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Estimating narrow-sense heritability using family data from admixed populations
Georgios Athanasiadis1, Doug Speed2,3, Mette K Andersen4
1Department of Biology, Section for Computational and RNA Biology, University of Copenhagen, 2200, Copenhagen, Denmark. yorgos.athanasiadis@gmail.com.
Estimating heritability in admixed populations is challenging. A mixture of genetic relationship matrices, combined with principal component analysis adjustment, accurately estimates narrow-sense heritability in Greenlandic cohorts.
Area of Science:
- Population Genetics
- Quantitative Genetics
- Statistical Genomics
Background:
- Estimating narrow-sense heritability in admixed populations is complex.
- Existing linear mixed-model frameworks require evaluation in diverse populations.
Purpose of the Study:
- To evaluate linear mixed-model frameworks for heritability estimation in admixed populations.
- To propose adjustments for accurate heritability estimation in Greenlandic cohorts.
Main Methods:
- Extensive simulations were used to test different models.
- Two relationship matrices (identity by descent and identity by state) were employed.
- Principal component analysis (PCA)-based adjustment was developed and applied.
Main Results:
- A model using both relationship matrices, with PCA adjustment, yielded accurate heritability estimates in simulated data.
- Single relationship matrices resulted in biased estimates.
- Phenotypes correlating with ancestry led to inflated heritability estimates.
- Heritability for height was lower in Greenlanders compared to Europeans.
Conclusions:
- Accurate narrow-sense heritability estimation in admixed populations requires a combination of genetic relationship matrices.
- Individuals with at least one first-degree relative are crucial for reliable estimates.
- PCA-based adjustment corrects for ancestry-related inflation of heritability.
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