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Harris KD, Greenbaum G. DORA: an interactive map for the visualization and analysis of ancient human DNA and associated data. Nucleic Acids Res 2024; 52:W54-W60. [PMID: 38742634 PMCID: PMC11223807 DOI: 10.1093/nar/gkae373] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Revised: 04/17/2024] [Accepted: 04/25/2024] [Indexed: 05/16/2024] Open
Abstract
The ability to sequence ancient genomes has revolutionized the way we study evolutionary history by providing access to the most important aspect of evolution-time. Until recently, studying human demography, ecology, biology, and history using population genomic inference relied on contemporary genomic datasets. Over the past decade, the availability of human ancient DNA (aDNA) has increased rapidly, almost doubling every year, opening the way for spatiotemporal studies of ancient human populations. However, the multidimensionality of aDNA, with genotypes having temporal, spatial and genomic coordinates, and integrating multiple sources of data, poses a challenge for developing meta-analyses pipelines. To address this challenge, we developed a publicly-available interactive tool, DORA, which integrates multiple data types, genomic and non-genomic, in a unified interface. This web-based tool enables browsing sample metadata alongside additional layers of information, such as population structure, climatic data, and unpublished samples. Users can perform analyses on genotypes of these samples, or export sample subsets for external analyses. DORA integrates analyses and visualizations in a single intuitive interface, resolving the technical issues of combining datasets from different sources and formats, and allowing researchers to focus on the scientific questions that can be addressed through analysis of aDNA datasets.
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Affiliation(s)
- Keith D Harris
- Department of Ecology, Evolution and Behavior, The Hebrew University of Jerusalem, Givat Ram, 9190401 Jerusalem, Israel
| | - Gili Greenbaum
- Department of Ecology, Evolution and Behavior, The Hebrew University of Jerusalem, Givat Ram, 9190401 Jerusalem, Israel
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Hui R, Scheib CL, D’Atanasio E, Inskip SA, Cessford C, Biagini SA, Wohns AW, Ali MQ, Griffith SJ, Solnik A, Niinemäe H, Ge XJ, Rose AK, Beneker O, O’Connell TC, Robb JE, Kivisild T. Genetic history of Cambridgeshire before and after the Black Death. SCIENCE ADVANCES 2024; 10:eadi5903. [PMID: 38232165 PMCID: PMC10793959 DOI: 10.1126/sciadv.adi5903] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Accepted: 12/14/2023] [Indexed: 01/19/2024]
Abstract
The extent of the devastation of the Black Death pandemic (1346-1353) on European populations is known from documentary sources and its bacterial source illuminated by studies of ancient pathogen DNA. What has remained less understood is the effect of the pandemic on human mobility and genetic diversity at the local scale. Here, we report 275 ancient genomes, including 109 with coverage >0.1×, from later medieval and postmedieval Cambridgeshire of individuals buried before and after the Black Death. Consistent with the function of the institutions, we found a lack of close relatives among the friars and the inmates of the hospital in contrast to their abundance in general urban and rural parish communities. While we detect long-term shifts in local genetic ancestry in Cambridgeshire, we find no evidence of major changes in genetic ancestry nor higher differentiation of immune loci between cohorts living before and after the Black Death.
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Affiliation(s)
- Ruoyun Hui
- Alan Turing Institute, London, UK
- McDonald Institute for Archaeological Research, University of Cambridge, Cambridge, UK
| | - Christiana L. Scheib
- McDonald Institute for Archaeological Research, University of Cambridge, Cambridge, UK
- Estonian Biocentre, Institute of Genomics, University of Tartu, Tartu, Estonia
- St John’s College, University of Cambridge, Cambridge, UK
| | | | - Sarah A. Inskip
- McDonald Institute for Archaeological Research, University of Cambridge, Cambridge, UK
- School of Archaeology and Ancient History, University of Leicester, Leicester, UK
| | - Craig Cessford
- McDonald Institute for Archaeological Research, University of Cambridge, Cambridge, UK
- Cambridge Archaeological Unit, Department of Archaeology, University of Cambridge, Cambridge, UK
| | | | - Anthony W. Wohns
- School of Medicine, Stanford University, Stanford, CA, USA
- Department of Genetics and Biology, Stanford University, Stanford, CA, USA
| | | | - Samuel J. Griffith
- Estonian Biocentre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Anu Solnik
- Core Facility, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Helja Niinemäe
- Estonian Biocentre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Xiangyu Jack Ge
- Wellcome Genome Campus, Wellcome Sanger Institute, Hinxton, UK
| | - Alice K. Rose
- McDonald Institute for Archaeological Research, University of Cambridge, Cambridge, UK
- Department of Archaeology, University of Durham, Durham, UK
| | - Owyn Beneker
- Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Tamsin C. O’Connell
- McDonald Institute for Archaeological Research, University of Cambridge, Cambridge, UK
| | - John E. Robb
- Department of Archaeology, University of Cambridge, Cambridge, UK
| | - Toomas Kivisild
- McDonald Institute for Archaeological Research, University of Cambridge, Cambridge, UK
- Estonian Biocentre, Institute of Genomics, University of Tartu, Tartu, Estonia
- Department of Human Genetics, KU Leuven, Leuven, Belgium
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7
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Vilgalys TP, Klunk J, Demeure CE, Cheng X, Shiratori M, Madej J, Beau R, Elli D, Patino MI, Redfern R, DeWitte SN, Gamble JA, Boldsen JL, Carmichael A, Varlik N, Eaton K, Grenier JC, Golding GB, Devault A, Rouillard JM, Yotova V, Sindeaux R, Ye CJ, Bikaran M, Dumaine A, Brinkworth JF, Missiakas D, Rouleau GA, Steinrücken M, Pizarro-Cerdá J, Poinar HN, Barreiro LB. Reply to Barton et al: signatures of natural selection during the Black Death. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.04.06.535944. [PMID: 37066254 PMCID: PMC10104142 DOI: 10.1101/2023.04.06.535944] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/18/2023]
Abstract
Barton et al.1 raise several statistical concerns regarding our original analyses2 that highlight the challenge of inferring natural selection using ancient genomic data. We show here that these concerns have limited impact on our original conclusions. Specifically, we recover the same signature of enrichment for high FST values at the immune loci relative to putatively neutral sites after switching the allele frequency estimation method to a maximum likelihood approach, filtering to only consider known human variants, and down-sampling our data to the same mean coverage across sites. Furthermore, using permutations, we show that the rs2549794 variant near ERAP2 continues to emerge as the strongest candidate for selection (p = 1.2×10-5), falling below the Bonferroni-corrected significance threshold recommended by Barton et al. Importantly, the evidence for selection on ERAP2 is further supported by functional data demonstrating the impact of the ERAP2 genotype on the immune response to Y. pestis and by epidemiological data from an independent group showing that the putatively selected allele during the Black Death protects against severe respiratory infection in contemporary populations.
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Affiliation(s)
- Tauras P Vilgalys
- Section of Genetic Medicine, Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Jennifer Klunk
- McMaster Ancient DNA Centre, Departments of Anthropology, Biology and Biochemistry, McMaster University, Hamilton, Ontario, Canada L8S4L9
- Daicel Arbor Biosciences, Ann Arbor, MI, USA
| | - Christian E Demeure
- Institut Pasteur, Université Paris Cité, CNRS UMR6047, Yersinia Research Unit, Microbiology Department, F-75015 Paris, France
| | - Xiaoheng Cheng
- Department of Ecology and Evolution, University of Chicago, Chicago, IL, USA
| | - Mari Shiratori
- Section of Genetic Medicine, Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Julien Madej
- Institut Pasteur, Université Paris Cité, CNRS UMR6047, Yersinia Research Unit, Microbiology Department, F-75015 Paris, France
| | - Rémi Beau
- Institut Pasteur, Université Paris Cité, CNRS UMR6047, Yersinia Research Unit, Microbiology Department, F-75015 Paris, France
| | - Derek Elli
- Department of Microbiology, Ricketts Laboratory, University of Chicago, Lemont, IL, USA
| | - Maria I Patino
- Section of Genetic Medicine, Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Rebecca Redfern
- Centre for Human Bioarchaeology, Museum of London, London, UK, EC2Y 5HN
| | - Sharon N DeWitte
- Department of Anthropology, University of South Carolina, Columbia, SC, USA
| | - Julia A Gamble
- Department of Anthropology, University of Manitoba, Winnipeg, Manitoba, R3T2N2
| | - Jesper L Boldsen
- Department of Forensic Medicine, Unit of Anthropology (ADBOU), University of Southern Denmark, Odense S, 5260, Denmark
| | - Ann Carmichael
- History Department, Indiana University, Bloomington, IN, USA
| | - Nükhet Varlik
- Department of History, Rutgers University-Newark, NJ, USA
| | - Katherine Eaton
- McMaster Ancient DNA Centre, Departments of Anthropology, Biology and Biochemistry, McMaster University, Hamilton, Ontario, Canada L8S4L9
| | - Jean-Christophe Grenier
- Montreal Heart Institute, Faculty of Medicine, Université de Montréal, Montréal, Quebec, Canada, H1T 1C7
| | - G Brian Golding
- McMaster Ancient DNA Centre, Departments of Anthropology, Biology and Biochemistry, McMaster University, Hamilton, Ontario, Canada L8S4L9
| | | | - Jean-Marie Rouillard
- Daicel Arbor Biosciences, Ann Arbor, MI, USA
- Department of Chemical Engineering, University of Michigan Ann Arbor, Ann Arbor, MI, USA
| | - Vania Yotova
- Centre Hospitalier Universitaire Sainte-Justine, Montréal, Quebec, Canada, H3T 1C5
| | - Renata Sindeaux
- Centre Hospitalier Universitaire Sainte-Justine, Montréal, Quebec, Canada, H3T 1C5
| | - Chun Jimmie Ye
- Division of Rheumatology, Department of Medicine, University of California, San Francisco, CA, USA
- Institute for Human Genetics, University of California, San Francisco, CA, USA
| | - Matin Bikaran
- Division of Rheumatology, Department of Medicine, University of California, San Francisco, CA, USA
- Institute for Human Genetics, University of California, San Francisco, CA, USA
| | - Anne Dumaine
- Section of Genetic Medicine, Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Jessica F Brinkworth
- Department of Anthropology, University of Illinois Urbana-Champaign, Urbana, IL, USA
- Carl R Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Dominique Missiakas
- Department of Microbiology, Ricketts Laboratory, University of Chicago, Lemont, IL, USA
| | - Guy A Rouleau
- Montreal Neurological Institute-Hospital, McGill University, Montréal, Quebec, Canada, H3A 2B4
| | - Matthias Steinrücken
- Department of Ecology and Evolution, University of Chicago, Chicago, IL, USA
- Department of Human Genetics, University of Chicago, Chicago, IL, USA
| | - Javier Pizarro-Cerdá
- Institut Pasteur, Université Paris Cité, CNRS UMR6047, Yersinia Research Unit, Microbiology Department, F-75015 Paris, France
| | - Hendrik N Poinar
- McMaster Ancient DNA Centre, Departments of Anthropology, Biology and Biochemistry, McMaster University, Hamilton, Ontario, Canada L8S4L9
- Department of Ecology and Evolution, University of Chicago, Chicago, IL, USA
- Department of Microbiology, Ricketts Laboratory, University of Chicago, Lemont, IL, USA
| | - Luis B Barreiro
- Section of Genetic Medicine, Department of Medicine, University of Chicago, Chicago, IL, USA
- Centre for Human Bioarchaeology, Museum of London, London, UK, EC2Y 5HN
- Department of Anthropology, University of South Carolina, Columbia, SC, USA
- Department of Anthropology, University of Manitoba, Winnipeg, Manitoba, R3T2N2
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