Genome-Wide Approach to Measure Variant-Based Heritability of Drug Outcome Phenotypes
Ayesha Muhammad1, Ida T Aka2, Kelly A Birdwell3
1Vanderbilt University School of Medicine, Nashville, Tennessee, USA.
Clinical Pharmacology and Therapeutics
|June 21, 2021
Summary
Most drug responses are influenced by many genes with small effects, not just a few with large effects. This suggests large-scale genetic studies are crucial for predicting drug outcomes accurately.
Area of Science:
- Genetics
- Pharmacology
Background:
- Pharmacogenomic studies often focus on variants with large effect sizes in drug-related genes.
- These large-effect variants explain only a small portion of the genetic variability in drug response phenotypes.
Purpose of the Study:
- To quantify the narrow-sense heritability () of 12 drug outcome phenotypes using genome-wide common variation.
- To determine the contribution of small, moderate, and large effect variants to the heritability of drug response phenotypes.
Main Methods:
- Utilized a Bayesian hierarchical mixed model (BayesR) to analyze genome-wide common variants in individuals of European ancestry.
- Modeled the distribution of variant effect sizes for pharmacodynamic and pharmacokinetic phenotypes across cardiovascular drugs, antibiotics, and immunosuppressants.
- Partitioned heritability () into contributions from variants with different effect sizes.
Main Results:
- Heritability estimates () for the 12 phenotypes ranged from 0.05 to 0.59.
- Small-effect and moderate-effect variants collectively accounted for the majority (61-95%) of the heritability for all studied drug phenotypes.
- A median of 3,347 variants contributed to the heritability of each phenotype.
Conclusions:
- Drug outcome phenotypes are highly polygenic, meaning they are influenced by numerous genes with small effects.
- Larger genome-wide association studies are necessary to identify more variants and improve the clinical prediction of drug outcomes using genomic data.
Related Concept Videos
Genome-wide Association Studies-GWAS
14.8K
Genome-wide association studies or GWAS are used to identify whether common SNPs are associated with certain diseases. Suppose specific SNPs are more frequently observed in individuals with a particular disease than those without the disease. In that case, those SNPs are said to be associated with the disease. Chi-square analysis is performed to check the probability of the allele likely to be associated with the disease.
GWAS does not require the identification of the target gene involved in...
GWAS does not require the identification of the target gene involved in...
14.8K
Heritability
387
Heritability is a statistical concept that measures the degree to which genetic differences among individuals contribute to trait variations within a population. It is a fundamental idea in genetics, often prone to misinterpretation. Heritability is expressed as a percentage, reflecting the proportion of variation in a specific trait across a population that can be linked to genetic differences. However, it's important to understand that heritability does not determine how "genetic"...
387
Analysis of Population Pharmacokinetic Data
499
Analysis of population pharmacokinetic data involves studying the behavior of drugs within diverse populations to understand their pharmacokinetic parameters. Traditional pharmacokinetic methods typically involve collecting samples from a few individuals and estimating these parameters. While these methods are commonly used, they have limitations in capturing the variability in drug response among individuals or heterogeneous populations. Population pharmacokinetics is employed to address these...
499
Measurement of Bioavailability: Pharmacodynamic Methods
41
Pharmacodynamic methods provide insights into a drug's effects on physiological processes over time and play a crucial role in understanding bioavailability and therapeutic efficacy. These methods can be broadly classified into acute pharmacological and therapeutic response approaches, each with distinct mechanisms and applications.The acute pharmacological response method directly correlates a drug's physiological effects, such as ECG or pupil diameter changes, to its time course in the body.
41
Comparing Copy Number Variations and SNPs
18.2K
Sequencing of the human genome has opened up several best-kept secrets of the genome. Scientists have identified thousands of genome variations that exist within a population. These variations can be a single nucleotide or a larger chromosomal variation.
Copy number variations or CNVs are the structural variations that cover more than 1kb of DNA sequence. The single nucleotide polymorphism (SNP), on the other hand, is a single nucleotide change or a point mutation that is found in more than 1%...
Copy number variations or CNVs are the structural variations that cover more than 1kb of DNA sequence. The single nucleotide polymorphism (SNP), on the other hand, is a single nucleotide change or a point mutation that is found in more than 1%...
18.2K
Behavioral Genetics and Its Designs
703
Behavior genetics explores how genetic inheritance influences human behavior. It focuses on how genes, passed from parents to offspring, contribute to the development of behavioral traits and tendencies. This branch of genetics seeks to understand the complex interplay between inherited genetic factors and environmental influences in shaping our behaviors.
The primary methodologies used in behavior genetics include family studies, twin studies, and adoption studies, each providing unique...
The primary methodologies used in behavior genetics include family studies, twin studies, and adoption studies, each providing unique...
703


