Imputation of ancient human genomes

Due to postmortem DNA degradation and microbial colonization, most ancient genomes have low depth of coverage, hindering genotype calling. Genotype imputation can improve genotyping accuracy for low-coverage genomes. However, it is unknown how accurate ancient DNA imputation is and whether imputatio...

Full description

Saved in:
Bibliographic Details
Published in:Nature communications Vol. 14; no. 1; pp. 3660 - 17
Main Authors: Sousa da Mota, Bárbara, Rubinacci, Simone, Cruz Dávalos, Diana Ivette, G. Amorim, Carlos Eduardo, Sikora, Martin, Johannsen, Niels N., Szmyt, Marzena H., Włodarczak, Piotr, Szczepanek, Anita, Przybyła, Marcin M., Schroeder, Hannes, Allentoft, Morten E., Willerslev, Eske, Malaspinas, Anna-Sapfo, Delaneau, Olivier
Format: Journal Article
Language:English
Published: London Nature Publishing Group UK 20-06-2023
Nature Publishing Group
Nature Portfolio
Subjects:
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Description
Summary:Due to postmortem DNA degradation and microbial colonization, most ancient genomes have low depth of coverage, hindering genotype calling. Genotype imputation can improve genotyping accuracy for low-coverage genomes. However, it is unknown how accurate ancient DNA imputation is and whether imputation introduces bias to downstream analyses. Here we re-sequence an ancient trio (mother, father, son) and downsample and impute a total of 43 ancient genomes, including 42 high-coverage (above 10x) genomes. We assess imputation accuracy across ancestries, time, depth of coverage, and sequencing technology. We find that ancient and modern DNA imputation accuracies are comparable. When downsampled at 1x, 36 of the 42 genomes are imputed with low error rates (below 5%) while African genomes have higher error rates. We validate imputation and phasing results using the ancient trio data and an orthogonal approach based on Mendel’s rules of inheritance. We further compare the downstream analysis results between imputed and high-coverage genomes, notably principal component analysis, genetic clustering, and runs of homozygosity, observing similar results starting from 0.5x coverage, except for the African genomes. These results suggest that, for most populations and depths of coverage as low as 0.5x, imputation is a reliable method that can improve ancient DNA studies. For most ancient genomes, low sequencing depth restricts genotyping, limiting their study. Here, the authors test imputation performance of ancient human genomes by estimating error rates and potential bias introduced in downstream analyses.
Bibliography:ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
ISSN:2041-1723
2041-1723
DOI:10.1038/s41467-023-39202-0