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Imputation of ancient human genomes

Author

Listed:
  • Bárbara Sousa da Mota

    (University of Lausanne
    University of Lausanne)

  • Simone Rubinacci

    (University of Lausanne
    University of Lausanne)

  • Diana Ivette Cruz Dávalos

    (University of Lausanne
    University of Lausanne)

  • Carlos Eduardo G. Amorim

    (California State University)

  • Martin Sikora

    (University of Copenhagen)

  • Niels N. Johannsen

    (Aarhus University)

  • Marzena H. Szmyt

    (Adam Mickiewicz University in Poznań)

  • Piotr Włodarczak

    (Polish Academy of Sciences)

  • Anita Szczepanek

    (Polish Academy of Sciences
    Jagiellonian University, Medical College)

  • Marcin M. Przybyła

    (Jagiellonian University)

  • Hannes Schroeder

    (University of Copenhagen)

  • Morten E. Allentoft

    (University of Copenhagen
    Curtin University)

  • Eske Willerslev

    (University of Copenhagen
    University of Cambridge
    Wellcome Genome Campus
    MARUM, University of Bremen)

  • Anna-Sapfo Malaspinas

    (University of Lausanne
    University of Lausanne)

  • Olivier Delaneau

    (University of Lausanne
    University of Lausanne)

Abstract

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.

Suggested Citation

  • Bárbara Sousa da Mota & Simone Rubinacci & Diana Ivette Cruz Dávalos & Carlos Eduardo G. Amorim & Martin Sikora & Niels N. Johannsen & Marzena H. Szmyt & Piotr Włodarczak & Anita Szczepanek & Marcin M, 2023. "Imputation of ancient human genomes," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-39202-0
    DOI: 10.1038/s41467-023-39202-0
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    as
    1. Swapan Mallick & Heng Li & Mark Lipson & Iain Mathieson & Melissa Gymrek & Fernando Racimo & Mengyao Zhao & Niru Chennagiri & Susanne Nordenfelt & Arti Tandon & Pontus Skoglund & Iosif Lazaridis & Sri, 2016. "The Simons Genome Diversity Project: 300 genomes from 142 diverse populations," Nature, Nature, vol. 538(7624), pages 201-206, October.
    2. Harald Ringbauer & John Novembre & Matthias Steinrücken, 2021. "Parental relatedness through time revealed by runs of homozygosity in ancient DNA," Nature Communications, Nature, vol. 12(1), pages 1-11, December.
    3. Olivier Delaneau & Jean-François Zagury & Matthew R. Robinson & Jonathan L. Marchini & Emmanouil T. Dermitzakis, 2019. "Accurate, scalable and integrative haplotype estimation," Nature Communications, Nature, vol. 10(1), pages 1-10, December.
    4. Clare Bycroft & Colin Freeman & Desislava Petkova & Gavin Band & Lloyd T. Elliott & Kevin Sharp & Allan Motyer & Damjan Vukcevic & Olivier Delaneau & Jared O’Connell & Adrian Cortes & Samantha Welsh &, 2018. "The UK Biobank resource with deep phenotyping and genomic data," Nature, Nature, vol. 562(7726), pages 203-209, October.
    5. Ashot Margaryan & Daniel J. Lawson & Martin Sikora & Fernando Racimo & Simon Rasmussen & Ida Moltke & Lara M. Cassidy & Emil Jørsboe & Andrés Ingason & Mikkel W. Pedersen & Thorfinn Korneliussen & Hel, 2020. "Population genomics of the Viking world," Nature, Nature, vol. 585(7825), pages 390-396, September.
    6. Iain Mathieson & Iosif Lazaridis & Nadin Rohland & Swapan Mallick & Nick Patterson & Songül Alpaslan Roodenberg & Eadaoin Harney & Kristin Stewardson & Daniel Fernandes & Mario Novak & Kendra Sirak & , 2015. "Genome-wide patterns of selection in 230 ancient Eurasians," Nature, Nature, vol. 528(7583), pages 499-503, December.
    7. Bryan N Howie & Peter Donnelly & Jonathan Marchini, 2009. "A Flexible and Accurate Genotype Imputation Method for the Next Generation of Genome-Wide Association Studies," PLOS Genetics, Public Library of Science, vol. 5(6), pages 1-15, June.
    8. Morten Rasmussen & Yingrui Li & Stinus Lindgreen & Jakob Skou Pedersen & Anders Albrechtsen & Ida Moltke & Mait Metspalu & Ene Metspalu & Toomas Kivisild & Ramneek Gupta & Marcelo Bertalan & Kasper Ni, 2010. "Ancient human genome sequence of an extinct Palaeo-Eskimo," Nature, Nature, vol. 463(7282), pages 757-762, February.
    9. Wolfgang Haak & Iosif Lazaridis & Nick Patterson & Nadin Rohland & Swapan Mallick & Bastien Llamas & Guido Brandt & Susanne Nordenfelt & Eadaoin Harney & Kristin Stewardson & Qiaomei Fu & Alissa Mittn, 2015. "Massive migration from the steppe was a source for Indo-European languages in Europe," Nature, Nature, vol. 522(7555), pages 207-211, June.
    10. Eppie R. Jones & Gloria Gonzalez-Fortes & Sarah Connell & Veronika Siska & Anders Eriksson & Rui Martiniano & Russell L. McLaughlin & Marcos Gallego Llorente & Lara M. Cassidy & Cristina Gamba & Tengi, 2015. "Upper Palaeolithic genomes reveal deep roots of modern Eurasians," Nature Communications, Nature, vol. 6(1), pages 1-8, December.
    11. Martin Sikora & Vladimir V. Pitulko & Vitor C. Sousa & Morten E. Allentoft & Lasse Vinner & Simon Rasmussen & Ashot Margaryan & Peter Damgaard & Constanza Fuente & Gabriel Renaud & Melinda A. Yang & Q, 2019. "The population history of northeastern Siberia since the Pleistocene," Nature, Nature, vol. 570(7760), pages 182-188, June.
    12. Mark Lipson & Isabelle Ribot & Swapan Mallick & Nadin Rohland & Iñigo Olalde & Nicole Adamski & Nasreen Broomandkhoshbacht & Ann Marie Lawson & Saioa López & Jonas Oppenheimer & Kristin Stewardson & R, 2020. "Ancient West African foragers in the context of African population history," Nature, Nature, vol. 577(7792), pages 665-670, January.
    13. Iain Mathieson & Songül Alpaslan-Roodenberg & Cosimo Posth & Anna Szécsényi-Nagy & Nadin Rohland & Swapan Mallick & Iñigo Olalde & Nasreen Broomandkhoshbacht & Francesca Candilio & Olivia Cheronet & D, 2018. "The genomic history of southeastern Europe," Nature, Nature, vol. 555(7695), pages 197-203, March.
    14. Qiaomei Fu & Mateja Hajdinjak & Oana Teodora Moldovan & Silviu Constantin & Swapan Mallick & Pontus Skoglund & Nick Patterson & Nadin Rohland & Iosif Lazaridis & Birgit Nickel & Bence Viola & Kay Prüf, 2015. "An early modern human from Romania with a recent Neanderthal ancestor," Nature, Nature, vol. 524(7564), pages 216-219, August.
    15. Iosif Lazaridis & Nick Patterson & Alissa Mittnik & Gabriel Renaud & Swapan Mallick & Karola Kirsanow & Peter H. Sudmant & Joshua G. Schraiber & Sergi Castellano & Mark Lipson & Bonnie Berger & Christ, 2014. "Ancient human genomes suggest three ancestral populations for present-day Europeans," Nature, Nature, vol. 513(7518), pages 409-413, September.
    16. J. Víctor Moreno-Mayar & Ben A. Potter & Lasse Vinner & Matthias Steinrücken & Simon Rasmussen & Jonathan Terhorst & John A. Kamm & Anders Albrechtsen & Anna-Sapfo Malaspinas & Martin Sikora & Joshua , 2018. "Terminal Pleistocene Alaskan genome reveals first founding population of Native Americans," Nature, Nature, vol. 553(7687), pages 203-207, January.
    17. Daniel Taliun & Daniel N. Harris & Michael D. Kessler & Jedidiah Carlson & Zachary A. Szpiech & Raul Torres & Sarah A. Gagliano Taliun & André Corvelo & Stephanie M. Gogarten & Hyun Min Kang & Achille, 2021. "Sequencing of 53,831 diverse genomes from the NHLBI TOPMed Program," Nature, Nature, vol. 590(7845), pages 290-299, February.
    18. Qiaomei Fu & Heng Li & Priya Moorjani & Flora Jay & Sergey M. Slepchenko & Aleksei A. Bondarev & Philip L. F. Johnson & Ayinuer Aximu-Petri & Kay Prüfer & Cesare de Filippo & Matthias Meyer & Nicolas , 2014. "Genome sequence of a 45,000-year-old modern human from western Siberia," Nature, Nature, vol. 514(7523), pages 445-449, October.
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