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Dussex N, Jansson I, van der Valk T, Packer C, Norman A, Kissui BM, E Mjingo E, Spong G. Constraints to gene flow increase the risk of genome erosion in the Ngorongoro Crater lion population. Commun Biol 2025; 8:640. [PMID: 40258987 PMCID: PMC12012037 DOI: 10.1038/s42003-025-07986-0] [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: 11/22/2024] [Accepted: 03/21/2025] [Indexed: 04/23/2025] Open
Abstract
Small, isolated populations are at greater risk of genome erosion than larger populations. Successful conservation efforts may lead to demographic recovery and mitigate the negative genetic effects of bottlenecks. However, constrained gene flow can hamper genomic recovery. Here, we use population genomic analyses and forward simulations to assess the genomic impacts of near extinction in the isolated Ngorongoro Crater lion (Panthera leo) sub-population. We show that 200 years of quasi-isolation and the recent epizootic in 1962 resulted in a two-fold increase in inbreeding and an excess in the frequency of highly deleterious mutations relative to other populations of the Greater Serengeti. There was little evidence for purging of genetic load. Furthermore, forward simulations indicate that higher gene flow from outside of the Crater is needed to prevent future genomic erosion in the population, with a minimum of one to five effective male migrants per decade required to reduce the risk of long-term inbreeding depression and reduction in genetic diversity. Our results suggest that in spite of a rapid post-epizootic demographic recovery since the 1970s, continued isolation of the population driven by habitat fragmentation and potentially male territoriality, exacerbate the effects of genome erosion.
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Affiliation(s)
- Nicolas Dussex
- Department of Population Analysis and Monitoring, Swedish Museum of Natural History, SE-106 91, Stockholm, Sweden.
| | - Ingela Jansson
- Molecular Ecology Group, Department of Wildlife, Fish, and Environmental Studies, Swedish University of Agricultural Sciences, SE-901 83, Umeå, Sweden
| | - Tom van der Valk
- Centre for Palaeogenetics, Svante Arrhenius väg 20C, SE-106 91, Stockholm, Sweden
- Department of Bioinformatics and Genetics, Swedish Museum of Natural History, SE-106 91, Stockholm, Sweden
| | - Craig Packer
- Department of Ecology, Evolution and Behavior, University of Minnesota, MN 55108, St. Paul, MN, USA
| | - Anita Norman
- Molecular Ecology Group, Department of Wildlife, Fish, and Environmental Studies, Swedish University of Agricultural Sciences, SE-901 83, Umeå, Sweden
| | - Bernard M Kissui
- School for Field Studies, Centre for Wildlife Management Studies, Karatu, Tanzania
| | - Ernest E Mjingo
- Tanzania Wildlife Research Institute (TAWIRI), Arusha, Tanzania
| | - Göran Spong
- Molecular Ecology Group, Department of Wildlife, Fish, and Environmental Studies, Swedish University of Agricultural Sciences, SE-901 83, Umeå, Sweden.
- Luke, FI 00790, Helsinki, Finland.
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2
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Yao XQ, Bao H, La NT, Jiang GS, Zhai PH, Liu CB, Yu L. Gut microbiota contribute to cold adaptation in mammals-primates and ungulates. iScience 2025; 28:112245. [PMID: 40241768 PMCID: PMC12002624 DOI: 10.1016/j.isci.2025.112245] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2024] [Revised: 02/04/2025] [Accepted: 03/14/2025] [Indexed: 04/18/2025] Open
Abstract
Gut microbiota play an influential role in how animals adapt to extreme environments. Two phylogenetically distant mammals, Yunnan snub-nosed monkey and reindeer both adapted to frigid environments. Metagenomic analyses revealed they developed similar cold adaptation strategies in response to food scarcity (enhanced fiber degradation and nitrogen balance maintenance), energy shortages (increased short-chain fatty acid [SCFA] synthesis), and a constant body temperature sustainment (stimulation of non-shivering thermogenesis [NST]). Moreover, they evolved distinct adaptation strategies to cope with different cold ecosystems. Yunnan snub-nosed monkey adapt to high-altitude hypoxia environment through enhancing ability to synthesize lactate and metabolize purine, while reindeer adapt to extreme cold environment through increasing blood flow, strengthening urea cycling, and enriching fat storage associated bacteria. Notably, reindeer microbiota uniquely enriched cholesterol-degrading bacteria, potentially mitigating cardiovascular risks from lipid storage. Our study expands the knowledge of how gut microbiome promotes cold adaptation through shared and specialized mechanisms shaped by different phylogenetic and ecological contexts.
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Affiliation(s)
- Xue-Qin Yao
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, Yunnan University, Kunming 650091, China
| | - Heng Bao
- Feline Research Center of National Forestry and Grassland Administration, College of Wildlife and Protected Areas, Northeast Forestry University, Harbin 150040, China
| | - Nhat-Tan La
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, Yunnan University, Kunming 650091, China
| | - Guang-Shun Jiang
- Feline Research Center of National Forestry and Grassland Administration, College of Wildlife and Protected Areas, Northeast Forestry University, Harbin 150040, China
| | - Peng-Hui Zhai
- Feline Research Center of National Forestry and Grassland Administration, College of Wildlife and Protected Areas, Northeast Forestry University, Harbin 150040, China
| | - Chun-Bing Liu
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, Yunnan University, Kunming 650091, China
| | - Li Yu
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, Yunnan University, Kunming 650091, China
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3
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Lok S, Lau TNH, Trost B, Tong AHY, Paton T, Wintle RF, Engstrom MD, Gunn A, Scherer SW. Chromosomal-level reference genome assembly of muskox (Ovibos moschatus) from Banks Island in the Canadian Arctic, a resource for conservation genomics. Sci Rep 2024; 14:21023. [PMID: 39284808 PMCID: PMC11405533 DOI: 10.1038/s41598-024-67270-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2024] [Accepted: 07/09/2024] [Indexed: 09/20/2024] Open
Abstract
The muskox (Ovibos moschatus), an integral component and iconic symbol of arctic biocultural diversity, is under threat by rapid environmental disruptions from climate change. We report a chromosomal-level haploid genome assembly of a muskox from Banks Island in the Canadian Arctic Archipelago. The assembly has a contig N50 of 44.7 Mbp, a scaffold N50 of 112.3 Mbp, a complete representation (100%) of the BUSCO v5.2.2 set of 9225 mammalian marker genes and is anchored to the 24 chromosomes of the muskox. Tabulation of heterozygous single nucleotide variants in our specimen revealed a very low level of genetic diversity, which is consistent with recent reports of the muskox having the lowest genome-wide heterozygosity among the ungulates. While muskox populations are currently showing no overt signs of inbreeding depression, environmental disruptions are expected to strain the genomic resilience of the species. One notable impact of rapid climate change in the Arctic is the spread of emerging infectious and parasitic diseases in the muskox, as exemplified by the range expansion of muskox lungworms, and the recent fatal outbreaks of Erysipelothrix rhusiopathiae, a pathogen normally associated with domestic swine and poultry. As a genomics resource for conservation management of the muskox against existing and emerging disease modalities, we annotated the genes of the major histocompatibility complex on chromosome 2 and performed an initial assessment of the genetic diversity of this complex. This resource is further supported by the annotation of the principal genes of the innate immunity system, genes that are rapidly evolving and under positive selection in the muskox, genes associated with environmental adaptations, and the genes associated with socioeconomic benefits for Arctic communities such as wool (qiviut) attributes. These annotations will benefit muskox management and conservation.
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Affiliation(s)
- Si Lok
- The Centre for Applied Genomics, Peter Gilgan Centre for Research and Learning, The Hospital for Sick Children, 686 Bay Street, Rm 13.9713, Suite 03-6577, Toronto, ON, M5G 0A4, Canada.
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada.
| | - Timothy N H Lau
- The Centre for Applied Genomics, Peter Gilgan Centre for Research and Learning, The Hospital for Sick Children, 686 Bay Street, Rm 13.9713, Suite 03-6577, Toronto, ON, M5G 0A4, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
| | - Brett Trost
- The Centre for Applied Genomics, Peter Gilgan Centre for Research and Learning, The Hospital for Sick Children, 686 Bay Street, Rm 13.9713, Suite 03-6577, Toronto, ON, M5G 0A4, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
- Program in Molecular Medicine, The Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
| | - Amy H Y Tong
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON, M5S 3E1, Canada
| | - Tara Paton
- The Centre for Applied Genomics, Peter Gilgan Centre for Research and Learning, The Hospital for Sick Children, 686 Bay Street, Rm 13.9713, Suite 03-6577, Toronto, ON, M5G 0A4, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
| | - Richard F Wintle
- The Centre for Applied Genomics, Peter Gilgan Centre for Research and Learning, The Hospital for Sick Children, 686 Bay Street, Rm 13.9713, Suite 03-6577, Toronto, ON, M5G 0A4, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
| | - Mark D Engstrom
- Department of Natural History, Royal Ontario Museum, Toronto, ON, M5S 2C6, Canada
| | | | - Stephen W Scherer
- The Centre for Applied Genomics, Peter Gilgan Centre for Research and Learning, The Hospital for Sick Children, 686 Bay Street, Rm 13.9713, Suite 03-6577, Toronto, ON, M5G 0A4, Canada.
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada.
- McLaughlin Centre, University of Toronto, Toronto, ON, M5G 0A4, Canada.
- Department of Molecular Genetics, Faculty of Medicine, University of Toronto, Toronto, ON, M5S 1A8, Canada.
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4
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Bozlak E, Pokharel K, Weldenegodguad M, Paasivaara A, Stammler F, Røed KH, Kantanen J, Wallner B. Inferences about the population history of Rangifer tarandus from Y chromosome and mtDNA phylogenies. Ecol Evol 2024; 14:e11573. [PMID: 38863721 PMCID: PMC11164974 DOI: 10.1002/ece3.11573] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Revised: 05/27/2024] [Accepted: 05/30/2024] [Indexed: 06/13/2024] Open
Abstract
Reindeer, called caribou in North America, has a circumpolar distribution and all extant populations belong to the same species (Rangifer tarandus). It has survived the Holocene thanks to its immense adaptability and successful coexistence with humans in different forms of hunting and herding cultures. Here, we examine the paternal and maternal history of Rangifer based on robust Y-chromosomal and mitochondrial DNA (mtDNA) trees representing Eurasian tundra reindeer, Finnish forest reindeer, Svalbard reindeer, Alaska tundra caribou, and woodland caribou. We first assembled Y-chromosomal contigs, representing 1.3 Mb of single-copy Y regions. Based on 545 Y-chromosomal and 458 mtDNA SNPs defined in 55 males, maximum parsimony trees were created. We observed two well separated clades in both phylogenies: the "EuroBeringian clade" formed by animals from Arctic Islands, Eurasia, and a few from North America and the "North American clade" formed only by caribou from North America. The time calibrated Y tree revealed an expansion and dispersal of lineages across continents after the Last Glacial Maximum. We show for the first time unique paternal lineages in Svalbard reindeer and Finnish forest reindeer and reveal a circumscribed Y haplogroup in Fennoscandian tundra reindeer. The Y chromosome in domesticated reindeer is markedly diverse indicating that several male lineages have undergone domestication and less intensive selection on males. This study places R. tarandus onto the list of species with resolved Y and mtDNA phylogenies and builds the basis for studies of the distribution and origin of paternal and maternal lineages in the future.
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Affiliation(s)
- Elif Bozlak
- Department of Biomedical Sciences, Institute of Animal Breeding and GeneticsUniversity of Veterinary Medicine ViennaViennaAustria
- Vienna Graduate School of Population GeneticsUniversity of Veterinary Medicine ViennaViennaAustria
| | | | | | | | | | - Knut H. Røed
- Department of Preclinical Sciences and PathologyNorwegian University of Life SciencesÅsNorway
| | | | - Barbara Wallner
- Department of Biomedical Sciences, Institute of Animal Breeding and GeneticsUniversity of Veterinary Medicine ViennaViennaAustria
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5
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Sánchez-Reverté A, Fontcuberta-Rigo M, Nakamura M, Puigbò P. Use of the Phylobone database for the annotation of bone extracellular matrix proteins in reindeer ( Rangifer tarandus). Sci Prog 2024; 107:368504241244666. [PMID: 38614461 PMCID: PMC11024589 DOI: 10.1177/00368504241244666] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/15/2024]
Abstract
Bone extracellular matrix (ECM) proteins play a key role in bone formation and regeneration, including structural and regulatory functions. The Phylobone database consists of 255 ECM protein groups from 39 species and can be used to support bone research. Here, we gathered bone ECM proteins from reindeer (Rangifer tarandus), a member of the Cervidae family. The importance of reindeer lies in their ability to regenerate their antlers, in both male and female individuals. Protein sequences were extracted from the National Center for Biotechnology Information's repository and selected by homology searches. We identified 215 proteins and their corresponding functional domains, which are putatively present in the bone ECM of reindeer. Protein sequence alignments have shown a high degree of conservation between R. tarandus and other members of the Cervidae family. This update expands the Phylobone database and shows that it is a useful resource for the preliminary annotation of bone ECM proteins in novel proteomes.
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Affiliation(s)
- Alba Sánchez-Reverté
- Medicity Research Laboratory, Faculty of Medicine, University of Turku, Turku, Finland
| | - Margalida Fontcuberta-Rigo
- Medicity Research Laboratory, Faculty of Medicine, University of Turku, Turku, Finland
- Department of Biochemistry and Biotechnology, University Rovira i Virgili, Tarragona, Catalonia, Spain
| | - Miho Nakamura
- Medicity Research Laboratory, Faculty of Medicine, University of Turku, Turku, Finland
- Institute of Biomaterials and Bioengineering, Tokyo Medical and Dental University, Chiyoda, Tokyo, Japan
- Graduate School of Engineering, Tohoku University, Sendai, Miyagi, Japan
| | - Pere Puigbò
- Department of Biochemistry and Biotechnology, University Rovira i Virgili, Tarragona, Catalonia, Spain
- Department of Biology, University of Turku, Turku, Finland
- Eurecat, Technology Center of Catalonia, Nutrition and Health Unit, Reus, Catalonia, Spain
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6
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Kellner FL, Le Moullec M, Ellegaard MR, Rosvold J, Peeters B, Burnett HA, Pedersen ÅØ, Brealey JC, Dussex N, Bieker VC, Hansen BB, Martin MD. A palaeogenomic investigation of overharvest implications in an endemic wild reindeer subspecies. Mol Ecol 2024; 33:e17274. [PMID: 38279681 DOI: 10.1111/mec.17274] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Revised: 12/11/2023] [Accepted: 01/09/2024] [Indexed: 01/28/2024]
Abstract
Overharvest can severely reduce the abundance and distribution of a species and thereby impact its genetic diversity and threaten its future viability. Overharvest remains an ongoing issue for Arctic mammals, which due to climate change now also confront one of the fastest changing environments on Earth. The high-arctic Svalbard reindeer (Rangifer tarandus platyrhynchus), endemic to Svalbard, experienced a harvest-induced demographic bottleneck that occurred during the 17-20th centuries. Here, we investigate changes in genetic diversity, population structure, and gene-specific differentiation during and after this overharvesting event. Using whole-genome shotgun sequencing, we generated the first ancient and historical nuclear (n = 11) and mitochondrial (n = 18) genomes from Svalbard reindeer (up to 4000 BP) and integrated these data with a large collection of modern genome sequences (n = 90) to infer temporal changes. We show that hunting resulted in major genetic changes and restructuring in reindeer populations. Near-extirpation followed by pronounced genetic drift has altered the allele frequencies of important genes contributing to diverse biological functions. Median heterozygosity was reduced by 26%, while the mitochondrial genetic diversity was reduced only to a limited extent, likely due to already low pre-harvest diversity and a complex post-harvest recolonization process. Such genomic erosion and genetic isolation of populations due to past anthropogenic disturbance will likely play a major role in metapopulation dynamics (i.e., extirpation, recolonization) under further climate change. Our results from a high-arctic case study therefore emphasize the need to understand the long-term interplay of past, current, and future stressors in wildlife conservation.
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Affiliation(s)
- Fabian L Kellner
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Centre for Biodiversity Dynamics, Department of Biology, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Mathilde Le Moullec
- Centre for Biodiversity Dynamics, Department of Biology, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Department of Mammals and Birds, Greenland Institute of Natural Resources (GINR), Nuuk, Greenland
| | - Martin R Ellegaard
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Jørgen Rosvold
- Department of Terrestrial Biodiversity, Norwegian Institute for Nature Research (NINA), Trondheim, Norway
| | - Bart Peeters
- Centre for Biodiversity Dynamics, Department of Biology, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Hamish A Burnett
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Centre for Biodiversity Dynamics, Department of Biology, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | | | - Jaelle C Brealey
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Nicolas Dussex
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Vanessa C Bieker
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Brage B Hansen
- Centre for Biodiversity Dynamics, Department of Biology, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Department of Terrestrial Ecology, Norwegian Institute for Nature Research (NINA), Trondheim, Norway
| | - Michael D Martin
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Centre for Biodiversity Dynamics, Department of Biology, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
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7
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Hold K, Lord E, Brealey JC, Le Moullec M, Bieker VC, Ellegaard MR, Rasmussen JA, Kellner FL, Guschanski K, Yannic G, Røed KH, Hansen BB, Dalén L, Martin MD, Dussex N. Ancient reindeer mitogenomes reveal island-hopping colonisation of the Arctic archipelagos. Sci Rep 2024; 14:4143. [PMID: 38374421 PMCID: PMC10876933 DOI: 10.1038/s41598-024-54296-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Accepted: 02/11/2024] [Indexed: 02/21/2024] Open
Abstract
Climate warming at the end of the last glacial period had profound effects on the distribution of cold-adapted species. As their range shifted towards northern latitudes, they were able to colonise previously glaciated areas, including remote Arctic islands. However, there is still uncertainty about the routes and timing of colonisation. At the end of the last ice age, reindeer/caribou (Rangifer tarandus) expanded to the Holarctic region and colonised the archipelagos of Svalbard and Franz Josef Land. Earlier studies have proposed two possible colonisation routes, either from the Eurasian mainland or from Canada via Greenland. Here, we used 174 ancient, historical and modern mitogenomes to reconstruct the phylogeny of reindeer across its whole range and to infer the colonisation route of the Arctic islands. Our data shows a close affinity among Svalbard, Franz Josef Land and Novaya Zemlya reindeer. We also found tentative evidence for positive selection in the mitochondrial gene ND4, which is possibly associated with increased heat production. Our results thus support a colonisation of the Eurasian Arctic archipelagos from the Eurasian mainland and provide some insights into the evolutionary history and adaptation of the species to its High Arctic habitat.
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Affiliation(s)
- Katharina Hold
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Erling Skakkes Gate 47B, 7012, Trondheim, Norway.
| | - Edana Lord
- Centre for Palaeogenetics, Svante Arrhenius väg 20C, 10691, Stockholm, Sweden
- Department of Bioinformatics and Genetics, Swedish Museum of Natural History, 10405, Stockholm, Sweden
- Department of Zoology, Stockholm University, 10691, Stockholm, Sweden
| | - Jaelle C Brealey
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Erling Skakkes Gate 47B, 7012, Trondheim, Norway
- Department of Terrestrial Ecology, Norwegian Institute of Nature Research (NINA), Høgskoleringen 9, 7034, Trondheim, Norway
| | - Mathilde Le Moullec
- Gjærevoll Centre for Biodiversity Foresight Analyses, Norwegian University of Science and Technology (NTNU), 7491, Trondheim, Norway
- Department of Mammals and Birds, Greenland, Institute of Natural Resources, Kivioq 2, 3900, Nuuk, Greenland
| | - Vanessa C Bieker
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Erling Skakkes Gate 47B, 7012, Trondheim, Norway
| | - Martin R Ellegaard
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Erling Skakkes Gate 47B, 7012, Trondheim, Norway
| | - Jacob A Rasmussen
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Erling Skakkes Gate 47B, 7012, Trondheim, Norway
- Globe Institute, University of Copenhagen, Øster Voldgade 5-7, 1350, Copenhagen, Denmark
| | - Fabian L Kellner
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Erling Skakkes Gate 47B, 7012, Trondheim, Norway
| | - Katerina Guschanski
- Animal Ecology, Department of Ecology and Genetics, Evolutionary Biology Centre, Uppsala University, Norbyvägen 18D, 75236, Uppsala, Sweden
- Institute of Ecology and Evolution, School of Biological Sciences, University of Edinburgh, Edinburgh, UK
| | - Glenn Yannic
- Univ. Savoie Mont Blanc, CNRS, LECA, Laboratoire d'Ecologie Alpine, Univ. Grenoble Alpes, 38000, Grenoble, France
| | - Knut H Røed
- Department of Preclinical Sciences and Pathology, Norwegian University of Life Sciences, P.O. Box 5003, 1432, Ås, Norway
| | - Brage B Hansen
- Gjærevoll Centre for Biodiversity Foresight Analyses, Norwegian University of Science and Technology (NTNU), 7491, Trondheim, Norway
- Department of Terrestrial Ecology, Norwegian Institute of Nature Research (NINA), Høgskoleringen 9, 7034, Trondheim, Norway
| | - Love Dalén
- Centre for Palaeogenetics, Svante Arrhenius väg 20C, 10691, Stockholm, Sweden
- Department of Bioinformatics and Genetics, Swedish Museum of Natural History, 10405, Stockholm, Sweden
- Department of Zoology, Stockholm University, 10691, Stockholm, Sweden
| | - Michael D Martin
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Erling Skakkes Gate 47B, 7012, Trondheim, Norway.
| | - Nicolas Dussex
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Erling Skakkes Gate 47B, 7012, Trondheim, Norway.
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