SSPN) were nominally significant (p<0.05) at the reference SNP in the corresponding BMI and WC and/or WHR adjusted BMI models. To account for distinct linkage disequilibrium (LD) patterns in Hispanics and to more broadly assess generalization of genetic effects at each locus, we assessed the evidence for association at the 58 surrounding loci, for each SNP within 500 kb of the reference SNP. Two additional BMI/weight loci (FANCL, TFAP2B) and six WC/WHR loci (DNM3-PIGC, GRB14, ADAMTS9, LY86, MSRA, NRXN3) displayed statistically significant associations with BMI and waist measures after Bonferroni correction (p<0.001 and <0.003, respectively), with varying patterns of LD (r2=0.001-0.871) with the index SNP (using HapMap CEU). Sequential conditional analyses will be used to further determine if our top findings from these loci are tagging the index signal or represent novel secondary signals. In summary, we provide evidence for the generalization of ten BMI and eight central adiposity loci in Hispanic American women. This study expands the current knowledge of common adiposity-related genetic predisposition among Hispanic women in the U.S. and suggests a general relevance of ED adiposity loci to Hispanic descent individuals.


2014 ◽  
Vol 81 (5) ◽  
pp. 702-710 ◽  
Author(s):  
Bo Xi ◽  
Fumihiko Takeuchi ◽  
Aline Meirhaeghe ◽  
Norihiro Kato ◽  
John C. Chambers ◽  
...  

2020 ◽  
Vol 9 (4) ◽  
pp. 1187 ◽  
Author(s):  
Mohamed Abdulkadir ◽  
Moritz Herle ◽  
Bianca L. De Stavola ◽  
Christopher Hübel ◽  
Diana L. Santos Ferreira ◽  
...  

Background: Disordered eating (DE) is common and is associated with body mass index (BMI). We investigated whether genetic variants for BMI were associated with DE. Methods: BMI polygenic scores (PGS) were calculated for participants of the Avon Longitudinal Study of Parents and Children (ALSPAC; N = 8654) and their association with DE tested. Data on DE behaviors (e.g., binge eating and compensatory behaviors) were collected at ages 14, 16, 18 years, and DE cognitions (e.g., body dissatisfaction) at 14 years. Mediation analyses determined whether BMI mediated the association between the BMI-PGS and DE. Results: The BMI-PGS was positively associated with fasting (OR = 1.42, 95% CI = 1.25, 1.61), binge eating (OR = 1.28, 95% CI = 1.12, 1.46), purging (OR = 1.20, 95% CI = 1.02, 1.42), body dissatisfaction (Beta = 0.99, 95% CI = 0.77, 1.22), restrained eating (Beta = 0.14, 95% CI = 0.10, 1.17), emotional eating (Beta = 0.21, 95% CI = 0.052, 0.38), and negatively associated with thin ideal internalization (Beta = −0.15, 95% CI = −0.23, −0.07) and external eating (Beta = −0.19, 95% CI = −0.30, −0.09). These associations were mainly mediated by BMI. Conclusions: Genetic variants associated with BMI are also associated with DE. This association was mediated through BMI suggesting that weight potentially sits on the pathway from genetic liability to DE.


2017 ◽  
Vol 41 (4) ◽  
pp. 613-619 ◽  
Author(s):  
E A D Clifton ◽  
F R Day ◽  
E De Lucia Rolfe ◽  
N G Forouhi ◽  
S Brage ◽  
...  

Obesity ◽  
2017 ◽  
Vol 25 (4) ◽  
pp. 765-772 ◽  
Author(s):  
Claire Monnereau ◽  
Pauline W. Jansen ◽  
Henning Tiemeier ◽  
Vincent W.V. Jaddoe ◽  
Janine F. Felix

2020 ◽  
Author(s):  
Johanna Seddon ◽  
Rafael Widjajahakim ◽  
Bernard Rosner

IMPORTANCE Genes and lifestyle factors influence progression to advanced age-related macular degeneration (AAMD). However, the impact of genetic and behavioral factors on age when this transition occurs has not been evaluated prospectively. OBJECTIVE To determine whether genetic and environmental factors are associated with age of progression to AAMD and to quantify the effect on age. DESIGN, SETTING, AND PARTICIPANTS Longitudinal progression to AAMD was based on the severity scale in the Age-Related Eye Disease Study database. Progression was defined as an eye that transitioned from non-advanced dry AMD without any evidence of geographic atrophy (GA) (levels 1-8) to any GA or evidence of neovascularization (NV) or both (levels ≥9) during 13 years follow up. Genotypes were determined from DNA samples. MAIN OUTCOME AND MEASURES A stepwise selection of genetic variants with the eye as the unit of analysis, using age as the time scale, yielded 11 genetic variants associated with overall progression, adjusting for sex, education, smoking history, BMI, baseline severity scale, and AREDS treatment. Multivariate analysis was also performed to calculate the effect of genetic and behavioral factors on age of progression. RESULTS Among 5421 eyes, 1206 progressed. Genetic variants associated with progression to AAMD were in the complement, immune, inflammatory, lipid, extracellular matrix, DNA repair and protein binding pathways. Three of these variants were significantly associated with earlier age of progression, adjusting for other covariates: CFH R1210C (P=0.019) with 4.7 years earlier age at progression among carriers of this mutation, C3 K155Q (P=0.011) with 2.44 years earlier for carriers, and ARMS2/HTRA1 A69S (P=0.012) with 0.67 years earlier per allele. Subjects who were smokers (P<.001) or had high BMI (P=0.006) also had an earlier age at progression (4.1 years and 1.4 years, respectively). CONCLUSIONS Carriers of rare variants in the complement pathway and a common risk allele in ARMS2/HTRA1 develop advanced AMD at an earlier age, and unhealthy behaviors including smoking and higher body mass index lead to earlier age of progression to AAMD.


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