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Williams AD, Leung VW, Tang JW, Hidekazu N, Suzuki N, Clarke AC, Pearce DA, Lam TTY. Ancient environmental microbiomes and the cryosphere. Trends Microbiol 2025; 33:233-249. [PMID: 39487079 DOI: 10.1016/j.tim.2024.09.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2024] [Revised: 09/20/2024] [Accepted: 09/23/2024] [Indexed: 11/04/2024]
Abstract
In this review, we delineate the unique set of characteristics associated with cryosphere environments (namely, ice and permafrost) which present both challenges and opportunities for studying ancient environmental microbiomes (AEMs). In a field currently reliant on several assumptions, we discuss the theoretical and empirical feasibility of recovering microbial nucleic acids (NAs) from ice and permafrost with varying degrees of antiquity. We also summarize contamination control best practices and highlight considerations for the latest approaches, including shotgun metagenomics, and downstream bioinformatic authentication approaches. We review the adoption of existing software and provide an overview of more recently published programs, with reference to their suitability for AEM studies. Finally, we summarize outstanding challenges and likely future directions for AEM research.
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Affiliation(s)
- Alexander D Williams
- Laboratory of Data Discovery for Health Limited (D(2)4H), 12/F, Building 19W, 19 Science Park West Avenue, Hong Kong Science Park, Hong Kong Special Administrative Region of China; State Key Laboratory of Emerging Infectious Diseases, School of Public Health, The University of Hong Kong, Hong Kong, SAR, China.
| | - Vivian W Leung
- State Key Laboratory of Emerging Infectious Diseases, School of Public Health, The University of Hong Kong, Hong Kong, SAR, China
| | - Julian W Tang
- Respiratory Sciences, University of Leicester, Leicester, UK; Clinical Microbiology, University Hospitals of Leicester, Leicester, UK
| | - Nishimura Hidekazu
- Virus Research Center, Clinical Research Division, Sendai Medical Center, Sendai 983-8520, Japan
| | - Nobuhiro Suzuki
- Institute of Plant Science and Resources, Okayama University, Chuou 2-20-1, Kurashiki, Okayama 710-0046, Japan
| | - Andrew C Clarke
- School of Biosciences, University of Nottingham, College Road, Sutton Bonington, LE12 5RD, UK
| | - David A Pearce
- Department of Applied Science, Faculty of Health and Life Sciences, Northumbria University at Newcastle, Newcastle, NE1 8ST, UK; British Antarctic Survey, High Cross, Madingley Road, Cambridge, CB3 0ET, UK.
| | - Tommy Tsan-Yuk Lam
- Laboratory of Data Discovery for Health Limited (D(2)4H), 12/F, Building 19W, 19 Science Park West Avenue, Hong Kong Science Park, Hong Kong Special Administrative Region of China; State Key Laboratory of Emerging Infectious Diseases, School of Public Health, The University of Hong Kong, Hong Kong, SAR, China.
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2
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Slimak L, Vimala T, Seguin-Orlando A, Metz L, Zanolli C, Joannes-Boyau R, Frouin M, Arnold LJ, Demuro M, Devièse T, Comeskey D, Buckley M, Camus H, Muth X, Lewis JE, Bocherens H, Yvorra P, Tenailleau C, Duployer B, Coqueugniot H, Dutour O, Higham T, Sikora M. Long genetic and social isolation in Neanderthals before their extinction. CELL GENOMICS 2024; 4:100593. [PMID: 39265525 PMCID: PMC11480857 DOI: 10.1016/j.xgen.2024.100593] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Revised: 11/23/2023] [Accepted: 06/05/2024] [Indexed: 09/14/2024]
Abstract
Neanderthal genomes have been recovered from sites across Eurasia, painting an increasingly complex picture of their populations' structure that mostly indicates that late European Neanderthals belonged to a single metapopulation with no significant evidence of population structure. Here, we report the discovery of a late Neanderthal individual, nicknamed "Thorin," from Grotte Mandrin in Mediterranean France, and his genome. These dentognathic fossils, including a rare example of distomolars, are associated with a rich archeological record of Neanderthal final technological traditions in this region ∼50-42 thousand years ago. Thorin's genome reveals a relatively early divergence of ∼105 ka with other late Neanderthals. Thorin belonged to a population with a small group size that showed no genetic introgression with other known late European Neanderthals, revealing some 50 ka of genetic isolation of his lineage despite them living in neighboring regions. These results have important implications for resolving competing hypotheses about causes of the disappearance of the Neanderthals.
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Affiliation(s)
- Ludovic Slimak
- Centre d'Anthropobiologie et de Génomique de Toulouse (CNRS UMR 5288), Université Paul Sabatier, Faculté de Santé, Bâtiment A, 37 allées Jules Guesde, 31000 Toulouse, France.
| | - Tharsika Vimala
- Lundbeck Foundation GeoGenetics Center, University of Copenhagen, 1350K Copenhagen, Denmark
| | - Andaine Seguin-Orlando
- Centre d'Anthropobiologie et de Génomique de Toulouse (CNRS UMR 5288), Université Paul Sabatier, Faculté de Santé, Bâtiment A, 37 allées Jules Guesde, 31000 Toulouse, France; Lundbeck Foundation GeoGenetics Center, University of Copenhagen, 1350K Copenhagen, Denmark
| | - Laure Metz
- Aix-Marseille Université, CNRS, Min. Culture, UMR 7269, LAMPEA, Maison Méditerranéenne des Sciences de l'Homme, BP 647, 5 rue du Château de l'Horloge, 13094 Aix-en-Provence Cedex 2, France; University of Connecticut, College of Liberal Arts and Sciences, 215 Glenbrook Road, U-4098, Storrs, CT 06269-4098, USA
| | - Clément Zanolli
- Univ. Bordeaux, CNRS, MCC, PACEA, UMR 5199, 33600 Pessac, France
| | - Renaud Joannes-Boyau
- Geoarchaeology & Archaeometry Research Group (GARG), Southern Cross University, Military Rd., Lismore, NSW 2480, Australia
| | - Marine Frouin
- Department of Geosciences, Stony Brook University, 255 Earth and Space Sciences Building, Stony Brook, NY 11794-2100, USA; Turkana Basin Institute, Stony Brook University, Stony Brook, NY 11794-4364, USA
| | - Lee J Arnold
- School of Physical Sciences, Environment Institute, Institute for Photonics and Advanced Sensing (IPAS), University of Adelaide, North Terrace Campus, Adelaide, SA 5005, Australia
| | - Martina Demuro
- School of Physical Sciences, Environment Institute, Institute for Photonics and Advanced Sensing (IPAS), University of Adelaide, North Terrace Campus, Adelaide, SA 5005, Australia
| | - Thibaut Devièse
- CEREGE, Aix-Marseille University, CNRS, IRD, INRAE, Collège de France, Technopôle de l'Arbois, Aix-en-Provence, France
| | - Daniel Comeskey
- Syft Technologies Ltd., 3 Craft Place, Middleton, PO Box 28 149, Christchurch 8242, New Zealand
| | - Michael Buckley
- Department of Earth and Environmental Sciences, Manchester Institute of Biotechnology, University of Manchester, Manchester, UK
| | - Hubert Camus
- PROTEE-EXPERT, 4 rue des Aspholdèles, 34750 Villeneuve-lès-Maguelone, France
| | - Xavier Muth
- Get in Situ, 1091 Bourg-en-Lavaux, Switzerland
| | - Jason E Lewis
- Turkana Basin Institute, Stony Brook University, Stony Brook, NY 11794-4364, USA; Chronicle Heritage, 319 E Palm Lane, Phoenix, AZ 85004, USA
| | - Hervé Bocherens
- Fachbereich Geowissenschaften Forschungsbereich Paläobiologie - Biogeologie Senckenberg, Centre for Human Evolution and Palaeoenvironment (SHEP), Universität Tübingen, Hölderlinstr. 12, 72074 Tübingen, Germany
| | - Pascale Yvorra
- Aix-Marseille Université, CNRS, Min. Culture, UMR 7269, LAMPEA, Maison Méditerranéenne des Sciences de l'Homme, BP 647, 5 rue du Château de l'Horloge, 13094 Aix-en-Provence Cedex 2, France
| | - Christophe Tenailleau
- Centre Inter-Universitaire de Recherche et d'Ingénierie des Matériaux, UMR 5085 CNRS-Université de Toulouse (Paul Sabatier), 118 route de Narbonne, 31062 Toulouse Cedex 9, France
| | - Benjamin Duployer
- Centre Inter-Universitaire de Recherche et d'Ingénierie des Matériaux, UMR 5085 CNRS-Université de Toulouse (Paul Sabatier), 118 route de Narbonne, 31062 Toulouse Cedex 9, France
| | - Hélène Coqueugniot
- École Pratique des Hautes Études - Paris Sciences et Lettres University, 4-14 rue Ferrus, 75014 Paris, France; University of Bordeaux-Montaigne, CNRS, EPHE, Archéosciences, UMR 6034, 33607 Pessac, France
| | - Olivier Dutour
- École Pratique des Hautes Études - Paris Sciences et Lettres University, 4-14 rue Ferrus, 75014 Paris, France; University of Bordeaux-Montaigne, CNRS, EPHE, Archéosciences, UMR 6034, 33607 Pessac, France
| | - Thomas Higham
- Department of Evolutionary Anthropology, Faculty of Life Sciences, University of Vienna, Djerassiplatz 1, 1030 Vienna, Austria; Human Evolution and Archaeological Sciences Forschungsverbund, University of Vienna, Vienna 1090, Austria
| | - Martin Sikora
- Lundbeck Foundation GeoGenetics Center, University of Copenhagen, 1350K Copenhagen, Denmark.
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3
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Fukuyama J, Sankaran K, Symul L. Multiscale analysis of count data through topic alignment. Biostatistics 2023; 24:1045-1065. [PMID: 35657012 DOI: 10.1093/biostatistics/kxac018] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2021] [Revised: 03/10/2022] [Accepted: 03/21/2022] [Indexed: 10/19/2023] Open
Abstract
Topic modeling is a popular method used to describe biological count data. With topic models, the user must specify the number of topics $K$. Since there is no definitive way to choose $K$ and since a true value might not exist, we develop a method, which we call topic alignment, to study the relationships across models with different $K$. In addition, we present three diagnostics based on the alignment. These techniques can show how many topics are consistently present across different models, if a topic is only transiently present, or if a topic splits into more topics when $K$ increases. This strategy gives more insight into the process of generating the data than choosing a single value of $K$ would. We design a visual representation of these cross-model relationships, show the effectiveness of these tools for interpreting the topics on simulated and real data, and release an accompanying R package, alto.
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Affiliation(s)
- Julia Fukuyama
- Department of Statistics, Indiana University Bloomington, 919 E 10th Street, Bloomington, IN 47408, USA
| | - Kris Sankaran
- Department of Statistics, University of Wisconsin - Madison, 1300 University Ave, Madison, WI 53706, USA
| | - Laura Symul
- Department of Statistics, Stanford University, 390 Jane Stanford Way, Stanford, CA 94305, USA
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4
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Peyrégne S, Peter BM. AuthentiCT: a model of ancient DNA damage to estimate the proportion of present-day DNA contamination. Genome Biol 2020; 21:246. [PMID: 32933569 PMCID: PMC7490890 DOI: 10.1186/s13059-020-02123-y] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2020] [Accepted: 07/27/2020] [Indexed: 12/31/2022] Open
Abstract
Contamination from present-day DNA is a fundamental issue when studying ancient DNA from historical or archaeological material, and quantifying the amount of contamination is essential for downstream analyses. We present AuthentiCT, a command-line tool to estimate the proportion of present-day DNA contamination in ancient DNA datasets generated from single-stranded DNA libraries. The prediction is based solely on the patterns of post-mortem damage observed on ancient DNA sequences. The method has the power to quantify contamination from as few as 10,000 mapped sequences, making it particularly useful for analysing specimens that are poorly preserved or for which little data is available.
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Affiliation(s)
- Stéphane Peyrégne
- Department of Evolutionary Genetics, Max Planck Institute for Evolutionary Anthropology, 04103, Leipzig, Germany.
| | - Benjamin M Peter
- Department of Evolutionary Genetics, Max Planck Institute for Evolutionary Anthropology, 04103, Leipzig, Germany
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5
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Peyrégne S, Prüfer K. Present-Day DNA Contamination in Ancient DNA Datasets. Bioessays 2020; 42:e2000081. [PMID: 32648350 DOI: 10.1002/bies.202000081] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2020] [Revised: 05/20/2020] [Indexed: 01/06/2023]
Abstract
Present-day contamination can lead to false conclusions in ancient DNA studies. A number of methods are available to estimate contamination, which use a variety of signals and are appropriate for different types of data. Here an overview of currently available methods highlighting their strengths and weaknesses is provided, and a classification based on the signals used to estimate contamination is proposed. This overview aims at enabling researchers to choose the most appropriate methods for their dataset. Based on this classification, potential avenues for the further development of methods are discussed.
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Affiliation(s)
- Stéphane Peyrégne
- Department of Evolutionary Genetics, Max Planck Institute for Evolutionary Anthropology, Leipzig, 04103, Germany
| | - Kay Prüfer
- Department of Evolutionary Genetics, Max Planck Institute for Evolutionary Anthropology, Leipzig, 04103, Germany.,Department of Archaeogenetics, Max Planck Institute for the Science of Human History, Jena, 07745, Germany
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6
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Marcus JH, Posth C, Ringbauer H, Lai L, Skeates R, Sidore C, Beckett J, Furtwängler A, Olivieri A, Chiang CWK, Al-Asadi H, Dey K, Joseph TA, Liu CC, Der Sarkissian C, Radzevičiūtė R, Michel M, Gradoli MG, Marongiu P, Rubino S, Mazzarello V, Rovina D, La Fragola A, Serra RM, Bandiera P, Bianucci R, Pompianu E, Murgia C, Guirguis M, Orquin RP, Tuross N, van Dommelen P, Haak W, Reich D, Schlessinger D, Cucca F, Krause J, Novembre J. Genetic history from the Middle Neolithic to present on the Mediterranean island of Sardinia. Nat Commun 2020; 11:939. [PMID: 32094358 PMCID: PMC7039977 DOI: 10.1038/s41467-020-14523-6] [Citation(s) in RCA: 79] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2019] [Accepted: 01/08/2020] [Indexed: 11/30/2022] Open
Abstract
The island of Sardinia has been of particular interest to geneticists for decades. The current model for Sardinia's genetic history describes the island as harboring a founder population that was established largely from the Neolithic peoples of southern Europe and remained isolated from later Bronze Age expansions on the mainland. To evaluate this model, we generate genome-wide ancient DNA data for 70 individuals from 21 Sardinian archaeological sites spanning the Middle Neolithic through the Medieval period. The earliest individuals show a strong affinity to western Mediterranean Neolithic populations, followed by an extended period of genetic continuity on the island through the Nuragic period (second millennium BCE). Beginning with individuals from Phoenician/Punic sites (first millennium BCE), we observe spatially-varying signals of admixture with sources principally from the eastern and northern Mediterranean. Overall, our analysis sheds light on the genetic history of Sardinia, revealing how relationships to mainland populations shifted over time.
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MESH Headings
- Archaeology/methods
- Body Remains
- Chromosomes, Human, X/genetics
- Chromosomes, Human, Y/genetics
- DNA, Ancient
- DNA, Mitochondrial/genetics
- Datasets as Topic
- Female
- Genetics, Population/history
- History, 15th Century
- History, 16th Century
- History, 17th Century
- History, 18th Century
- History, 19th Century
- History, 20th Century
- History, 21st Century
- History, Ancient
- History, Medieval
- Human Migration
- Humans
- Italy
- Male
- Models, Genetic
- Sequence Analysis, DNA
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Affiliation(s)
- Joseph H Marcus
- Department of Human Genetics, University of Chicago, Chicago, IL, USA
| | - Cosimo Posth
- Max Planck Institute for the Science of Human History, Jena, Germany
- Institute for Archaeological Sciences, University of Tübingen, Tübingen, Germany
| | - Harald Ringbauer
- Department of Human Genetics, University of Chicago, Chicago, IL, USA
| | - Luca Lai
- Department of Anthropology, University of South Florida, Tampa, FL, USA
- Department of Anthropology, University of North Carolina at Charlotte, Charlotte, NC, USA
| | - Robin Skeates
- Department of Archaeology, Durham University, Durham, UK
| | - Carlo Sidore
- Istituto di Ricerca Genetica e Biomedica - CNR, Cagliari, Italy
- Dipartimento di Scienze Biomediche, Università di Sassari, Sassari, Italy
| | | | - Anja Furtwängler
- Institute for Archaeological Sciences, University of Tübingen, Tübingen, Germany
| | - Anna Olivieri
- Dipartimento di Biologia e Biotecnologie "L. Spallanzani", Università di Pavia, Pavia, Italy
| | - Charleston W K Chiang
- Center for Genetic Epidemiology, Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Quantitative and Computational Biology Section, Department of Biological Sciences, University of Southern California, Los Angeles, CA, USA
| | - Hussein Al-Asadi
- Department of Statistics, University of Chicago, Chicago, IL, USA
- Committee on Evolutionary Biology, University of Chicago, Chicago, IL, USA
| | - Kushal Dey
- Department of Statistics, University of Chicago, Chicago, IL, USA
- Department of Epidemiology, Harvard School of Public Health, Boston, MA, 02115, USA
| | - Tyler A Joseph
- Department of Computer Science, Columbia University, New York, NY, USA
| | - Chi-Chun Liu
- Department of Human Genetics, University of Chicago, Chicago, IL, USA
| | - Clio Der Sarkissian
- Laboratoire d'Anthropologie Moléculaire et d'Imagerie de Synthèse, CNRS UMR 5288, Université de Toulouse 3, Toulouse, France
| | - Rita Radzevičiūtė
- Max Planck Institute for the Science of Human History, Jena, Germany
| | - Megan Michel
- Max Planck Institute for the Science of Human History, Jena, Germany
- Department of Human Evolutionary Biology, Harvard University, Cambridge, MA, 02138, USA
| | | | - Patrizia Marongiu
- Dipartimento di Scienze Biomediche, Università di Sassari, Sassari, Italy
| | - Salvatore Rubino
- Dipartimento di Scienze Biomediche, Università di Sassari, Sassari, Italy
| | | | - Daniela Rovina
- Soprintendenza Archeologia, belle arti e paesaggio delle province di Sassari e Nuoro, Sassari, Italy
| | - Alessandra La Fragola
- Departamento de Geografía, Historia y Humanidades Escuela Internacional de Doctorado de la Universidad de Almería, Almería, Spain
| | - Rita Maria Serra
- Dipartimento di Scienze Biomediche, Università di Sassari, Sassari, Italy
- Center for Anthropological, Paleopathological and Historical Studies of the Sardinian and Mediterranean Populations, University of Sassari, Sassari, Italy
| | - Pasquale Bandiera
- Dipartimento di Scienze Biomediche, Università di Sassari, Sassari, Italy
- Center for Anthropological, Paleopathological and Historical Studies of the Sardinian and Mediterranean Populations, University of Sassari, Sassari, Italy
| | - Raffaella Bianucci
- Department of Sciences and Technological Innovation, University of Eastern Piedmont, 15121, Alessandria, Italy
- Legal Medicine Section, Department of Public Health and Paediatric Sciences, University of Turin, 10126, Turin, Italy
| | - Elisa Pompianu
- Department of History, Human Sciences and Education, University of Sassari, 07100, Sassari, Italy
| | - Clizia Murgia
- Universitat Autònoma de Barcelona, Departament de Biologia Animal, Biologia Vegetal i Ecologia, 08193, Barcelona, Spain
| | - Michele Guirguis
- Department of History, Human Sciences and Education, University of Sassari, 07100, Sassari, Italy
| | - Rosana Pla Orquin
- Department of History, Human Sciences and Education, University of Sassari, 07100, Sassari, Italy
| | - Noreen Tuross
- Department of Human Evolutionary Biology, Harvard University, Cambridge, MA, 02138, USA
| | - Peter van Dommelen
- Joukowsky Institute for Archaeology and the Ancient World, Brown University, Providence, RI, 02912, USA
| | - Wolfgang Haak
- Max Planck Institute for the Science of Human History, Jena, Germany
| | - David Reich
- Department of Genetics, Harvard Medical School, Boston, MA, 02115, USA
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Howard Hughes Medical Institute, Harvard Medical School, Boston, MA, USA
- Max Planck-Harvard Research Center for the Archaeoscience of the Ancient Mediterranean, Munich, Germany
| | | | - Francesco Cucca
- Istituto di Ricerca Genetica e Biomedica - CNR, Cagliari, Italy.
- Dipartimento di Scienze Biomediche, Università di Sassari, Sassari, Italy.
| | - Johannes Krause
- Max Planck Institute for the Science of Human History, Jena, Germany.
- Institute for Archaeological Sciences, University of Tübingen, Tübingen, Germany.
- Max Planck-Harvard Research Center for the Archaeoscience of the Ancient Mediterranean, Munich, Germany.
| | - John Novembre
- Department of Human Genetics, University of Chicago, Chicago, IL, USA.
- Department of Ecology and Evolution, University of Chicago, Chicago, IL, USA.
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