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Akbari A, Barton AR, Gazal S, Li Z, Kariminejad M, Perry A, Zeng Y, Mittnik A, Patterson N, Mah M, Zhou X, Price AL, Lander ES, Pinhasi R, Rohland N, Mallick S, Reich D. Pervasive findings of directional selection realize the promise of ancient DNA to elucidate human adaptation. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.14.613021. [PMID: 39314480 PMCID: PMC11419161 DOI: 10.1101/2024.09.14.613021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 09/25/2024]
Abstract
We present a method for detecting evidence of natural selection in ancient DNA time-series data that leverages an opportunity not utilized in previous scans: testing for a consistent trend in allele frequency change over time. By applying this to 8433 West Eurasians who lived over the past 14000 years and 6510 contemporary people, we find an order of magnitude more genome-wide significant signals than previous studies: 347 independent loci with >99% probability of selection. Previous work showed that classic hard sweeps driving advantageous mutations to fixation have been rare over the broad span of human evolution, but in the last ten millennia, many hundreds of alleles have been affected by strong directional selection. Discoveries include an increase from ~0% to ~20% in 4000 years for the major risk factor for celiac disease at HLA-DQB1; a rise from ~0% to ~8% in 6000 years of blood type B; and fluctuating selection at the TYK2 tuberculosis risk allele rising from ~2% to ~9% from ~5500 to ~3000 years ago before dropping to ~3%. We identify instances of coordinated selection on alleles affecting the same trait, with the polygenic score today predictive of body fat percentage decreasing by around a standard deviation over ten millennia, consistent with the "Thrifty Gene" hypothesis that a genetic predisposition to store energy during food scarcity became disadvantageous after farming. We also identify selection for combinations of alleles that are today associated with lighter skin color, lower risk for schizophrenia and bipolar disease, slower health decline, and increased measures related to cognitive performance (scores on intelligence tests, household income, and years of schooling). These traits are measured in modern industrialized societies, so what phenotypes were adaptive in the past is unclear. We estimate selection coefficients at 9.9 million variants, enabling study of how Darwinian forces couple to allelic effects and shape the genetic architecture of complex traits.
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Affiliation(s)
- Ali Akbari
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Department of Human Evolutionary Biology, Harvard University, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Alison R Barton
- Department of Human Evolutionary Biology, Harvard University, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Steven Gazal
- Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Center for Genetic Epidemiology, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Department of Quantitative and Computational Biology, University of Southern California, Los Angeles, CA, USA
| | - Zheng Li
- Department of Biostatistics, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | | | - Annabel Perry
- Department of Human Evolutionary Biology, Harvard University, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Yating Zeng
- Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Department of Biostatistics and Data Science, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Alissa Mittnik
- Department of Archaeogenetics, Max Planck Institute for Evolutionary Anthropology, 04103 Leipzig, Germany
| | - Nick Patterson
- Department of Human Evolutionary Biology, Harvard University, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Matthew Mah
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Howard Hughes Medical Institute, Harvard Medical School, Boston, MA, USA
| | - Xiang Zhou
- Department of Biostatistics, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Alkes L Price
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Eric S Lander
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | - Ron Pinhasi
- Department of Biology, Massachusetts Institute of Technology (MIT), Cambridge, MA, USA
- Department of Evolutionary Anthropology, University of Vienna, Vienna, Austria
| | - Nadin Rohland
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Department of Human Evolutionary Biology, Harvard University, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Howard Hughes Medical Institute, Harvard Medical School, Boston, MA, USA
| | - Swapan Mallick
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Department of Human Evolutionary Biology, Harvard University, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - David Reich
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Department of Human Evolutionary Biology, Harvard University, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Howard Hughes Medical Institute, Harvard Medical School, Boston, MA, USA
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Allentoft ME, Sikora M, Refoyo-Martínez A, Irving-Pease EK, Fischer A, Barrie W, Ingason A, Stenderup J, Sjögren KG, Pearson A, Sousa da Mota B, Schulz Paulsson B, Halgren A, Macleod R, Jørkov MLS, Demeter F, Sørensen L, Nielsen PO, Henriksen RA, Vimala T, McColl H, Margaryan A, Ilardo M, Vaughn A, Fischer Mortensen M, Nielsen AB, Ulfeldt Hede M, Johannsen NN, Rasmussen P, Vinner L, Renaud G, Stern A, Jensen TZT, Scorrano G, Schroeder H, Lysdahl P, Ramsøe AD, Skorobogatov A, Schork AJ, Rosengren A, Ruter A, Outram A, Timoshenko AA, Buzhilova A, Coppa A, Zubova A, Silva AM, Hansen AJ, Gromov A, Logvin A, Gotfredsen AB, Henning Nielsen B, González-Rabanal B, Lalueza-Fox C, McKenzie CJ, Gaunitz C, Blasco C, Liesau C, Martinez-Labarga C, Pozdnyakov DV, Cuenca-Solana D, Lordkipanidze DO, En'shin D, Salazar-García DC, Price TD, Borić D, Kostyleva E, Veselovskaya EV, Usmanova ER, Cappellini E, Brinch Petersen E, Kannegaard E, Radina F, Eylem Yediay F, Duday H, Gutiérrez-Zugasti I, Merts I, Potekhina I, Shevnina I, Altinkaya I, Guilaine J, Hansen J, Aura Tortosa JE, Zilhão J, Vega J, Buck Pedersen K, Tunia K, Zhao L, Mylnikova LN, Larsson L, Metz L, Yepiskoposyan L, Pedersen L, Sarti L, Orlando L, Slimak L, Klassen L, Blank M, González-Morales M, Silvestrini M, Vretemark M, Nesterova MS, Rykun M, Rolfo MF, Szmyt M, Przybyła M, Calattini M, Sablin M, Dobisíková M, Meldgaard M, Johansen M, Berezina N, Card N, Saveliev NA, Poshekhonova O, Rickards O, Lozovskaya OV, Gábor O, Uldum OC, Aurino P, Kosintsev P, Courtaud P, Ríos P, Mortensen P, Lotz P, Persson P, Bangsgaard P, de Barros Damgaard P, Vang Petersen P, Martinez PP, Włodarczak P, Smolyaninov RV, Maring R, Menduiña R, Badalyan R, Iversen R, Turin R, Vasilyev S, Wåhlin S, Borutskaya S, Skochina S, Sørensen SA, Andersen SH, Jørgensen T, Serikov YB, Molodin VI, Smrcka V, Merts V, Appadurai V, Moiseyev V, Magnusson Y, Kjær KH, Lynnerup N, Lawson DJ, Sudmant PH, Rasmussen S, Korneliussen TS, Durbin R, Nielsen R, Delaneau O, Werge T, Racimo F, Kristiansen K, Willerslev E. Population genomics of post-glacial western Eurasia. Nature 2024; 625:301-311. [PMID: 38200295 PMCID: PMC10781627 DOI: 10.1038/s41586-023-06865-0] [Citation(s) in RCA: 16] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Accepted: 11/14/2023] [Indexed: 01/12/2024]
Abstract
Western Eurasia witnessed several large-scale human migrations during the Holocene1-5. Here, to investigate the cross-continental effects of these migrations, we shotgun-sequenced 317 genomes-mainly from the Mesolithic and Neolithic periods-from across northern and western Eurasia. These were imputed alongside published data to obtain diploid genotypes from more than 1,600 ancient humans. Our analyses revealed a 'great divide' genomic boundary extending from the Black Sea to the Baltic. Mesolithic hunter-gatherers were highly genetically differentiated east and west of this zone, and the effect of the neolithization was equally disparate. Large-scale ancestry shifts occurred in the west as farming was introduced, including near-total replacement of hunter-gatherers in many areas, whereas no substantial ancestry shifts happened east of the zone during the same period. Similarly, relatedness decreased in the west from the Neolithic transition onwards, whereas, east of the Urals, relatedness remained high until around 4,000 BP, consistent with the persistence of localized groups of hunter-gatherers. The boundary dissolved when Yamnaya-related ancestry spread across western Eurasia around 5,000 BP, resulting in a second major turnover that reached most parts of Europe within a 1,000-year span. The genetic origin and fate of the Yamnaya have remained elusive, but we show that hunter-gatherers from the Middle Don region contributed ancestry to them. Yamnaya groups later admixed with individuals associated with the Globular Amphora culture before expanding into Europe. Similar turnovers occurred in western Siberia, where we report new genomic data from a 'Neolithic steppe' cline spanning the Siberian forest steppe to Lake Baikal. These prehistoric migrations had profound and lasting effects on the genetic diversity of Eurasian populations.
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Affiliation(s)
- Morten E Allentoft
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark.
- Trace and Environmental DNA (TrEnD) Laboratory, School of Molecular and Life Sciences, Curtin University, Perth, Western Australia, Australia.
| | - Martin Sikora
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark.
| | - Alba Refoyo-Martínez
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | - Evan K Irving-Pease
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | - Anders Fischer
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
- Department of Historical Studies, University of Gothenburg, Gothenburg, Sweden
- Sealand Archaeology, Kalundborg, Denmark
| | - William Barrie
- GeoGenetics Group, Department of Zoology, University of Cambridge, Cambridge, UK
- Department of Genetics, University of Cambridge, Cambridge, UK
| | - Andrés Ingason
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
- Institute of Biological Psychiatry, Mental Health Services, Copenhagen University Hospital, Roskilde, Denmark
| | - Jesper Stenderup
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | - Karl-Göran Sjögren
- Department of Historical Studies, University of Gothenburg, Gothenburg, Sweden
| | - Alice Pearson
- Department of Genetics, University of Cambridge, Cambridge, UK
| | - Bárbara Sousa da Mota
- Department of Computational Biology, University of Lausanne, Lausanne, Switzerland
- Swiss Institute of Bioinformatics, University of Lausanne, Lausanne, Switzerland
| | | | - Alma Halgren
- Department of Integrative Biology, University of California, Berkeley, CA, USA
| | - Ruairidh Macleod
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
- GeoGenetics Group, Department of Zoology, University of Cambridge, Cambridge, UK
- Research Department of Genetics, Evolution and Environment, University College London, London, UK
- Department of Archaeology, University of Cambridge, Cambridge, UK
| | | | - Fabrice Demeter
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
- Muséum National d'Histoire Naturelle, CNRS, Université de Paris, Musée de l'Homme, Paris, France
| | | | | | - Rasmus A Henriksen
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | - Tharsika Vimala
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | - Hugh McColl
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | - Ashot Margaryan
- Section for Evolutionary Genomics, Globe Institute, University of Copenhagen, Copenhagen, Denmark
- Centre for Evolutionary Hologenomics, University of Copenhagen, Copenhagen, Denmark
| | - Melissa Ilardo
- Anthropology Department, University of Utah, Salt Lake City, UT, USA
| | - Andrew Vaughn
- Center for Computational Biology, University of California, Berkeley, CA, USA
| | | | | | | | | | | | - Lasse Vinner
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | - Gabriel Renaud
- Department of Health Technology, Section of Bioinformatics, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Aaron Stern
- Center for Computational Biology, University of California, Berkeley, CA, USA
| | | | - Gabriele Scorrano
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | - Hannes Schroeder
- Section for Evolutionary Genomics, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | - Per Lysdahl
- Vendsyssel Historiske Museum, Hjørring, Denmark
| | - Abigail Daisy Ramsøe
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | | | - Andrew Joseph Schork
- Department of Genetics, University of Cambridge, Cambridge, UK
- Neurogenomics Division, The Translational Genomics Research Institute (TGEN), Phoenix, AZ, USA
| | - Anders Rosengren
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
- Department of Genetics, University of Cambridge, Cambridge, UK
| | - Anthony Ruter
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | - Alan Outram
- Department of Archaeology, University of Exeter, Exeter, UK
| | - Aleksey A Timoshenko
- Institute of Archeology and Ethnography, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russian Federation
| | - Alexandra Buzhilova
- Department of Anthropology, Faculty of Biology, Lomonosov Moscow State University, Moscow, Russian Federation
| | - Alfredo Coppa
- Department of Environmental Biology, Sapienza University of Rome, Rome, Italy
| | - Alisa Zubova
- Peter the Great Museum of Anthropology and Ethnography (Kunstkamera), Russian Academy of Sciences, Saint Petersburg, Russian Federation
| | - Ana Maria Silva
- CIAS, Department of Life Sciences, University of Coimbra, Coimbra, Portugal
- UNIARQ, University of Lisbon, Lisbon, Portugal
| | - Anders J Hansen
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | - Andrey Gromov
- Peter the Great Museum of Anthropology and Ethnography (Kunstkamera), Russian Academy of Sciences, Saint Petersburg, Russian Federation
| | - Andrey Logvin
- Kostanay Regional University A. Baitursynov, Kostanay, Kazakhstan
| | - Anne Birgitte Gotfredsen
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | | | - Borja González-Rabanal
- Grupo EvoAdapta, Departamento de Ciencias Históricas, Universidad de Cantabria, Santander, Spain
| | - Carles Lalueza-Fox
- Institute of Evolutionary Biology, CSIC-Universitat Pompeu Fabra, Barcelona, Spain
- Natural Sciences Museum of Barcelona (MCNB), Barcelona, Spain
| | | | - Charleen Gaunitz
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | - Concepción Blasco
- Departamento de Prehistoria y Arqueología, Universidad Autónoma de Madrid, Madrid, Spain
| | - Corina Liesau
- Departamento de Prehistoria y Arqueología, Universidad Autónoma de Madrid, Madrid, Spain
| | | | - Dmitri V Pozdnyakov
- Institute of Archeology and Ethnography, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russian Federation
| | - David Cuenca-Solana
- Instituto Internacional de Investigaciones Prehistóricas de Cantabria, Universidad de Cantabria, Banco Santander, Gobierno de Cantabria, Santander, Spain
- Centre de Recherche en Archéologie, Archeosciences, Histoire (CReAAH), UMR-6869 CNRS, Rennes, France
| | - David O Lordkipanidze
- Georgian National Museum, Tbilisi, Georgia
- Tbilisi State University, Tbilisi, Georgia
| | - Dmitri En'shin
- IPND, Tyumen Scientific Centre, Siberian Branch of the Russian Academy of Sciences, Tyumen, Russian Federation
| | - Domingo C Salazar-García
- Departament de Prehistòria, Arqueologia i Història Antiga, Universitat de València, València, Spain
- Department of Geological Sciences, University of Cape Town, Cape Town, South Africa
| | - T Douglas Price
- Department of Historical Studies, University of Gothenburg, Gothenburg, Sweden
- Laboratory for Archaeological Chemistry, Department of Anthropology, University of Wisconsin-Madison, Madison, WI, USA
| | - Dušan Borić
- Department of Environmental Biology, Sapienza University of Rome, Rome, Italy
- Department of Anthropology, New York University, New York, NY, USA
| | - Elena Kostyleva
- Institute of Humanities, Ivanovo State University, Ivanovo, Russian Federation
| | - Elizaveta V Veselovskaya
- Institute of Ethnology and Anthropology, Russian Academy of Sciences, Moscow, Russian Federation
| | - Emma R Usmanova
- Saryarka Archaeological Institute, Buketov Karaganda University, Karaganda, Kazakhstan
- South Ural State University, Chelyabinsk, Russia
- A. Kh. Khalikov Institute of Archeology of the Academy of Sciences of the Republic of Tatarstan, Kazan, Russia
- Margulan Institute of Archaeology, Committee of Science of the Ministry of Science and Higher Education of the Republic of Kazakhstan, Almaty, Kazakhstan
| | - Enrico Cappellini
- Section for Evolutionary Genomics, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | | | | | - Francesca Radina
- Soprintendenza Archeologia Belle Arti e Paesaggio per la Città Metropolitana di Bari, Bari, Italy
| | - Fulya Eylem Yediay
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | - Henri Duday
- UMR 5199 PACEA, CNRS, Université de Bordeaux, Pessac, France
| | - Igor Gutiérrez-Zugasti
- Instituto Internacional de Investigaciones Prehistóricas de Cantabria, Universidad de Cantabria, Banco Santander, Gobierno de Cantabria, Santander, Spain
| | - Ilya Merts
- A.Kh. Margulan Institute of Archaeology, Almaty, Kazakhstan
| | - Inna Potekhina
- Institute of Archaeology, National Academy of Sciences of Ukraine, Kyiv, Ukraine
- National University of Kyiv-Mohyla Academy, Kyiv, Ukraine
| | - Irina Shevnina
- Kostanay Regional University A. Baitursynov, Kostanay, Kazakhstan
| | - Isin Altinkaya
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | | | | | - Joan Emili Aura Tortosa
- Departament de Prehistòria, Arqueologia i Història Antiga, Universitat de València, València, Spain
| | - João Zilhão
- UNIARQ, University of Lisbon, Lisbon, Portugal
- ICREA, University of Barcelona, Barcelona, Spain
| | | | | | - Krzysztof Tunia
- Institute of Archaeology and Ethnology, Polish Academy of Sciences, Kraków, Poland
| | - Lei Zhao
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | - Liudmila N Mylnikova
- Institute of Archeology and Ethnography, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russian Federation
| | - Lars Larsson
- Department of Archaeology and Ancient History, Lund University, Lund, Sweden
| | - Laure Metz
- Aix-Marseille Université, CNRS, Min. Culture, UMR 7269, LAMPEA, Maison Méditerranéenne des Sciences de l'Homme, Aix-en-Provence, France
| | - Levon Yepiskoposyan
- Institute of Molecular Biology, National Academy of Sciences, Yerevan, Armenia
- Russian-Armenian University, Yerevan, Armenia
| | | | - Lucia Sarti
- Department of History and Cultural Heritage, University of Siena, Siena, Italy
| | - Ludovic Orlando
- Centre d'Anthropobiologie et de Génomique de Toulouse, CNRS UMR 5500, Université Paul Sabatier, Toulouse, France
| | - Ludovic Slimak
- Centre d'Anthropobiologie et de Génomique de Toulouse, CNRS UMR 5500, Université Paul Sabatier, Toulouse, France
| | | | - Malou Blank
- Department of Historical Studies, University of Gothenburg, Gothenburg, Sweden
| | - Manuel González-Morales
- Instituto Internacional de Investigaciones Prehistóricas de Cantabria, Universidad de Cantabria, Banco Santander, Gobierno de Cantabria, Santander, Spain
| | - Mara Silvestrini
- Soprintendenza per i Beni Archeologici delle Marche, Ancona, Italy
| | | | - Marina S Nesterova
- Institute of Archeology and Ethnography, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russian Federation
| | - Marina Rykun
- Cabinet of Anthropology, Tomsk State University, Tomsk, Russian Federation
| | - Mario Federico Rolfo
- Department of History, Humanities and Society, University of Rome Tor Vergata, Rome, Italy
| | - Marzena Szmyt
- Faculty of Archaeology, Adam Mickiewicz University in Poznań, Poznań, Poland
| | - Marcin Przybyła
- Institute of Archaeology, Jagiellonian University, Kraków, Poland
| | - Mauro Calattini
- Department of History and Cultural Heritage, University of Siena, Siena, Italy
| | - Mikhail Sablin
- Zoological Institute of Russian Academy of Sciences, Saint Petersburg, Russian Federation
| | - Miluše Dobisíková
- Department of Anthropology, Czech National Museum, Prague, Czech Republic
| | - Morten Meldgaard
- Department of Health and Nature, University of Greenland, Nuuk, Greenland
| | | | - Natalia Berezina
- Department of Anthropology, Faculty of Biology, Lomonosov Moscow State University, Moscow, Russian Federation
| | - Nick Card
- Archaeology Institute, University of Highlands and Islands, Orkney, UK
| | - Nikolai A Saveliev
- Scientific Research Center "Baikal region", Irkutsk State University, Irkutsk, Russian Federation
| | - Olga Poshekhonova
- IPND, Tyumen Scientific Centre, Siberian Branch of the Russian Academy of Sciences, Tyumen, Russian Federation
| | - Olga Rickards
- Department of Biology, University of Rome Tor Vergata, Rome, Italy
| | - Olga V Lozovskaya
- Laboratory for Experimental Traceology, Institute for the History of Material Culture of the Russian Academy of Sciences, Saint Petersburg, Russian Federation
| | | | | | - Paola Aurino
- Soprintendenza Archeologia, Belle Arti e Paesaggio per la provincia di Cosenza, Cosenza, Italy
| | - Pavel Kosintsev
- Paleoecology Laboratory, Institute of Plant and Animal Ecology, Ural Branch of the Russian Academy of Sciences, Ekaterinburg, Russian Federation
- Department of History of the Institute of Humanities, Ural Federal University, Ekaterinburg, Russian Federation
| | | | - Patricia Ríos
- Departamento de Prehistoria y Arqueología, Universidad Autónoma de Madrid, Madrid, Spain
| | - Peder Mortensen
- Centre for the Study of Early Agricultural Societies, Department of Cross-Cultural and Regional Studies, University of Copenhagen, Copenhagen, Denmark
| | - Per Lotz
- Museum Nordsjælland, Hillerød, Denmark
- Museum Vestsjælland, Holbæk, Denmark
| | - Per Persson
- Museum of Cultural History, University of Oslo, Oslo, Norway
| | - Pernille Bangsgaard
- ArchaeoScience, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | - Peter de Barros Damgaard
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | | | - Pilar Prieto Martinez
- Department of History, University of Santiago de Compostela, Santiago de Compostela, Spain
| | - Piotr Włodarczak
- Institute of Archaeology and Ethnology, Polish Academy of Sciences, Kraków, Poland
| | - Roman V Smolyaninov
- Lipetsk Regional Scientific Public Organisation "Archaeological Research", Lipetsk, Russian Federation
| | - Rikke Maring
- Department of Health Technology, Section of Bioinformatics, Technical University of Denmark, Kongens Lyngby, Denmark
- Museum Østjylland, Randers, Denmark
| | | | - Ruben Badalyan
- Institute of Archaeology and Ethnography, National Academy of Sciences, Yerevan, Armenia
| | - Rune Iversen
- The Saxo Institute, University of Copenhagen, Copenhagen, Denmark
| | | | - Sergey Vasilyev
- Institute of Ethnology and Anthropology, Russian Academy of Sciences, Moscow, Russian Federation
- Center for Egyptological Studies, Russian Academy of Sciences, Moscow, Russian Federation
| | | | - Svetlana Borutskaya
- Department of Anthropology, Faculty of Biology, Lomonosov Moscow State University, Moscow, Russian Federation
| | - Svetlana Skochina
- IPND, Tyumen Scientific Centre, Siberian Branch of the Russian Academy of Sciences, Tyumen, Russian Federation
| | | | | | | | - Yuri B Serikov
- Nizhny Tagil State Socio-Pedagogical Institute, Nizhny Tagil, Russia
| | - Vyacheslav I Molodin
- Institute of Archeology and Ethnography, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russian Federation
| | - Vaclav Smrcka
- Institute for History of Medicine, First Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Victor Merts
- Centre for Archaeological Research, Toraighyrov University, Pavlodar, Kazakhstan
| | - Vivek Appadurai
- Department of Genetics, University of Cambridge, Cambridge, UK
| | - Vyacheslav Moiseyev
- Peter the Great Museum of Anthropology and Ethnography (Kunstkamera), Russian Academy of Sciences, Saint Petersburg, Russian Federation
| | | | - Kurt H Kjær
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | - Niels Lynnerup
- Laboratory of Biological Anthropology, Department of Forensic Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Daniel J Lawson
- Institute of Statistical Sciences, School of Mathematics, University of Bristol, Bristol, UK
| | - Peter H Sudmant
- Department of Integrative Biology, University of California, Berkeley, CA, USA
- Center for Computational Biology, University of California, Berkeley, CA, USA
| | - Simon Rasmussen
- Novo Nordisk Foundation Centre for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | | | - Richard Durbin
- Department of Genetics, University of Cambridge, Cambridge, UK
- Wellcome Sanger Institute, Hinxton, UK
| | - Rasmus Nielsen
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
- Department of Integrative Biology, University of California, Berkeley, CA, USA
| | - Olivier Delaneau
- Department of Computational Biology, University of Lausanne, Lausanne, Switzerland
- Swiss Institute of Bioinformatics, University of Lausanne, Lausanne, Switzerland
| | - Thomas Werge
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
- Department of Genetics, University of Cambridge, Cambridge, UK
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Fernando Racimo
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
| | - Kristian Kristiansen
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark
- Department of Historical Studies, University of Gothenburg, Gothenburg, Sweden
| | - Eske Willerslev
- Lundbeck Foundation GeoGenetics Centre, Globe Institute, University of Copenhagen, Copenhagen, Denmark.
- GeoGenetics Group, Department of Zoology, University of Cambridge, Cambridge, UK.
- MARUM Center for Marine Environmental Sciences and Faculty of Geosciences, University of Bremen, Bremen, Germany.
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