1
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Gutiérrez-Hurtado IA, Sánchez-Méndez AD, Becerra-Loaiza DS, Rangel-Villalobos H, Torres-Carrillo N, Gallegos-Arreola MP, Aguilar-Velázquez JA. Loss of the Y Chromosome: A Review of Molecular Mechanisms, Age Inference, and Implications for Men's Health. Int J Mol Sci 2024; 25:4230. [PMID: 38673816 PMCID: PMC11050192 DOI: 10.3390/ijms25084230] [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: 03/05/2024] [Revised: 03/29/2024] [Accepted: 04/10/2024] [Indexed: 04/28/2024] Open
Abstract
Until a few years ago, it was believed that the gradual mosaic loss of the Y chromosome (mLOY) was a normal age-related process. However, it is now known that mLOY is associated with a wide variety of pathologies in men, such as cardiovascular diseases, neurodegenerative disorders, and many types of cancer. Nevertheless, the mechanisms that generate mLOY in men have not been studied so far. This task is of great importance because it will allow focusing on possible methods of prophylaxis or therapy for diseases associated with mLOY. On the other hand, it would allow better understanding of mLOY as a possible marker for inferring the age of male samples in cases of human identification. Due to the above, in this work, a comprehensive review of the literature was conducted, presenting the most relevant information on the possible molecular mechanisms by which mLOY is generated, as well as its implications for men's health and its possible use as a marker to infer age.
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Affiliation(s)
- Itzae Adonai Gutiérrez-Hurtado
- Departamento de Biología Molecular y Genómica, Centro Universitario de Ciencias de la Salud, Guadalajara 44340, Jalisco, Mexico
| | - Astrid Desireé Sánchez-Méndez
- Laboratorio de Ciencias Morfológico Forenses y Medicina Molecular, Departamento de Morfología, Centro Universitario de Ciencias de la Salud, Guadalajara 44340, Jalisco, Mexico
- Doctorado en Genética Humana, Departamento de Biología Molecular y Genómica, Centro Universitario de Ciencias de la Salud, Universidad de Guadalajara, Guadalajara 44340, Jalisco, Mexico
| | | | - Héctor Rangel-Villalobos
- Instituto de Investigación en Genética Molecular, Departamento de Ciencias Médicas y de la Vida, Centro Universitario de la Ciénega, Universidad de Guadalajara, Ocotlán 47820, Jalisco, Mexico
| | - Norma Torres-Carrillo
- Departamento de Microbiología y Patología, Centro Universitario de Ciencias de la Salud, Universidad de Guadalajara, Guadalajara 44340, Jalisco, Mexico
| | - Martha Patricia Gallegos-Arreola
- División de Genética, Centro de Investigación Biomédica de Occidente (CIBO), Instituto Mexicano del Seguro Social (IMSS), Guadalajara 44340, Jalisco, Mexico
| | - José Alonso Aguilar-Velázquez
- Laboratorio de Ciencias Morfológico Forenses y Medicina Molecular, Departamento de Morfología, Centro Universitario de Ciencias de la Salud, Guadalajara 44340, Jalisco, Mexico
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2
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Kayser M, Branicki W, Parson W, Phillips C. Recent advances in Forensic DNA Phenotyping of appearance, ancestry and age. Forensic Sci Int Genet 2023; 65:102870. [PMID: 37084623 DOI: 10.1016/j.fsigen.2023.102870] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Accepted: 04/04/2023] [Indexed: 04/09/2023]
Abstract
Forensic DNA Phenotyping (FDP) comprises the prediction of a person's externally visible characteristics regarding appearance, biogeographic ancestry and age from DNA of crime scene samples, to provide investigative leads to help find unknown perpetrators that cannot be identified with forensic STR-profiling. In recent years, FDP has advanced considerably in all of its three components, which we summarize in this review article. Appearance prediction from DNA has broadened beyond eye, hair and skin color to additionally comprise other traits such as eyebrow color, freckles, hair structure, hair loss in men, and tall stature. Biogeographic ancestry inference from DNA has progressed from continental ancestry to sub-continental ancestry detection and the resolving of co-ancestry patterns in genetically admixed individuals. Age estimation from DNA has widened beyond blood to more somatic tissues such as saliva and bones as well as new markers and tools for semen. Technological progress has allowed forensically suitable DNA technology with largely increased multiplex capacity for the simultaneous analysis of hundreds of DNA predictors with targeted massively parallel sequencing (MPS). Forensically validated MPS-based FDP tools for predicting from crime scene DNA i) several appearance traits, ii) multi-regional ancestry, iii) several appearance traits together with multi-regional ancestry, and iv) age from different tissue types, are already available. Despite recent advances that will likely increase the impact of FDP in criminal casework in the near future, moving reliable appearance, ancestry and age prediction from crime scene DNA to the level of detail and accuracy police investigators may desire, requires further intensified scientific research together with technical developments and forensic validations as well as the necessary funding.
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Affiliation(s)
- Manfred Kayser
- Department of Genetic Identification, Erasmus MC, University Medical Center Rotterdam, Rotterdam, the Netherlands.
| | - Wojciech Branicki
- Institute of Zoology and Biomedical Research, Jagiellonian University, Kraków, Poland,; Institute of Forensic Research, Kraków, Poland
| | - Walther Parson
- Institute of Legal Medicine, Medical University of Innsbruck, Innsbruck, Austria; Forensic Science Program, The Pennsylvania State University, PA, USA
| | - Christopher Phillips
- Forensic Genetics Unit, Institute of Forensic Sciences, University of Santiago de Compostela, Spain
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3
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Epigenomic Modifications in Modern and Ancient Genomes. Genes (Basel) 2022; 13:genes13020178. [PMID: 35205223 PMCID: PMC8872240 DOI: 10.3390/genes13020178] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Revised: 01/12/2022] [Accepted: 01/13/2022] [Indexed: 12/26/2022] Open
Abstract
Epigenetic changes have been identified as a major driver of fundamental metabolic pathways. More specifically, the importance of epigenetic regulatory mechanisms for biological processes like speciation and embryogenesis has been well documented and revealed the direct link between epigenetic modifications and various diseases. In this review, we focus on epigenetic changes in animals with special attention on human DNA methylation utilizing ancient and modern genomes. Acknowledging the latest developments in ancient DNA research, we further discuss paleoepigenomic approaches as the only means to infer epigenetic changes in the past. Investigating genome-wide methylation patterns of ancient humans may ultimately yield in a more comprehensive understanding of how our ancestors have adapted to the changing environment, and modified their lifestyles accordingly. We discuss the difficulties of working with ancient DNA in particular utilizing paleoepigenomic approaches, and assess new paleoepigenomic data, which might be helpful in future studies.
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4
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Smith RW, Non AL. Assessing the achievements and uncertain future of paleoepigenomics. Epigenomics 2021; 14:167-173. [PMID: 34850636 DOI: 10.2217/epi-2021-0382] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023] Open
Affiliation(s)
- Rick Wa Smith
- Department of Sociology and Anthropology, George Mason University, Fairfax, VA 22030, USA
| | - Amy L Non
- Department of Anthropology, University of California, San Diego, La Jolla, CA 92093, USA
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5
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Stevens MCA, Faulkner SC, Wilke ABB, Beier JC, Vasquez C, Petrie WD, Fry H, Nichols RA, Verity R, Le Comber SC. Spatially clustered count data provide more efficient search strategies in invasion biology and disease control. ECOLOGICAL APPLICATIONS : A PUBLICATION OF THE ECOLOGICAL SOCIETY OF AMERICA 2021; 31:e02329. [PMID: 33752255 DOI: 10.1002/eap.2329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Revised: 10/23/2020] [Accepted: 12/06/2020] [Indexed: 06/12/2023]
Abstract
Geographic profiling, a mathematical model originally developed in criminology, is increasingly being used in ecology and epidemiology. Geographic profiling boasts a wide range of applications, such as finding source populations of invasive species or breeding sites of vectors of infectious disease. The model provides a cost-effective approach for prioritizing search strategies for source locations and does so via simple data in the form of the positions of each observation, such as individual sightings of invasive species or cases of a disease. In doing so, however, classic geographic profiling approaches fail to make the distinction between those areas containing observed absences and those areas where no data were recorded. Absence data are generated via spatial sampling protocols but are often discarded during the inference process. Here we construct a geographic profiling model that resolves these issues by making inferences via count data, analyzing a set of discrete sentinel locations at which the number of encounters has been recorded. Crucially, in our model this number can be zero. We verify the ability of this new model to estimate source locations and other parameters of practical interest via a Bayesian power analysis. We also measure model performance via real-world data in which the model infers breeding locations of mosquitoes in bromeliads in Miami-Dade County, Florida, USA. In both cases, our novel model produces more efficient search strategies by shifting focus from those areas containing observed absences to those with no data, an improvement over existing models that treat these areas equally. Our model makes important improvements upon classic geographic profiling methods, which will significantly enhance real-world efforts to develop conservation management plans and targeted interventions.
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Affiliation(s)
- Michael C A Stevens
- School of Biological and Chemical Sciences, Queen Mary University of London, London, E1 4NS, UK
- Centre for Advanced Spatial Analysis, University College London, London, W1T 4TJ, UK
| | - Sally C Faulkner
- School of Biological and Chemical Sciences, Queen Mary University of London, London, E1 4NS, UK
| | - André B B Wilke
- Department of Public Health Sciences, Miller School of Medicine, University of Miami, Miami, Florida, 33136, USA
| | - John C Beier
- Department of Public Health Sciences, Miller School of Medicine, University of Miami, Miami, Florida, 33136, USA
| | - Chalmers Vasquez
- Miami-Dade County Mosquito Control Division, Miami, Florida, 33178, USA
| | - William D Petrie
- Miami-Dade County Mosquito Control Division, Miami, Florida, 33178, USA
| | - Hannah Fry
- Centre for Advanced Spatial Analysis, University College London, London, W1T 4TJ, UK
| | - Richard A Nichols
- School of Biological and Chemical Sciences, Queen Mary University of London, London, E1 4NS, UK
| | - Robert Verity
- Department of Infectious Disease Epidemiology, MRC Centre for Global Infectious Disease Analysis, Imperial College London, London, W2 1PG, UK
| | - Steven C Le Comber
- School of Biological and Chemical Sciences, Queen Mary University of London, London, E1 4NS, UK
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6
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Poullet M, Orlando L. Assessing DNA Sequence Alignment Methods for Characterizing Ancient Genomes and Methylomes. Front Ecol Evol 2020. [DOI: 10.3389/fevo.2020.00105] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023] Open
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7
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Housman G, Quillen EE, Stone AC. Intraspecific and interspecific investigations of skeletal DNA methylation and femur morphology in primates. AMERICAN JOURNAL OF PHYSICAL ANTHROPOLOGY 2020; 173:34-49. [PMID: 32170728 DOI: 10.1002/ajpa.24041] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/23/2019] [Revised: 02/11/2020] [Accepted: 02/19/2020] [Indexed: 12/15/2022]
Abstract
OBJECTIVES Epigenetic mechanisms influence the development and maintenance of complex phenotypes and may also contribute to the evolution of species-specific phenotypes. With respect to skeletal traits, little is known about the gene regulation underlying these hard tissues or how tissue-specific patterns are associated with bone morphology or vary among species. To begin exploring these topics, this study evaluates one epigenetic mechanism, DNA methylation, in skeletal tissues from five nonhuman primate species which display anatomical and locomotor differences representative of their phylogenetic groups. MATERIALS AND METHODS First, we test whether intraspecific variation in skeletal DNA methylation is associated with intraspecific variation in femur morphology. Second, we identify interspecific differences in DNA methylation and assess whether these lineage-specific patterns may have contributed to species-specific morphologies. Specifically, we use the Illumina Infinium MethylationEPIC BeadChip to identify DNA methylation patterns in femur trabecular bone from baboons (n = 28), macaques (n = 10), vervets (n = 10), chimpanzees (n = 4), and marmosets (n = 6). RESULTS Significant differentially methylated positions (DMPs) were associated with a subset of morphological variants, but these likely have small biological effects and may be confounded by other variables associated with morphological variation. Conversely, several species-specific DMPs were identified, and these are found in genes enriched for functions associated with complex skeletal traits. DISCUSSION Overall, these findings reveal that while intraspecific epigenetic variation is not readily associated with skeletal morphology differences, some interspecific epigenetic differences in skeletal tissues exist and may contribute to evolutionarily distinct phenotypes. This work forms a foundation for future explorations of gene regulation and skeletal trait evolution in primates.
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Affiliation(s)
- Genevieve Housman
- School of Human Evolution and Social Change, Arizona State University, Tempe, Arizona, USA.,Center for Evolution and Medicine, Arizona State University, Tempe, Arizona, USA
| | - Ellen E Quillen
- Department of Genetics, Texas Biomedical Research Institute, San Antonio, Texas, USA
| | - Anne C Stone
- School of Human Evolution and Social Change, Arizona State University, Tempe, Arizona, USA.,Center for Evolution and Medicine, Arizona State University, Tempe, Arizona, USA
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8
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Liu Y, Weyrich LS, Llamas B. More Arrows in the Ancient DNA Quiver: Use of Paleoepigenomes and Paleomicrobiomes to Investigate Animal Adaptation to Environment. Mol Biol Evol 2020; 37:307-319. [PMID: 31638147 DOI: 10.1093/molbev/msz231] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Whether and how epigenetic mechanisms and the microbiome play a role in mammalian adaptation raised considerable attention and controversy, mainly because they have the potential to add new insights into the Modern Synthesis. Recent attempts to reconcile neo-Darwinism and neo-Lamarckism in a unified theory of molecular evolution give epigenetic mechanisms and microbiome a prominent role. However, supporting empirical data are still largely missing. Because experimental studies using extant animals can hardly be done over evolutionary timescales, we propose that advances in ancient DNA techniques provide a valid alternative. In this piece, we evaluate 1) the possible roles of epigenomes and microbiomes in animal adaptation, 2) advances in the retrieval of paleoepigenome and paleomicrobiome data using ancient DNA techniques, and 3) the plasticity of either and interactions between the epigenome and the microbiome, while emphasizing that it is essential to take both into account, as well as the underlying genetic factors that may confound the findings. We propose that advanced ancient DNA techniques should be applied to a wide range of past animals, so novel dynamics in animal evolution and adaption can be revealed.
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Affiliation(s)
- Yichen Liu
- Australian Centre for Ancient DNA, School of Biological Sciences, Environment Institute, University of Adelaide, Adelaide, South Australia, Australia
| | - Laura S Weyrich
- Australian Centre for Ancient DNA, School of Biological Sciences, Environment Institute, University of Adelaide, Adelaide, South Australia, Australia
| | - Bastien Llamas
- Australian Centre for Ancient DNA, School of Biological Sciences, Environment Institute, University of Adelaide, Adelaide, South Australia, Australia
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9
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Wagner S, Plomion C, Orlando L. Uncovering Signatures of DNA Methylation in Ancient Plant Remains From Patterns of Post-mortem DNA Damage. Front Ecol Evol 2020. [DOI: 10.3389/fevo.2020.00011] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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10
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Bakker FT, Antonelli A, Clarke JA, Cook JA, Edwards SV, Ericson PGP, Faurby S, Ferrand N, Gelang M, Gillespie RG, Irestedt M, Lundin K, Larsson E, Matos-Maraví P, Müller J, von Proschwitz T, Roderick GK, Schliep A, Wahlberg N, Wiedenhoeft J, Källersjö M. The Global Museum: natural history collections and the future of evolutionary science and public education. PeerJ 2020; 8:e8225. [PMID: 32025365 PMCID: PMC6993751 DOI: 10.7717/peerj.8225] [Citation(s) in RCA: 44] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2019] [Accepted: 11/15/2019] [Indexed: 12/27/2022] Open
Abstract
Natural history museums are unique spaces for interdisciplinary research and educational innovation. Through extensive exhibits and public programming and by hosting rich communities of amateurs, students, and researchers at all stages of their careers, they can provide a place-based window to focus on integration of science and discovery, as well as a locus for community engagement. At the same time, like a synthesis radio telescope, when joined together through emerging digital resources, the global community of museums (the ‘Global Museum’) is more than the sum of its parts, allowing insights and answers to diverse biological, environmental, and societal questions at the global scale, across eons of time, and spanning vast diversity across the Tree of Life. We argue that, whereas natural history collections and museums began with a focus on describing the diversity and peculiarities of species on Earth, they are now increasingly leveraged in new ways that significantly expand their impact and relevance. These new directions include the possibility to ask new, often interdisciplinary questions in basic and applied science, such as in biomimetic design, and by contributing to solutions to climate change, global health and food security challenges. As institutions, they have long been incubators for cutting-edge research in biology while simultaneously providing core infrastructure for research on present and future societal needs. Here we explore how the intersection between pressing issues in environmental and human health and rapid technological innovation have reinforced the relevance of museum collections. We do this by providing examples as food for thought for both the broader academic community and museum scientists on the evolving role of museums. We also identify challenges to the realization of the full potential of natural history collections and the Global Museum to science and society and discuss the critical need to grow these collections. We then focus on mapping and modelling of museum data (including place-based approaches and discovery), and explore the main projects, platforms and databases enabling this growth. Finally, we aim to improve relevant protocols for the long-term storage of specimens and tissues, ensuring proper connection with tomorrow’s technologies and hence further increasing the relevance of natural history museums.
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Affiliation(s)
- Freek T Bakker
- Biosystematics Group, Wageningen University & Research, Wageningen, The Netherlands
| | | | - Julia A Clarke
- Jackson School of Geosciences, University of Texas at Austin, Austin, TX, United States of America
| | - Joseph A Cook
- Museum of Southwestern Biology, Department of Biology, University of New Mexico, Albuquerque, NM, United States of America
| | - Scott V Edwards
- Department of Organismic and Evolutionary Biology, Museum of Comparative Zoology, Harvard University, Cambridge, MA, United States of America.,Gothenburg Centre for Advanced Studies in Science and Technology, Chalmers University of Technology and University of Gothenburg, Göteborg, Sweden
| | - Per G P Ericson
- Department of Bioinformatics and Genetics, Swedish Museum of Natural History, Stockholm, Sweden
| | - Søren Faurby
- Department of Biological and Environmental Sciences, Gothenburg Global Biodiversity Centre, University of Gothenburg, Göteborg, Sweden
| | - Nuno Ferrand
- Museu de História Natural e da Ciência, Universidade do Porto, Porto, Portugal
| | - Magnus Gelang
- Department of Zoology, Gothenburg Natural History Museum, Göteborg, Sweden.,Gothenburg Global Biodiversity Centre, University of Gothenburg, Göteborg, Sweden
| | - Rosemary G Gillespie
- Essig Museum of Entomology, Department of Environmental Science, Policy and Management, University of California, Berkeley, Berkeley, CA, United States of America
| | - Martin Irestedt
- Department of Bioinformatics and Genetics, Swedish Museum of Natural History, Stockholm, Sweden
| | - Kennet Lundin
- Department of Zoology, Gothenburg Natural History Museum, Göteborg, Sweden.,Gothenburg Global Biodiversity Centre, University of Gothenburg, Göteborg, Sweden
| | - Ellen Larsson
- Department of Biological and Environmental Sciences, Gothenburg Global Biodiversity Centre, University of Gothenburg, Göteborg, Sweden.,Gothenburg Global Biodiversity Centre, University of Gothenburg, Göteborg, Sweden
| | - Pável Matos-Maraví
- Biology Centre of the Czech Academy of Sciences, Institute of Entomology, České Budějovice, Czechia
| | - Johannes Müller
- Leibniz-Institut für Evolutions- und Biodiversitätsforschung, Museum für Naturkunde, Berlin, Germany
| | - Ted von Proschwitz
- Department of Zoology, Gothenburg Natural History Museum, Göteborg, Sweden.,Gothenburg Global Biodiversity Centre, University of Gothenburg, Göteborg, Sweden
| | - George K Roderick
- Essig Museum of Entomology, Department of Environmental Science, Policy and Management, University of California, Berkeley, Berkeley, CA, United States of America
| | - Alexander Schliep
- Department of Computer Science and Engineering, University of Gothenburg, Göteborg, Sweden
| | | | - John Wiedenhoeft
- Department of Computer Science and Engineering, University of Gothenburg, Göteborg, Sweden
| | - Mari Källersjö
- Gothenburg Global Biodiversity Centre, University of Gothenburg, Göteborg, Sweden.,Gothenburg Botanical Garden, Göteborg, Sweden
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11
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Heald OJN, Fraticelli C, Cox SE, Stevens MCA, Faulkner SC, Blackburn TM, Le Comber SC. Understanding the origins of the ring‐necked parakeet in the UK. J Zool (1987) 2019. [DOI: 10.1111/jzo.12753] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Affiliation(s)
- O. J. N. Heald
- Cameron Forensic Medical Sciences William Harvey Research Institute Barts and The London School of Medicine and Dentistry Queen Mary University of London London UK
| | - C. Fraticelli
- School of Biological and Chemical Sciences Queen Mary University of London London UK
| | - S. E. Cox
- Goldsmiths University of London London UK
| | - M. C. A. Stevens
- School of Biological and Chemical Sciences Queen Mary University of London London UK
| | - S. C. Faulkner
- School of Biological and Chemical Sciences Queen Mary University of London London UK
| | - T. M. Blackburn
- Centre for Biodiversity and Environment Research University College London London UK
- Institute of Zoology Zoological Society of London London UK
| | - S. C. Le Comber
- School of Biological and Chemical Sciences Queen Mary University of London London UK
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12
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Hanghøj K, Renaud G, Albrechtsen A, Orlando L. DamMet: ancient methylome mapping accounting for errors, true variants, and post-mortem DNA damage. Gigascience 2019; 8:5475519. [PMID: 31004132 PMCID: PMC6474913 DOI: 10.1093/gigascience/giz025] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2018] [Revised: 02/07/2019] [Accepted: 02/27/2019] [Indexed: 01/10/2023] Open
Abstract
BACKGROUND Recent computational advances in ancient DNA research have opened access to the detection of ancient DNA methylation footprints at the genome-wide scale. The most commonly used approach infers the methylation state of a given genomic region on the basis of the amount of nucleotide mis-incorporations observed at CpG dinucleotide sites. However, this approach overlooks a number of confounding factors, including the presence of sequencing errors and true variants. The scale and distribution of the inferred methylation measurements are also variable across samples, precluding direct comparisons. FINDINGS Here, we present DamMet, an open-source software program retrieving maximum likelihood estimates of regional CpG methylation levels from ancient DNA sequencing data. It builds on a novel statistical model of post-mortem DNA damage for dinucleotides, accounting for sequencing errors, genotypes, and differential post-mortem cytosine deamination rates at both methylated and unmethylated sites. To validate DamMet, we extended gargammel, a sequence simulator for ancient DNA data, by introducing methylation-dependent features of post-mortem DNA decay. This new simulator provides direct validation of DamMet predictions. Additionally, the methylation levels inferred by DamMet were found to be correlated to those inferred by epiPALEOMIX and both on par and directly comparable to those measured from whole-genome bisulphite sequencing experiments of fresh tissues. CONCLUSIONS DamMet provides genuine estimates for local DNA methylation levels in ancient individual genomes. The returned estimates are directly cross-sample comparable, and the software is available as an open-source C++ program hosted at https://gitlab.com/KHanghoj/DamMet along with a manual and tutorial.
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Affiliation(s)
- Kristian Hanghøj
- Lundbeck Foundation GeoGenetics Center, University of Copenhagen, Øster Voldgade 5-7, 1350K Copenhagen, Denmark.,Laboratoire d'Anthropobiologie Moléculaire et d'Imagerie de Synthèse, CNRS UMR 5288, Université de Toulouse III, Paul Sabatier (UPS), 31000 Toulouse, France
| | - Gabriel Renaud
- Lundbeck Foundation GeoGenetics Center, University of Copenhagen, Øster Voldgade 5-7, 1350K Copenhagen, Denmark
| | - Anders Albrechtsen
- Computational and RNA Biology, Department of Biology, University of Copenhagen, 2200 Copenhagen, Denmark, Øster voldgade 5-7, 1350k
| | - Ludovic Orlando
- Lundbeck Foundation GeoGenetics Center, University of Copenhagen, Øster Voldgade 5-7, 1350K Copenhagen, Denmark.,Laboratoire d'Anthropobiologie Moléculaire et d'Imagerie de Synthèse, CNRS UMR 5288, Université de Toulouse III, Paul Sabatier (UPS), 31000 Toulouse, France
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13
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Rubi TL, Knowles LL, Dantzer B. Museum epigenomics: Characterizing cytosine methylation in historic museum specimens. Mol Ecol Resour 2019; 20:1161-1170. [DOI: 10.1111/1755-0998.13115] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2019] [Revised: 10/23/2019] [Accepted: 11/01/2019] [Indexed: 11/28/2022]
Affiliation(s)
- Tricia L. Rubi
- Department of Psychology University of Michigan Ann Arbor MI USA
- Department of Biology University of Victoria Victoria BC Canada
| | - L. Lacey Knowles
- Department of Ecology and Evolutionary Biology University of Michigan Ann Arbor MI USA
| | - Ben Dantzer
- Department of Psychology University of Michigan Ann Arbor MI USA
- Department of Ecology and Evolutionary Biology University of Michigan Ann Arbor MI USA
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14
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15
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Llamas B, Willerslev E, Orlando L. Human evolution: a tale from ancient genomes. Philos Trans R Soc Lond B Biol Sci 2017; 372:rstb.2015.0484. [PMID: 27994125 DOI: 10.1098/rstb.2015.0484] [Citation(s) in RCA: 37] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/05/2016] [Indexed: 12/21/2022] Open
Abstract
The field of human ancient DNA (aDNA) has moved from mitochondrial sequencing that suffered from contamination and provided limited biological insights, to become a fully genomic discipline that is changing our conception of human history. Recent successes include the sequencing of extinct hominins, and true population genomic studies of Bronze Age populations. Among the emerging areas of aDNA research, the analysis of past epigenomes is set to provide more new insights into human adaptation and disease susceptibility through time. Starting as a mere curiosity, ancient human genetics has become a major player in the understanding of our evolutionary history.This article is part of the themed issue 'Evo-devo in the genomics era, and the origins of morphological diversity'.
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Affiliation(s)
- Bastien Llamas
- Australian Centre for ADNA, School of Biological Sciences, University of Adelaide, Adelaide, South Australia 5005, Australia
| | - Eske Willerslev
- Centre for GeoGenetics, Natural History Museum of Denmark, Øster Voldgade 5-7, 1350 K Copenhagen, Denmark.,Department of Zoology, University of Cambridge, Downing Street, Cambridge CB2 3EJ, UK.,Wellcome Genome Campus Hinxton, Wellcome Trust Sanger Institute, Cambridge CB10 1SA, UK
| | - Ludovic Orlando
- Centre for GeoGenetics, Natural History Museum of Denmark, Øster Voldgade 5-7, 1350 K Copenhagen, Denmark .,Laboratoire d'Anthropobiologie Moléculaire et d'Imagerie de Synthèse, Université de Toulouse, University Paul Sabatier, CNRS UMR 5288, 31000 Toulouse, France
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16
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Time to Spread Your Wings: A Review of the Avian Ancient DNA Field. Genes (Basel) 2017; 8:genes8070184. [PMID: 28718817 PMCID: PMC5541317 DOI: 10.3390/genes8070184] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2017] [Revised: 06/27/2017] [Accepted: 07/10/2017] [Indexed: 01/16/2023] Open
Abstract
Ancient DNA (aDNA) has the ability to inform the evolutionary history of both extant and extinct taxa; however, the use of aDNA in the study of avian evolution is lacking in comparison to other vertebrates, despite birds being one of the most species-rich vertebrate classes. Here, we review the field of “avian ancient DNA” by summarising the past three decades of literature on this topic. Most studies over this time have used avian aDNA to reconstruct phylogenetic relationships and clarify taxonomy based on the sequencing of a few mitochondrial loci, but recent studies are moving toward using a comparative genomics approach to address developmental and functional questions. Applying aDNA analysis with more practical outcomes in mind (such as managing conservation) is another increasingly popular trend among studies that utilise avian aDNA, but the majority of these have yet to influence management policy. We find that while there have been advances in extracting aDNA from a variety of avian substrates including eggshell, feathers, and coprolites, there is a bias in the temporal focus; the majority of the ca. 150 studies reviewed here obtained aDNA from late Holocene (100–1000 yBP) material, with few studies investigating Pleistocene-aged material. In addition, we identify and discuss several other issues within the field that require future attention. With more than one quarter of Holocene bird extinctions occurring in the last several hundred years, it is more important than ever to understand the mechanisms driving the evolution and extinction of bird species through the use of aDNA.
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Green EJ, Speller CF. Novel Substrates as Sources of Ancient DNA: Prospects and Hurdles. Genes (Basel) 2017; 8:E180. [PMID: 28703741 PMCID: PMC5541313 DOI: 10.3390/genes8070180] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2017] [Revised: 06/22/2017] [Accepted: 07/10/2017] [Indexed: 12/17/2022] Open
Abstract
Following the discovery in the late 1980s that hard tissues such as bones and teeth preserve genetic information, the field of ancient DNA analysis has typically concentrated upon these substrates. The onset of high-throughput sequencing, combined with optimized DNA recovery methods, has enabled the analysis of a myriad of ancient species and specimens worldwide, dating back to the Middle Pleistocene. Despite the growing sophistication of analytical techniques, the genetic analysis of substrates other than bone and dentine remain comparatively "novel". Here, we review analyses of other biological substrates which offer great potential for elucidating phylogenetic relationships, paleoenvironments, and microbial ecosystems including (1) archaeological artifacts and ecofacts; (2) calcified and/or mineralized biological deposits; and (3) biological and cultural archives. We conclude that there is a pressing need for more refined models of DNA preservation and bespoke tools for DNA extraction and analysis to authenticate and maximize the utility of the data obtained. With such tools in place the potential for neglected or underexploited substrates to provide a unique insight into phylogenetics, microbial evolution and evolutionary processes will be realized.
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Affiliation(s)
- Eleanor Joan Green
- BioArCh, Department of Archaeology, University of York, Wentworth Way, York YO10 5DD, UK.
| | - Camilla F Speller
- BioArCh, Department of Archaeology, University of York, Wentworth Way, York YO10 5DD, UK.
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Cruz-Dávalos DI, Llamas B, Gaunitz C, Fages A, Gamba C, Soubrier J, Librado P, Seguin-Orlando A, Pruvost M, Alfarhan AH, Alquraishi SA, Al-Rasheid KAS, Scheu A, Beneke N, Ludwig A, Cooper A, Willerslev E, Orlando L. Experimental conditions improving in-solution target enrichment for ancient DNA. Mol Ecol Resour 2016; 17:508-522. [PMID: 27566552 DOI: 10.1111/1755-0998.12595] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2016] [Revised: 07/29/2016] [Accepted: 08/05/2016] [Indexed: 11/30/2022]
Abstract
High-throughput sequencing has dramatically fostered ancient DNA research in recent years. Shotgun sequencing, however, does not necessarily appear as the best-suited approach due to the extensive contamination of samples with exogenous environmental microbial DNA. DNA capture-enrichment methods represent cost-effective alternatives that increase the sequencing focus on the endogenous fraction, whether it is from mitochondrial or nuclear genomes, or parts thereof. Here, we explored experimental parameters that could impact the efficacy of MYbaits in-solution capture assays of ~5000 nuclear loci or the whole genome. We found that varying quantities of the starting probes had only moderate effect on capture outcomes. Starting DNA, probe tiling, the hybridization temperature and the proportion of endogenous DNA all affected the assay, however. Additionally, probe features such as their GC content, number of CpG dinucleotides, sequence complexity and entropy and self-annealing properties need to be carefully addressed during the design stage of the capture assay. The experimental conditions and probe molecular features identified in this study will improve the recovery of genetic information extracted from degraded and ancient remains.
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Affiliation(s)
- Diana I Cruz-Dávalos
- Centre for GeoGenetics, Natural History Museum of Denmark, University of Copenhagen, Øster Voldgade 5-7, 1350K, Copenhagen, Denmark.,Undergraduate Program on Genomic Sciences, Universidad Nacional Autónoma de México, Av. Universidad s/n, 62210, Cuernavaca, Mexico
| | - Bastien Llamas
- Australian Centre for Ancient DNA, School of Biological Sciences, University of Adelaide, Adelaide, SA, 5005, Australia
| | - Charleen Gaunitz
- Centre for GeoGenetics, Natural History Museum of Denmark, University of Copenhagen, Øster Voldgade 5-7, 1350K, Copenhagen, Denmark
| | - Antoine Fages
- Centre for GeoGenetics, Natural History Museum of Denmark, University of Copenhagen, Øster Voldgade 5-7, 1350K, Copenhagen, Denmark.,Laboratoire d'Anthropobiologie Moléculaire et d'Imagerie de Synthèse, CNRS UMR 5288, Université de Toulouse, University Paul Sabatier, 31000, Toulouse, France
| | - Cristina Gamba
- Centre for GeoGenetics, Natural History Museum of Denmark, University of Copenhagen, Øster Voldgade 5-7, 1350K, Copenhagen, Denmark
| | - Julien Soubrier
- Australian Centre for Ancient DNA, School of Biological Sciences, University of Adelaide, Adelaide, SA, 5005, Australia
| | - Pablo Librado
- Centre for GeoGenetics, Natural History Museum of Denmark, University of Copenhagen, Øster Voldgade 5-7, 1350K, Copenhagen, Denmark
| | - Andaine Seguin-Orlando
- Centre for GeoGenetics, Natural History Museum of Denmark, University of Copenhagen, Øster Voldgade 5-7, 1350K, Copenhagen, Denmark.,National High-Throughput DNA Sequencing Center, University of Copenhagen, Øster Farimagsgade 2D, 1353K, Copenhagen, Denmark
| | - Mélanie Pruvost
- Institut Jacques Monod, UMR7592 CNRS, Université Paris 7, 75205, Paris cédex 13, France
| | - Ahmed H Alfarhan
- Zoology Department, College of Science, King Saud University, Riyadh, 11451, Saudi Arabia
| | - Saleh A Alquraishi
- Zoology Department, College of Science, King Saud University, Riyadh, 11451, Saudi Arabia
| | - Khaled A S Al-Rasheid
- Zoology Department, College of Science, King Saud University, Riyadh, 11451, Saudi Arabia
| | - Amelie Scheu
- Palaeogenetics Group, Johannes Gutenberg-University, Anselm-Franz-von-Bentzel-Weg 7, 55099, Mainz, Germany.,Smurfit Institute of Genetics, Trinity College Dublin, Dublin, 2, Ireland
| | - Norbert Beneke
- Naturwissenschaftliches Referat an der Zentrale, Deutsches Archäologisches Institut, Im Dol 2-6, 14195, Berlin, Germany
| | - Arne Ludwig
- Department of Evolutionary Genetics, Leibniz Institute for Zoo and Wildlife Research, 10315, Berlin, Germany
| | - Alan Cooper
- Australian Centre for Ancient DNA, School of Biological Sciences, University of Adelaide, Adelaide, SA, 5005, Australia
| | - Eske Willerslev
- Centre for GeoGenetics, Natural History Museum of Denmark, University of Copenhagen, Øster Voldgade 5-7, 1350K, Copenhagen, Denmark
| | - Ludovic Orlando
- Centre for GeoGenetics, Natural History Museum of Denmark, University of Copenhagen, Øster Voldgade 5-7, 1350K, Copenhagen, Denmark.,Laboratoire d'Anthropobiologie Moléculaire et d'Imagerie de Synthèse, CNRS UMR 5288, Université de Toulouse, University Paul Sabatier, 31000, Toulouse, France
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Hanghøj K, Seguin-Orlando A, Schubert M, Madsen T, Pedersen JS, Willerslev E, Orlando L. Fast, Accurate and Automatic Ancient Nucleosome and Methylation Maps with epiPALEOMIX. Mol Biol Evol 2016; 33:3284-3298. [PMID: 27624717 PMCID: PMC5100044 DOI: 10.1093/molbev/msw184] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
The first epigenomes from archaic hominins (AH) and ancient anatomically modern humans (AMH) have recently been characterized, based, however, on a limited number of samples. The extent to which ancient genome-wide epigenetic landscapes can be reconstructed thus remains contentious. Here, we present epiPALEOMIX, an open-source and user-friendly pipeline that exploits post-mortem DNA degradation patterns to reconstruct ancient methylomes and nucleosome maps from shotgun and/or capture-enrichment data. Applying epiPALEOMIX to the sequence data underlying 35 ancient genomes including AMH, AH, equids and aurochs, we investigate the temporal, geographical and preservation range of ancient epigenetic signatures. We first assess the quality of inferred ancient epigenetic signatures within well-characterized genomic regions. We find that tissue-specific methylation signatures can be obtained across a wider range of DNA preparation types than previously thought, including when no particular experimental procedures have been used to remove deaminated cytosines prior to sequencing. We identify a large subset of samples for which DNA associated with nucleosomes is protected from post-mortem degradation, and nucleosome positioning patterns can be reconstructed. Finally, we describe parameters and conditions such as DNA damage levels and sequencing depth that limit the preservation of epigenetic signatures in ancient samples. When such conditions are met, we propose that epigenetic profiles of CTCF binding regions can be used to help data authentication. Our work, including epiPALEOMIX, opens for further investigations of ancient epigenomes through time especially aimed at tracking possible epigenetic changes during major evolutionary, environmental, socioeconomic, and cultural shifts.
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Affiliation(s)
- Kristian Hanghøj
- Centre for GeoGenetics, Natural History Museum of Denmark, University of Copenhagen, Copenhagen, Denmark.,Laboratoire d'Anthropobiologie Moléculaire et d'Imagerie de Synthèse, Université de Toulouse, University Paul Sabatier, Toulouse, France
| | - Andaine Seguin-Orlando
- Centre for GeoGenetics, Natural History Museum of Denmark, University of Copenhagen, Copenhagen, Denmark.,Danish National High-Throughput DNA Sequencing Center, Natural History Museum of Denmark, University of Copenhagen, Copenhagen, Denmark
| | - Mikkel Schubert
- Centre for GeoGenetics, Natural History Museum of Denmark, University of Copenhagen, Copenhagen, Denmark
| | - Tobias Madsen
- Department of Molecular Medicine (MOMA), Aarhus University Hospital, Aarhus, Denmark.,Bioinformatics Research Centre (BiRC), Aarhus University, Aarhus, Denmark
| | - Jakob Skou Pedersen
- Department of Molecular Medicine (MOMA), Aarhus University Hospital, Aarhus, Denmark.,Bioinformatics Research Centre (BiRC), Aarhus University, Aarhus, Denmark
| | - Eske Willerslev
- Centre for GeoGenetics, Natural History Museum of Denmark, University of Copenhagen, Copenhagen, Denmark.,Department of Zoology, University of Cambridge, Cambridge, United Kingdom.,Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, United Kingdom
| | - Ludovic Orlando
- Centre for GeoGenetics, Natural History Museum of Denmark, University of Copenhagen, Copenhagen, Denmark .,Laboratoire d'Anthropobiologie Moléculaire et d'Imagerie de Synthèse, Université de Toulouse, University Paul Sabatier, Toulouse, France
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20
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Zhenilo SV, Sokolov A, Prokhortchouk EB. Epigenetics of Ancient DNA. Acta Naturae 2016; 8:72-76. [PMID: 27795845 PMCID: PMC5081710] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2016] [Indexed: 10/27/2022] Open
Abstract
Initially, the study of DNA isolated from ancient specimens had been based on the analysis of the primary nucleotide sequence. This approach has allowed researchers to study the evolutionary changes that occur in different populations and determine the influence of the environment on genetic selection. However, the improvement of methodological approaches to genome-wide analysis has opened up new possibilities in the search for the epigenetic mechanisms involved in the regulation of gene expression. It was discovered recently that the methylation status of the regulatory elements of the HOXD cluster and MEIS1 gene changed during human evolution. Epigenetic changes in these genes played a key role in the evolution of the limbs of modern humans. Recent works have demonstrated that it is possible to determine the transcriptional activity of genes in ancient DNA samples by combining information on DNA methylation and the DNAaseI hypersensitive sequences located at the transcription start sites of genes. In the nearest future, if a preserved fossils brain is found, it will be possible to identify the evolutionary changes in the higher nervous system associated with epigenetic differences.
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Affiliation(s)
- S. V. Zhenilo
- Institute of Bioengineering, Federal Research Center “Fundamentals of Biotechnology”, Russian Academy of Sciences, prospect 60-letiya Oktyabrya, Str. 7/1, Moscow, 117312, Russia
| | - A.S. Sokolov
- Institute of Bioengineering, Federal Research Center “Fundamentals of Biotechnology”, Russian Academy of Sciences, prospect 60-letiya Oktyabrya, Str. 7/1, Moscow, 117312, Russia
| | - E. B. Prokhortchouk
- Institute of Bioengineering, Federal Research Center “Fundamentals of Biotechnology”, Russian Academy of Sciences, prospect 60-letiya Oktyabrya, Str. 7/1, Moscow, 117312, Russia
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Gokhman D, Meshorer E, Carmel L. Epigenetics: It's Getting Old. Past Meets Future in Paleoepigenetics. Trends Ecol Evol 2016; 31:290-300. [DOI: 10.1016/j.tree.2016.01.010] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2015] [Revised: 01/18/2016] [Accepted: 01/19/2016] [Indexed: 01/08/2023]
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Giuliani C, Cilli E, Bacalini MG, Pirazzini C, Sazzini M, Gruppioni G, Franceschi C, Garagnani P, Luiselli D. Inferring chronological age from DNA methylation patterns of human teeth. AMERICAN JOURNAL OF PHYSICAL ANTHROPOLOGY 2015; 159:585-95. [PMID: 26667772 DOI: 10.1002/ajpa.22921] [Citation(s) in RCA: 49] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/18/2015] [Revised: 11/16/2015] [Accepted: 11/23/2015] [Indexed: 11/10/2022]
Abstract
OBJECTIVE Current methods to determine chronological age from modern and ancient remains rely on both morphological and molecular approaches. However, low accuracy and the lack of standardized protocols make the development of alternative methods for the estimation of individual's age even more urgent for several research fields, such as biological anthropology, biodemography, forensics, evolutionary genetics, and ancient DNA studies. Therefore, the aim of this study is to identify genomic regions whose DNA methylation level correlates with age in modern teeth. METHODS We used MALDI-TOF mass spectrometry to analyze DNA methylation levels of specific CpGs located in the ELOVL2, FHL2, and PENK genes. We considered methylation data from cementum, dentin and pulp of 21 modern teeth (from 17 to 77 years old) to construct a mathematical model able to exploit DNA methylation values to predict age of the individuals. RESULTS The median difference between the real age and that estimated using DNA methylation values is 1.20 years (SD = 1.9) if DNA is recovered from both cementum and pulp of the same modern teeth, 2.25 years (SD = 2.5) if DNA is recovered from dental pulp, 2.45 years (SD = 3.3) if DNA is extracted from cementum and 7.07 years (SD = 7.0) when DNA is recovered from dentin only. DISCUSSION We propose for the first time the evaluation of DNA methylation at ELOVL2, FHL2, and PENK genes as a powerful tool to predict age in modern teeth for anthropological applications. Future studies are needed to apply this method also to historical and relatively ancient human teeth.
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Affiliation(s)
- Cristina Giuliani
- Department of Biological, Geological and Environmental Sciences, Laboratory of Molecular Anthropology & Centre for Genome Biology, University of Bologna, Bologna, 40126, Italy
| | - Elisabetta Cilli
- Department of Cultural Heritage (DBC), Laboratories of Physical Anthropology and Ancient DNA, University of Bologna, Ravenna, 48121, Italy
| | - Maria Giulia Bacalini
- Department of Experimental, Diagnostic and Specialty Medicine (DIMES), University of Bologna, Bologna, 40126, Italy.,Interdepartmental Center "L. Galvani" (C.I.G.), University of Bologna, Bologna, 40126, Italy
| | - Chiara Pirazzini
- Department of Experimental, Diagnostic and Specialty Medicine (DIMES), University of Bologna, Bologna, 40126, Italy.,Interdepartmental Center "L. Galvani" (C.I.G.), University of Bologna, Bologna, 40126, Italy
| | - Marco Sazzini
- Department of Biological, Geological and Environmental Sciences, Laboratory of Molecular Anthropology & Centre for Genome Biology, University of Bologna, Bologna, 40126, Italy
| | - Giorgio Gruppioni
- Department of Cultural Heritage (DBC), Laboratories of Physical Anthropology and Ancient DNA, University of Bologna, Ravenna, 48121, Italy
| | - Claudio Franceschi
- Department of Experimental, Diagnostic and Specialty Medicine (DIMES), University of Bologna, Bologna, 40126, Italy.,Interdepartmental Center "L. Galvani" (C.I.G.), University of Bologna, Bologna, 40126, Italy.,IRCCS Institute of Neurological Sciences, Bologna, 40139, Italy
| | - Paolo Garagnani
- Department of Experimental, Diagnostic and Specialty Medicine (DIMES), University of Bologna, Bologna, 40126, Italy.,Interdepartmental Center "L. Galvani" (C.I.G.), University of Bologna, Bologna, 40126, Italy.,Center for Applied Biomedical Research (CRBA), St. Orsola-Malpighi University Hospital, Bologna, Italy
| | - Donata Luiselli
- Department of Biological, Geological and Environmental Sciences, Laboratory of Molecular Anthropology & Centre for Genome Biology, University of Bologna, Bologna, 40126, Italy
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