Imputation of ancient human genomes

被引:36
作者
Sousa da Mota, Barbara [1 ,2 ]
Rubinacci, Simone [1 ,2 ]
Cruz Davalos, Diana Ivette [1 ,2 ]
Amorim, Carlos Eduardo G. [3 ]
Sikora, Martin [4 ]
Johannsen, Niels N. [5 ]
Szmyt, Marzena H. [6 ]
Wlodarczak, Piotr [7 ]
Szczepanek, Anita [7 ,8 ]
Przybyla, Marcin M. [9 ]
Schroeder, Hannes [10 ]
Allentoft, Morten E. [4 ,11 ]
Willerslev, Eske [4 ,12 ,13 ,14 ]
Malaspinas, Anna-Sapfo [1 ,2 ]
Delaneau, Olivier [1 ,2 ]
机构
[1] Univ Lausanne, Dept Computat Biol, Lausanne, Switzerland
[2] Univ Lausanne, Swiss Inst Bioinformat, Lausanne, Switzerland
[3] Calif State Univ, Dept Biol, Northridge, CA USA
[4] Univ Copenhagen, Globe Inst, Lundbeck Fdn GeoGenet Ctr, Copenhagen, Denmark
[5] Aarhus Univ, Dept Archaeol & Heritage Studies, Aarhus, Denmark
[6] Adam Mickiewicz Univ, Inst Eastern Res, Poznan, Poland
[7] Polish Acad Sci, Inst Archaeol & Ethnol, Krakow, Poland
[8] Jagiellonian Univ, Dept Anat, Coll Med, Krakow, Poland
[9] Jagiellonian Univ, Inst Archaeol, Krakow, Poland
[10] Univ Copenhagen, Globe Inst, Fac Hlth & Med Sci, Copenhagen, Denmark
[11] Curtin Univ, Sch Mol & Life Sci, Trace & Environm DNA TrEnD Lab, Bentley, WA, Australia
[12] Univ Cambridge, GeoGenet Grp, Dept Zool, Cambridge, England
[13] Wellcome Sanger Inst, Wellcome Genome Campus, Cambridge, England
[14] Univ Bremen, MARUM, Bremen, Germany
基金
美国国家卫生研究院; 欧洲研究理事会; 瑞士国家科学基金会;
关键词
GENOTYPE IMPUTATION; POPULATION GENOMICS; HISTORY; SEQUENCE; ANCESTRY; PATTERNS; ASSOCIATION; MIGRATION; ADMIXTURE; ACCURATE;
D O I
10.1038/s41467-023-39202-0
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
引用
收藏
页数:17
相关论文
共 86 条
[1]   Fast model-based estimation of ancestry in unrelated individuals [J].
Alexander, David H. ;
Novembre, John ;
Lange, Kenneth .
GENOME RESEARCH, 2009, 19 (09) :1655-1664
[2]  
Allentoft M. E., 2022, BIORXIV, V36
[3]   Population genomics of Bronze Age Eurasia [J].
Allentoft, Morten E. ;
Sikora, Martin ;
Sjogren, Karl-Goran ;
Rasmussen, Simon ;
Rasmussen, Morten ;
Stenderup, Jesper ;
Damgaard, Peter B. ;
Schroeder, Hannes ;
Ahlstrom, Torbjorn ;
Vinner, Lasse ;
Malaspinas, Anna-Sapfo ;
Margaryan, Ashot ;
Higham, Tom ;
Chivall, David ;
Lynnerup, Niels ;
Harvig, Lise ;
Baron, Justyna ;
Della Casa, Philippe ;
Dabrowski, Pawel ;
Duffy, Paul R. ;
Ebel, Alexander V. ;
Epimakhov, Andrey ;
Frei, Karin ;
Furmanek, Miroslaw ;
Gralak, Tomasz ;
Gromov, Andrey ;
Gronkiewicz, Stanislaw ;
Grupe, Gisela ;
Hajdu, Tamas ;
Jarysz, Radoslaw ;
Khartanovich, Valeri ;
Khokhlov, Alexandr ;
Kiss, Viktoria ;
Kolar, Jan ;
Kriiska, Aivar ;
Lasak, Irena ;
Longhi, Cristina ;
McGlynn, George ;
Merkevicius, Algimantas ;
Merkyte, Inga ;
Metspalu, Mait ;
Mkrtchyan, Ruzan ;
Moiseyev, Vyacheslav ;
Paja, Laszlo ;
Palfi, Gyoergy ;
Pokutta, Dalia ;
Pospieszny, Lukasz ;
Price, T. Douglas ;
Saag, Lehti ;
Sablin, Mikhail .
NATURE, 2015, 522 (7555) :167-+
[4]   A global reference for human genetic variation [J].
Altshuler, David M. ;
Durbin, Richard M. ;
Abecasis, Goncalo R. ;
Bentley, David R. ;
Chakravarti, Aravinda ;
Clark, Andrew G. ;
Donnelly, Peter ;
Eichler, Evan E. ;
Flicek, Paul ;
Gabriel, Stacey B. ;
Gibbs, Richard A. ;
Green, Eric D. ;
Hurles, Matthew E. ;
Knoppers, Bartha M. ;
Korbel, Jan O. ;
Lander, Eric S. ;
Lee, Charles ;
Lehrach, Hans ;
Mardis, Elaine R. ;
Marth, Gabor T. ;
McVean, Gil A. ;
Nickerson, Deborah A. ;
Wang, Jun ;
Wilson, Richard K. ;
Boerwinkle, Eric ;
Doddapaneni, Harsha ;
Han, Yi ;
Korchina, Viktoriya ;
Kovar, Christie ;
Lee, Sandra ;
Muzny, Donna ;
Reid, Jeffrey G. ;
Zhu, Yiming ;
Chang, Yuqi ;
Feng, Qiang ;
Fang, Xiaodong ;
Guo, Xiaosen ;
Jian, Min ;
Jiang, Hui ;
Jin, Xin ;
Lan, Tianming ;
Li, Guoqing ;
Li, Jingxiang ;
Li, Yingrui ;
Liu, Shengmao ;
Liu, Xiao ;
Lu, Yao ;
Ma, Xuedi ;
Tang, Meifang ;
Wang, Bo .
NATURE, 2015, 526 (7571) :68-+
[5]   Integrating common and rare genetic variation in diverse human populations [J].
Altshuler, David M. ;
Gibbs, Richard A. ;
Peltonen, Leena ;
Dermitzakis, Emmanouil ;
Schaffner, Stephen F. ;
Yu, Fuli ;
Bonnen, Penelope E. ;
de Bakker, Paul I. W. ;
Deloukas, Panos ;
Gabriel, Stacey B. ;
Gwilliam, Rhian ;
Hunt, Sarah ;
Inouye, Michael ;
Jia, Xiaoming ;
Palotie, Aarno ;
Parkin, Melissa ;
Whittaker, Pamela ;
Chang, Kyle ;
Hawes, Alicia ;
Lewis, Lora R. ;
Ren, Yanru ;
Wheeler, David ;
Muzny, Donna Marie ;
Barnes, Chris ;
Darvishi, Katayoon ;
Hurles, Matthew ;
Korn, Joshua M. ;
Kristiansson, Kati ;
Lee, Charles ;
McCarroll, Steven A. ;
Nemesh, James ;
Keinan, Alon ;
Montgomery, Stephen B. ;
Pollack, Samuela ;
Price, Alkes L. ;
Soranzo, Nicole ;
Gonzaga-Jauregui, Claudia ;
Anttila, Verneri ;
Brodeur, Wendy ;
Daly, Mark J. ;
Leslie, Stephen ;
McVean, Gil ;
Moutsianas, Loukas ;
Nguyen, Huy ;
Zhang, Qingrun ;
Ghori, Mohammed J. R. ;
McGinnis, Ralph ;
McLaren, William ;
Takeuchi, Fumihiko ;
Grossman, Sharon R. .
NATURE, 2010, 467 (7311) :52-58
[6]   Understanding 6th-century barbarian social organization and migration through paleogenomics [J].
Amorim, Carlos Eduardo G. ;
Vai, Stefania ;
Posth, Cosimo ;
Modi, Alessandra ;
Koncz, Istvan ;
Hakenbeck, Susanne ;
La Rocca, Maria Cristina ;
Mende, Balazs ;
Bobo, Dean ;
Pohl, Walter ;
Baricco, Luisella Pejrani ;
Bedini, Elena ;
Francalacci, Paolo ;
Giostra, Caterina ;
Vida, Tivadar ;
Winger, Daniel ;
von Freeden, Uta ;
Ghirotto, Silvia ;
Lari, Martina ;
Barbujani, Guido ;
Krause, Johannes ;
Caramelli, David ;
Geary, Patrick J. ;
Veeramah, Krishna R. .
NATURE COMMUNICATIONS, 2018, 9
[7]   An empirical evaluation of genotype imputation of ancient DNA [J].
Ausmees, Kristiina ;
Sanchez-Quinto, Federico ;
Jakobsson, Mattias ;
Nettelblad, Carl .
G3-GENES GENOMES GENETICS, 2022, 12 (06)
[8]   Insights into human genetic variation and population history from 929 diverse genomes [J].
Bergstrom, Anders ;
McCarthy, Shane A. ;
Hui, Ruoyun ;
Almarri, Mohamed A. ;
Ayub, Qasim ;
Danecek, Petr ;
Chen, Yuan ;
Felkel, Sabine ;
Hallast, Pille ;
Kamm, Jack ;
Blanche, Helene ;
Deleuze, Jean-Francois ;
Cann, Howard ;
Mallick, Swapan ;
Reich, David ;
Sandhu, Manjinder S. ;
Skoglund, Pontus ;
Scally, Aylwyn ;
Xue, Yali ;
Durbin, Richard ;
Tyler-Smith, Chris .
SCIENCE, 2020, 367 (6484) :1339-+
[9]   Properties of 2-locus genealogies and linkage disequilibrium in temporally structured samples [J].
Biddanda, Arjun ;
Steinrucken, Matthias ;
Novembre, John .
GENETICS, 2022, 221 (01)
[10]   Patterns of damage in genomic DNA sequences from a Neandertal [J].
Briggs, Adrian W. ;
Stenzel, Udo ;
Johnson, Philip L. F. ;
Green, Richard E. ;
Kelso, Janet ;
Pruefer, Kay ;
Meyer, Matthias ;
Krause, Johannes ;
Ronan, Michael T. ;
Lachmann, Michael ;
Paeaebo, Svante .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2007, 104 (37) :14616-14621