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The eigen higher criticism and eigen Berk–Jones tests for multiple trait association studies based on GWAS summary statistics
The eigen higher criticism and eigen Berk–Jones tests for multiple trait association studies based on GWAS summary statistics
Abstract In this article, we propose the eigen higher criticism and the eigen Berk–Jones testing procedures to test...
A Bayesian hierarchically structured prior for gene‐based association testing with multiple traits in genome‐wide association studies
A Bayesian hierarchically structured prior for gene‐based association testing with multiple traits in genome‐wide association studies
Abstract Although genome-wide association studies (GWAS) often collect data on multiple correlated traits for complex dise...
Precisely modeling zero‐inflated count phenotype for rare variants
Precisely modeling zero‐inflated count phenotype for rare variants
Abstract Count data with excessive zeros are increasingly ubiquitous in genetic association studies, such as neuritic plaq...
Robust estimates of heritable coronary disease risk in individuals with type 2 diabetes
Robust estimates of heritable coronary disease risk in individuals with type 2 diabetes
Abstract Type 2 diabetes (T2D) is an important heritable risk factor for coronary artery disease (CAD), the risk of both d...
Mendelian randomization in the multivariate general linear model framework
Mendelian randomization in the multivariate general linear model framework
Abstract Mendelian randomization (MR) is an application of instrumental variable (IV) methods to observational data in whi...
Penalized mediation models for multivariate data
Penalized mediation models for multivariate data
Abstract Statistical methods to integrate multiple layers of data, from exposures to intermediate traits to outcome variab...
REHE: Fast variance components estimation for linear mixed models
REHE: Fast variance components estimation for linear mixed models
Abstract Linear mixed models are widely used in ecological and biological applications, especially in genetic studies. Rel...
Block coordinate descent algorithm improves variable selection and estimation in error‐in‐variables regression
Block coordinate descent algorithm improves variable selection and estimation in error‐in‐variables regression
Abstract Medical research increasingly includes high-dimensional regression modeling with a need for error-in-variables me...
Multi‐marker genetic association and interaction tests with interval‐censored survival outcomes
Multi‐marker genetic association and interaction tests with interval‐censored survival outcomes
Abstract The development of set-based genetic-survival association tests has been focusing on right-censored survival outc...
Covariate adjusted inference of parent‐of‐origin effects using case–control mother–child paired multilocus genotype data
Covariate adjusted inference of parent‐of‐origin effects using case–control mother–child paired multilocus genotype data
Abstract It is of great interest to identify parent-of-origin effects (POEs) since POEs play an important role in many hum...
Taking population stratification into account by local permutations in rare‐variant association studies on small samples
Taking population stratification into account by local permutations in rare‐variant association studies on small samples
Abstract Many methods for rare variant association studies require permutations to assess the significance of tests. Stand...
InTACT: An adaptive and powerful framework for joint‐tissue transcriptome‐wide association studies
InTACT: An adaptive and powerful framework for joint‐tissue transcriptome‐wide association studies
Abstract Transcriptome-wide association studies (TWAS) that integrate transcriptomic reference data and genome-wide associ...
A novel transcriptional risk score for risk prediction of complex human diseases
A novel transcriptional risk score for risk prediction of complex human diseases
Abstract Recently polygenetic risk score (PRS) has been successfully used in the risk prediction of complex human dis...
The X factor: A robust and powerful approach to X‐chromosome‐inclusive whole‐genome association studies
The X factor: A robust and powerful approach to X‐chromosome‐inclusive whole‐genome association studies
Abstract The X-chromosome is often excluded from genome-wide association studies because of analytical challenges. Some of...
Identifying genetic risk variants associated with brain volumetric phenotypes via K‐sample Ball Divergence method
Identifying genetic risk variants associated with brain volumetric phenotypes via K‐sample Ball Divergence method
Abstract Regional human brain volumes including total area, average thickness, and total volume are heritable and associat...
Assisted differential network analysis for gene expression data
Assisted differential network analysis for gene expression data
Abstract In the analysis of gene expression data, when there are two or more disease conditions/groups (e.g., diseased and...
Assumptions about frequency‐dependent architectures of complex traits bias measures of functional enrichment
Assumptions about frequency‐dependent architectures of complex traits bias measures of functional enrichment
Abstract Linkage-Disequilibrium Score Regression (LDSC) is a popular framework for analyzing Genome-wide Association ...