Gina M. Peloso
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View article: A genomic-led strategy to anticipate drug safety effects
A genomic-led strategy to anticipate drug safety effects Open
Safety-related issues account for approximately 28% of failures in new drug discovery programs. On top of that, many are discovered during post-marketing surveillance, significantly limiting drug utility and application. To proactively add…
View article: Whole genome sequence analysis of low-density lipoprotein cholesterol across 246 K individuals
Whole genome sequence analysis of low-density lipoprotein cholesterol across 246 K individuals Open
This study provides a meta-analysis framework for large-scale whole genome sequence association analyses from diverse population groups, yielding novel rare non-coding variant associations.
View article: Long‐Term Incidence of Dementia Following Transient Ischemic Attack: A Longitudinal Cohort Study
Long‐Term Incidence of Dementia Following Transient Ischemic Attack: A Longitudinal Cohort Study Open
Background The association between transient ischemic attack (TIA) and dementia is incompletely characterized. Determining the cognitive sequalae of TIA is important as it can function as an early warning sign or additional risk factor for…
View article: Learning Gaussian graphical models from correlated data
Learning Gaussian graphical models from correlated data Open
Gaussian Graphical Models (GGMs) are a type of network modeling that uses partial correlation rather than correlation for representing complex relationships among multiple variables. The advantage of using partial correlation is to show th…
View article: cellSTAAR: Incorporating single-cell-sequencing-based functional data to boost power in rare variant association testing of non-coding regions
cellSTAAR: Incorporating single-cell-sequencing-based functional data to boost power in rare variant association testing of non-coding regions Open
Whole genome sequencing (WGS) studies have identified hundreds of millions of rare variants (RVs) and have enabled RV association tests (RVATs) of these variants with complex traits and diseases. Analysis of non-coding variants is challeng…
View article: Epigenetic pathways and risk factors for Type 2 Diabetes in a Middle Eastern Cohort
Epigenetic pathways and risk factors for Type 2 Diabetes in a Middle Eastern Cohort Open
Type 2 diabetes (T2D) is a complex metabolic disorder influenced by genetic, epigenetic, and environmental factors. Triglycerides and lipoproteins play a role in the development and progression of both macro and micro vascular complication…
View article: Methylome-wide association analyses of lipids and modifying effects of behavioral factors in diverse race and ethnicity participants
Methylome-wide association analyses of lipids and modifying effects of behavioral factors in diverse race and ethnicity participants Open
View article: Clinical and Imaging Markers of Cardiac Function and Brain Health
Clinical and Imaging Markers of Cardiac Function and Brain Health Open
In this large study among community-dwelling adults, subclinical cardiac dysfunction was associated with brain imaging markers of neurodegeneration. These findings encourage longitudinal investigations on the effect of maintaining cardiac …
View article: Frequency of variants in Mendelian Alzheimer's disease genes within the Alzheimer's Disease Sequencing Project
Frequency of variants in Mendelian Alzheimer's disease genes within the Alzheimer's Disease Sequencing Project Open
Background Prior studies examined variants within presenilin-2 ( PSEN2 ), presenilin-1 ( PSEN1 ), and amyloid precursor protein ( APP ) genes. However, previously-reported clinically-relevant variants and other predicted damaging missense …
View article: Leveraging Large-Scale Biobanks for Therapeutic Target Discovery
Leveraging Large-Scale Biobanks for Therapeutic Target Discovery Open
Large biobanks, including the Million Veteran Program (MVP), the UK Biobank, and FinnGen, provide genetic association results for more than 1,000,000 individuals for hundreds of phenotypes. To select targets for pharmaceutical development,…
View article: Dynamic Importance of Genomic and Clinical Risk for Coronary Artery Disease Over the Life Course
Dynamic Importance of Genomic and Clinical Risk for Coronary Artery Disease Over the Life Course Open
BACKGROUND: Earlier identification of high coronary artery disease (CAD) risk individuals may enable more effective prevention strategies. However, existing 10-year risk frameworks are ineffective at earlier identification. We sought to un…
View article: Genetic Predisposition to Coronary Artery Disease
Genetic Predisposition to Coronary Artery Disease Open
View article: Whole Genome Sequencing Analysis of Cognitively Wellderly Individuals Identifies Potential Protective Genetic Variants for Alzheimer’s Disease
Whole Genome Sequencing Analysis of Cognitively Wellderly Individuals Identifies Potential Protective Genetic Variants for Alzheimer’s Disease Open
Background Genetic variants that confer protection from Alzheimer’s disease (AD) may be particularly critical in developing therapeutics. To target protective variant identification, we performed genetic association testing among selected …
View article: The role of common structural variants in Alzheimer’s disease
The role of common structural variants in Alzheimer’s disease Open
Background Structural variants (SVs), genomic alterations exceeding 50 base‐pairs, are known for their significant impact on disease pathology. However, the role of SVs in Alzheimer’s Disease (AD) remains unclear. Using a novel high‐accura…
View article: Proteome-wide association studies for blood lipids and comparison with transcriptome-wide association studies
Proteome-wide association studies for blood lipids and comparison with transcriptome-wide association studies Open
View article: Machine learning‐based clustering identifies obesity subgroups with differential multi‐omics profiles and metabolic patterns
Machine learning‐based clustering identifies obesity subgroups with differential multi‐omics profiles and metabolic patterns Open
Objective Individuals living with obesity are differentially susceptible to cardiometabolic diseases. We hypothesized that an integrative multi‐omics approach might improve identification of subgroups of individuals with obesity who have d…
View article: Comparison of methods for building polygenic scores for diverse populations
Comparison of methods for building polygenic scores for diverse populations Open
View article: Exome wide association study for blood lipids in 1,158,017 individuals from diverse populations
Exome wide association study for blood lipids in 1,158,017 individuals from diverse populations Open
Rare coding alleles play crucial roles in the molecular diagnosis of genetic diseases. However, the systemic identification of these alleles has been challenging due to their scarcity in the general population. Here, we discovered and char…
View article: Genome-wide discovery and integrative genomic characterization of insulin resistance loci using serum triglycerides to HDL-cholesterol ratio as a proxy
Genome-wide discovery and integrative genomic characterization of insulin resistance loci using serum triglycerides to HDL-cholesterol ratio as a proxy Open
Insulin resistance causes multiple epidemic metabolic diseases, including type 2 diabetes, cardiovascular disease, and fatty liver, but is not routinely measured in epidemiological studies. To discover novel insulin resistance genes in the…
View article: Integrative Metabolomics Differentiate Coronary Artery Disease, Peripheral Artery Disease, and Venous Thromboembolism Risks
Integrative Metabolomics Differentiate Coronary Artery Disease, Peripheral Artery Disease, and Venous Thromboembolism Risks Open
BACKGROUND: Arterial and venous cardiovascular conditions, such as coronary artery disease (CAD), peripheral artery disease (PAD), and venous thromboembolism (VTE), are genetically correlated. Interrogating underlying mechanisms may shed l…
View article: Protein Identification for Stroke Progression via Mendelian Randomization in Million Veteran Program and UK Biobank
Protein Identification for Stroke Progression via Mendelian Randomization in Million Veteran Program and UK Biobank Open
BACKGROUND: Individuals who have experienced a stroke, or transient ischemic attack, face a heightened risk of future cardiovascular events. Identification of genetic and molecular risk factors for subsequent cardiovascular outcomes may id…
View article: Transcriptome- and proteome-wide Mendelian randomization to prioritize therapeutic targets for coronary heart disease
Transcriptome- and proteome-wide Mendelian randomization to prioritize therapeutic targets for coronary heart disease Open
Despite widespread use of drugs targeting traditional cardiovascular risk factors such as lipids and blood pressure, a high burden of coronary heart disease (CHD) remains, hence novel therapeutics are needed for people who harbor residual …
View article: Genetic Architecture and Clinical Outcomes of Combined Lipid Disturbances
Genetic Architecture and Clinical Outcomes of Combined Lipid Disturbances Open
BACKGROUND: Dyslipoproteinemia often involves simultaneous derangements of multiple lipid traits. We aimed to evaluate the phenotypic and genetic characteristics of combined lipid disturbances in a general population-based cohort. METHODS:…
View article: Learning Gaussian Graphical Models from Correlated Data
Learning Gaussian Graphical Models from Correlated Data Open
Gaussian Graphical Models (GGM) have been widely used in biomedical research to explore complex relationships between many variables. There are well established procedures to build GGMs from a sample of independent and identical distribute…
View article: Large-scale Mendelian randomization identifies novel pathways as therapeutic targets for heart failure with reduced ejection fraction and with preserved ejection fraction
Large-scale Mendelian randomization identifies novel pathways as therapeutic targets for heart failure with reduced ejection fraction and with preserved ejection fraction Open
We used expression quantitative trait loci (eQTLs) and protein quantitative trait loci (pQTLs) to conduct genome-wide Mendelian randomization (MR) using 27,799 cases of heart failure (HF) with reduced ejection fraction (HFrEF), 27,579 case…
View article: Key variants via the Alzheimer's Disease Sequencing Project whole genome sequence data
Key variants via the Alzheimer's Disease Sequencing Project whole genome sequence data Open
INTRODUCTION Genome‐wide association studies (GWAS) have identified loci associated with Alzheimer's disease (AD) but did not identify specific causal genes or variants within those loci. Analysis of whole genome sequence (WGS) data, which…
View article: Lipid levels and risk of acute pancreatitis using bidirectional Mendelian randomization
Lipid levels and risk of acute pancreatitis using bidirectional Mendelian randomization Open
View article: The expected polygenic risk score (ePRS) framework: an equitable metric for quantifying polygenetic risk via modeling of ancestral makeup
The expected polygenic risk score (ePRS) framework: an equitable metric for quantifying polygenetic risk via modeling of ancestral makeup Open
Polygenic risk scores (PRSs) depend on genetic ancestry due to differences in allele frequencies between ancestral populations. This leads to implementation challenges in diverse populations. We propose a framework to calibrate PRS based o…
View article: Novel Polygenic Risk Score and Established Clinical Risk Factors for Risk Estimation of Aortic Stenosis
Novel Polygenic Risk Score and Established Clinical Risk Factors for Risk Estimation of Aortic Stenosis Open
Importance Polygenic risk scores (PRSs) have proven to be as strong as or stronger than established clinical risk factors for many cardiovascular phenotypes. Whether this is true for aortic stenosis remains unknown. Objective To develop a …
View article: Lipoprotein(a), C-Reactive Protein, and Cardiovascular Risk in Primary and Secondary Prevention Populations
Lipoprotein(a), C-Reactive Protein, and Cardiovascular Risk in Primary and Secondary Prevention Populations Open
Importance Elevated lipoprotein(a) (Lp[a]) is a putative causal risk factor for atherosclerotic cardiovascular disease (ASCVD). There are conflicting data as to whether Lp(a) may increase cardiovascular risk only in the presence of concomi…