snpAD: An ancient DNA genotype caller
Abstract
MotivationThe study of ancient genomes can elucidate the evolutionary past. However, analyses are complicated by base-modifications in ancient DNA molecules that result in errors in DNA sequences. These errors are particularly common near the ends of sequences and pose a challenge for genotype calling.\n\nResultsI describe an expectation-maximization algorithm that estimates genotype frequencies and errors along sequences to allow for accurate genotype calling from ancient sequences. The implementation of this method, called snpAD, performs well on high-coverage ancient data, as shown by simulations and by subsampling the data of a high-coverage Neandertal genome. Although estimates for low-coverage genomes are less accurate, I am able to derive approximate estimates of heterozygosity from several low-coverage Neandertals. These estimates show that low heterozygosity, compared to modern humans, was common among Neandertals.\n\nAvailabilityThe C++ code of snpAD is freely available at http://bioinf.eva.mpg.de/snpAD/\n\nContactpruefer@eva.mpg.de\n\nSupplementary informationSupplementary data are available at Bioinformatics online.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 78
- FWCI
- 2.58
- Field percentile
- top 9%
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Assessing the relationship of ancient and modern populations
J. G. Schraiber·bioRxiv·Jul 24, 2017
- Achieving improved accuracy for imputation of ancient DNA
Kristiina Ausmees, Carl Nettelblad·BioinformaticsPeer-reviewed·Nov 15, 2022
- Adjustment for SNPs instead of demographic and clinical covariates in GWAS
Kristiina Ausmees, Federico Sánchez‐Quinto, … Carl Nettelblad·bioRxiv·Dec 22, 2021
- Simulation-based Benchmarking of Ancient Haplotype Inference for Detecting Population Structure
Jazeps Medina Tretmanis, Flora Jay, … Emilia Huerta‐Sánchez·bioRxiv·Sep 28, 2023
- Imputation of ancient genomes
Bárbara Sousa da Mota, Simone Rubinacci, … Olivier Delaneau·bioRxiv·Jul 19, 2022
- An empirical evaluation of genotype imputation of ancient DNA
Kristiina Ausmees, Federico Sánchez‐Quinto, … Carl Nettelblad·G3 Genes Genomes GeneticsPeer-reviewed·Apr 28, 2022