Demogenomic inference from spatially and temporally heterogeneous samples

被引:5
作者
Marchi, Nina [1 ,2 ,3 ]
Kapopoulou, Adamandia [1 ,2 ]
Excoffier, Laurent [1 ,2 ,3 ]
机构
[1] Univ Bern, Inst Ecol & Evolut, CMPG, Bern, Switzerland
[2] Swiss Inst Bioinformat, Lausanne, Switzerland
[3] Univ Bern, CMPG, Inst Ecol & Evolut, CH-3012 Bern, Switzerland
基金
瑞士国家科学基金会;
关键词
archaeogenetics; conservation genetics; demogenomics; demographic inference; population genetics - empirical; site frequency spectrum; POPULATION-SIZE; GENETIC DIVERSITY; HISTORY; ANCESTRY; MODEL; ADMIXTURE; REVEALS; GENOMES;
D O I
10.1111/1755-0998.13877
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Modern and ancient genomes are not necessarily drawn from homogeneous populations, as they may have been collected from different places and at different times. This heterogeneous sampling can be an issue for demographic inferences and results in biased demographic parameters and incorrect model choice if not properly considered. When explicitly accounted for, it can result in very complex models and high data dimensionality that are difficult to analyse. In this paper, we formally study the impact of such spatial and temporal sampling heterogeneity on demographic inference, and we introduce a way to circumvent this problem. To deal with structured samples without increasing the dimensionality of the site frequency spectrum (SFS), we introduce a new structured approach to the existing program fastsimcoal2. We assess the efficiency and relevance of this methodological update with simulated and modern human genomic data. We particularly focus on spatial and temporal heterogeneities to evidence the interest of this new SFS-based approach, which can be especially useful when handling scattered and ancient DNA samples, as in conservation genetics or archaeogenetics.
引用
收藏
页数:11
相关论文
共 39 条
  • [11] Robust Demographic Inference from Genomic and SNP Data
    Excoffier, Laurent
    Dupanloup, Isabelle
    Huerta-Sanchez, Emilia
    Sousa, Vitor C.
    Foll, Matthieu
    [J]. PLOS GENETICS, 2013, 9 (10):
  • [12] Inferring the Joint Demographic History of Multiple Populations from Multidimensional SNP Frequency Data
    Gutenkunst, Ryan N.
    Hernandez, Ryan D.
    Williamson, Scott H.
    Bustamante, Carlos D.
    [J]. PLOS GENETICS, 2009, 5 (10):
  • [13] Chad Genetic Diversity Reveals an African History Marked by Multiple Holocene Eurasian Migrations
    Haber, Marc
    Mezzavilla, Massimo
    Bergstroem, Anders
    Prado-Martinez, Javier
    Hallast, Pille
    Saif-Ali, Riyadh
    Al-Habori, Molham
    Dedoussis, George
    Zeggini, Eleftheria
    Blue-Smith, Jason
    Wells, R. Spencer
    Xue, Yali
    Zalloua, Pierre A.
    Tyler-Smith, Chris
    [J]. AMERICAN JOURNAL OF HUMAN GENETICS, 2016, 99 (06) : 1316 - 1324
  • [14] A structured ancestral population for the evolution of modern humans
    Harding, RM
    McVean, G
    [J]. CURRENT OPINION IN GENETICS & DEVELOPMENT, 2004, 14 (06) : 667 - 674
  • [15] The Confounding Effect of Population Structure on Bayesian Skyline Plot Inferences of Demographic History
    Heller, Rasmus
    Chikhi, Lounes
    Siegismund, Hans Redlef
    [J]. PLOS ONE, 2013, 8 (05):
  • [16] Efficiently Inferring the Demographic History of Many Populations With Allele Count Data
    Kamm, Jack
    Terhorst, Jonathan
    Durbin, Richard
    Song, Yun S.
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2020, 115 (531) : 1472 - 1487
  • [17] Accuracy of Demographic Inferences from the Site Frequency Spectrum: The Case of the Yoruba Population
    Lapierre, Marguerite
    Lambert, Amaury
    Achaz, Guillaume
    [J]. GENETICS, 2017, 206 (01) : 439 - 449
  • [18] Inference of human population history from individual whole-genome sequences
    Li, Heng
    Durbin, Richard
    [J]. NATURE, 2011, 475 (7357) : 493 - U84
  • [19] Sometimes hidden but always there: the assumptions underlying genetic inference of demographic histories
    Loog, Liisa
    [J]. PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2021, 376 (1816)
  • [20] A genomic history of Aboriginal Australia
    Malaspinas, Anna-Sapfo
    Westaway, Michael C.
    Muller, Craig
    Sousa, Vitor C.
    Lao, Oscar
    Alves, Isabel
    Bergstrom, Anders
    Athanasiadis, Georgios
    Cheng, Jade Y.
    Crawford, Jacob E.
    Heupink, Tim H.
    Macholdt, Enrico
    Peischl, Stephan
    Rasmussen, Simon
    Schiffels, Stephan
    Subramanian, Sankar
    Wright, Joanne L.
    Albrechtsen, Anders
    Barbieri, Chiara
    Dupanloup, Isabelle
    Eriksson, Anders
    Margaryan, Ashot
    Moltke, Ida
    Pugach, Irina
    Korneliussen, Thorfinn S.
    Levkivskyi, Ivan P.
    Moreno-Mayar, J. Vctor
    Ni, Shengyu
    Racimo, Fernando
    Sikora, Martin
    Xue, Yali
    Aghakhanian, Farhang A.
    Brucato, Nicolas
    Brunak, Soren
    Campos, Paula F.
    Clark, Warren
    Ellingvag, Sturla
    Fourmile, Gudjugudju
    Gerbault, Pascale
    Injie, Darren
    Koki, George
    Leavesley, Matthew
    Logan, Betty
    Lynch, Aubrey
    Matisoo-Smith, Elizabeth A.
    McAllister, Peter J.
    Mentzer, Alexander J.
    Metspalu, Mait
    Migliano, Andrea B.
    Murgha, Les
    [J]. NATURE, 2016, 538 (7624) : 207 - +