[PDF] Top 20 Gene analysis for longitudinal family data using random effects models

... GAW18 data, we extend our 2-step method to the combined familial and longitudinal ...a gene. Using the 200 simulated data sets, we assess the power of our approach for genes with ... See full document

... for longitudinal changes of systolic blood pressure (SBP) over time that can estimate the joint effect of multiple sequence variants on SBP after accounting for familial correlation and the time dependencies ... See full document

... binomial data can, exhibiting extra variability beyond the binomial model, leading to the so-called overdispersion in the latter, in addition to the correlation emanating from the repeated measures ...mixed ... See full document

... GAW18 data included 849 individuals with both phenotype and imputed genotype data from 20 extended ...Our analysis was restricted to the 139 unrelated ...WGS data provided by the GAW18 ... See full document

... design effects greater than ...design effects from clustering tend to decrease the more complex the ...design effects for regression coefficients are often found to be less than design effects ... See full document

... and random effects independent of the used random effect structure to model the correlation between subjects across ...and random effect components are relatively high when the sample size is ... See full document

... these models with regression results using a part of a data set from a famous study on investment theory by Yehuda Grunfeld (1958), who tried to analyse the effect of the (previous period) real value ... See full document

... performed using general linear models in SPSS version ...Full models for analysis of parasite data included the main effects of clone (CW avir or CW vir ; virulence ... See full document

... of data available have gradually increased ...environmental effects into analyses that include several traits ,taking account of all genetic relationships and realistic environmental models ...for ... See full document

... treatment effects to influence TGs, we modeled TGs as a function of percent methylation, fenofibrate treatment, and their interactions at individual CpGs using the generalized es- timating equation (GEE) ... See full document

... the family of LGCMs, which capture no in fl uence of the lagged growth variable on itself, and the AR models, which do not allow for individual random effects, is the more comprehensive ... See full document

... mixed models for a wide range of research fields [2, ...dom effects, and assumes that the outcome variables are mutually independent given random ...of longitudinal outcomes and analyzed ... See full document

... BEA data and Department of Labor BLS data for 1969 to 2013 are ...previous analysis of ...and using random effects models for panel data ... See full document

... with longitudinal data. In genetic association analysis, mixed- effects models were used to account for the familial correlation among phenotypes collected from the same pedigree ... See full document

... our models (3) and (4). Thus we added an extra random effect to these models, but the obtained type I error did not ...by using simulations under the null hypothesis, the type I error of the ... See full document

... meta-analyses using the mixed effects models that adequately address the between-studies heterogen- eity using random effects ...implemented using standard statistical ... See full document

... single-index models are popular and efficient modeling tools in multivariate nonparametric regres- sion, the single-index models have recently received much attention, including those from Carroll et ... See full document

... studies using micro-level data find that increased involvement of fathers in childcare and housework increases the likelihood of a second ...dual-earner/dual-carer family model, with Hungary, a ... See full document

... missing data were more likely to be racial and ethnic minorities and to have poor health ...missing data had lower incomes, were less likely to own their homes, to be working, and to have food secure house- ... See full document

... the Random Forests procedure, the MARS algorithm [23] was used to find interpretable models for each BOPH (DEH11, EPI08, HDL, WBC) in each study population (all subjects, non-smokers, ...important ... See full document