Genome-wide polygenic scoring for a 14-year long-term average depression phenotype
Shun-Chiao Chang1, M Maria Glymour2, Stefan Walter3
1Department of Social and Behavioral Sciences, Harvard School of Public Health Boston, Massachusetts ; Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School Boston, Massachusetts.
Brain and Behavior
|April 1, 2014
Summary
Genetic prediction of depression using polygenic scores (PS) over 14 years showed limited improvement. PS effects were more pronounced in individuals with higher depression symptom scores, suggesting complex genetic influences.
Area of Science:
- Psychiatric Genetics
- Genomics and Epidemiology
- Depression Research
Background:
- Moderate heritability of depression contrasts with limited identification of robust genetic predictors.
- Previous studies may be limited by single-time-point phenotypic measures and small-effect genetic loci.
Purpose of the Study:
- To assess the predictive power of polygenic scores (PS) for depression using a long-term average phenotype.
- To investigate if integrating 14 years of depression data improves genetic prediction accuracy.
Main Methods:
- Developed a 14-year average depression measure from the Nurses' Health Study (N=6989).
- Estimated polygenic scores (PS) using internal and external weighting algorithms (NHS-GWAS-PS, GAIN-MDD-PS, PGC-MDD-PS).
- Assessed PS association with the long-term depression phenotype via linear, logistic, and quantile regressions.
Main Results:
- Three PS approaches explained a maximum of 0.2% of the variance in the long-term depression phenotype.
- Quantile regressions revealed larger PS impacts at higher depression symptom quantiles (75th vs. 25th percentile).
- Significant differences in PS effects were observed at the 25th and 75th percentiles for PGC-MDD-PS (P=0.03) and borderline for GAIN-MDD-PS (P=0.05).
Conclusions:
- Integrating 14 years of phenotypic data and employing various PS approaches did not substantially enhance depression genetic prediction.
- Polygenic score effects appear more significant in individuals with higher depression symptom severity.
- Unobserved vulnerability factors likely contribute to depression risk in individuals with high symptom scores.
More Related Videos
Related Concept Videos
Human Genetics
2.0K
Human genetics provides a profound framework for understanding the interplay between genetic predispositions and human psychology. At the heart of this discipline lies the study of how genes influence physical traits, behaviors, and susceptibility to diseases. Each person carries a unique genetic code that subtly or significantly shapes their psychological and behavioral landscape.
The complex relationship between genetics and psychology is observable through common biological components such...
The complex relationship between genetics and psychology is observable through common biological components such...
2.0K
Polygenic Traits
58.4K
When more than one gene is responsible for a given phenotype, the trait is considered polygenic. Human height is a polygenic trait. Studies have uncovered hundreds of loci that influence height, and there are believed to be many more. Due to the high number of genes involved, as well as environmental and nutritional factors, height varies significantly within a given population. The distribution of height forms a bell-shaped curve, with relatively few individuals in the population at the...
58.4K
Polygenic Traits
7.1K
7.1K
Genome-wide Association Studies-GWAS
12.6K
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...
12.6K
Long-term Depression
27.3K
Long-term depression, or LTD, is one of the ways by which synaptic plasticity—changes in the strength of chemical synapses—can occur in the brain. LTD is the process of synaptic weakening that occurs over time between pre and postsynaptic neuronal connections. The synaptic weakening of LTD works in opposition to synaptic strengthening by long-term potentiation (LTP) and together are the main mechanisms that underlie learning and memory.
27.3K
Long-term Depression
2.6K
Long-term depression, or LTD, is one of the ways by which synaptic plasticity—changes in the strength of chemical synapses—can occur in the brain. LTD is the process of synaptic weakening that occurs over time between pre and postsynaptic neuronal connections. The synaptic weakening of LTD works in opposition to synaptic strengthening by long-term potentiation (LTP) and together are the main mechanisms that underlie learning and memory.
Calcium Ion Concentration Mechanism
If over...
Calcium Ion Concentration Mechanism
If over...
2.6K


