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UNIVERSITY OF COPENHAGEN STOCKHOLM UNIVERSITY

PhD Thesis

Tatiana Richtman Feuerborn

Genomic Insights into the Population

History of Circumpolar Arctic Dogs

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UNIVERSITY OF COPENHAGEN   STOCKHOLM UNIVERSITY    

   

 

PhD Thesis  

Tatiana Richtman Feuerborn  

   

Genomic insights into the population history of circumpolar   Arctic dogs  

   

Supervisors:  

Anders J. Hansen   Love Dalén  

Mikkel-Holger Strander Sinding   Kerstin Lidén  

 

Submitted: 29th February 2020    

 

Cover Image: Tatiana Richtman Feuerborn    

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“In point of fact they [Canadian Inuit Dogs] are probably the purest bred dogs in the world, being   so securely segregated from the rest of the canine world.” Lindsay 1935    

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Table of Contents  

List of papers 5  

Candidate’s Contributions 6  

English Summary 7  

Dansk abstract 8  

Svensk sammanfattning 9  

Introduction 10  

Domestication of the Dog 10  

The Role of Dogs in the Arctic 10  

Human History in Siberia 11  

Human History in the North American Arctic 12  

Dogs in the Siberian/Eurasian Arctic 14  

Dogs in the North American Arctic 15  

Implications of Recent Contact Between the West and the Arctic on Arctic Dogs 16  

Epidemics in Arctic Dogs 18  

Relationship Between Wolves and Sled Dogs 19  

Objectives 21  

Methods and Materials 22  

Materials 22  

Palaeogenetics 22  

DNA Extraction 25  

Next Generation Sequencing (NGS) 25  

Computational Methods 26  

Results & Discussion 29  

Mitochondrial Haplotype Frequency Shifts Associated Human Cultures 29   Identification and Dietary Stable Isotope Analysis of Mammal Fur in Arctic Clothing 30  

Population Structure in Arctic Dogs 31  

Gene Flow From Non-Arctic Dogs into Arctic Dogs 33  

Introgression From Wolves into Arctic Dogs 35  

Mitigation Against Human Contamination in Sequenced Faunal Libraries 36  

Future Directions 3 8  

References 39  

Acknowledgements 48  

 

   

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List of papers  

I. Ameen, C.*, Feuerborn, T. R .*, Brown, S.K.*, Linderholm, A.*, et al. (2019) ‘Specialised sledge               dogs accompanied the Inuit dispersal across the North American Arctic’, Proceeding of the Royal       Society B., 286, https://doi.org/10.1098/rspb.2019.1929  

II. Harris, A.* Feuerborn, T. R.* , Sinding, M.-H. S., Nottingham, J., Knudsen, R., Rey-Iglesia, A.,               Schmidt, A.-L., Appelt, M., Gronnøw, B., Alexander, M., Eriksson, G., Dalén, L., Hansen, A.J., and       Lidén, K. (Submitted) ‘Archives of human-dog relationships: Genetic and stable isotope analysis of       Arctic fur clothing’  

III. Feuerborn, T. R ., Carmagnini, A         . , Gopalakrishnan, S., Losey, R., Appelt, M., Grønnow, B.,       Schmidt, A.-L., Gilbert, M.T.P., Meldgaard, M., Larson, G., Dalen, L., Hansen, A.J.*,      Sinding,   M.-H.S* , Frantz, L.A* (Manuscript) ‘Gen omic insight into the population history of Siberian dogs’  

IV. Feuerborn, T. R ., Gopalakrishnan, S., Fernández Díaz-Maroto, P., Appelt, M., Grønnow, B.,           Schmidt, A.-L., Rankin, L.,          Gilbert, M.T.P.   , Dalen, L., Meldgaard, M., Sinding, M.-H.S.*, Hansen,       A.J.* (  Manuscript ) ‘Pre-contact Inuit dog genomes show a lost wealth of dog diversity in the North       American Arctic’  

V. Feuerborn, T. R , Pečnerová, P., Ersmark, E., Dehasque, M., Krzewinska, M., Lagerholm, V.K.,           Munters, A., Rodriguez, R., Ureña, I., von Seth, J., van der Valk, T., Götherström, A., Dalen, L.,       Díez-del-Molino, D. (Manuscript) ‘Competitive mapping allows to identify and exclude human       DNA contamination in ancient faunal genomic datasets’  

* These authors contributed equally to this work.  

The articles are reprinted with permission from the respective publishers.  

  The following paper which I contributed to is included as an appendix:  

Sinding, M-H.S., Gopalakrishnan, S., Ramos-Madrigal, J., de Manuel Monter, M., Pitulko, V.V., Kuderna, L.,       Feuerborn, T.R. , Frantz, L.A.F., Vieira, F.G., Niemann, J., Samaniego Castruita, J.A., Carøe, C.,         Andersen-Ranberg, E.U., Skoglund, P., Jordan, P.D., Pavlova, E.Y., Nikolskiy, P.A., Kasparov, A.K.,       Ivanova, V.V., Willerslev, E., Fredholm, M., Wennerberg, S.E., Heide-Jørgensen, M.P., Dietz, R., Sonne, C.,       Meldgaard, M., Dalén, L., Larson, G., Petersen, B., Sicheritz-Pontén, T., Bachmann, L., Wiig, Ø.,       Marques-Bonet, T., Hansen, A.J., and Gilbert, M.T.P. (Submitted) ‘Emergence of Arctic-Adapted Dogs at       Pleistocene-Holocene Transition’  

  I am an author on the following papers that were published during my PhD but are not included in this thesis:  

Pečnerová P., Díez-del-Molino D., Dussex N., Feuerborn T. , von Seth J., van der Plicht J., Nikolskiy P.,               Tikhonov A., Vartanyan S., Dalén L. (2017) Genome-based sexing provides clues about behavior and social       structure in the woolly mammoth. Current Biology 27(22): 3505-3510.  

Rowan, B.A., Heavens, D., Feuerborn, T.R. , et al. (2019) ‘An Ultra High-Density Arabidopsis thaliana                 Crossover Map That Refines the Influences of Structural Variation and Epigenetic Features’, GENETICS;      

https://doi.org/10.1534/genetics.119.302406  

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Candidate’s Contributions  

   

Candidate contributions to thesis articles*  

   

  I   II   III   IV   V  

Conceived  

the study   Significant   Significant   Substantial   Substantial   Significant   Designed  

the study   Significant   Substantial   Substantial   Substantial   Significant   Collected  

the data   Significant   Substantial   Substantial   Substantial   Significant   Analysed  

the data   Substantial   Substantial   Substantial   Substantial   Significant   Manuscript  

preparation   Significant   Significant   Substantial   Substantial   Significant    

*Contribution Explanation:  

Minor: contributed in some way, but contribution was limited.  

Significant: provided a significant contribution to the work.  

Substantial: took the lead role and performed the majority of the work.  

   

   

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English Summary  

The Siberian and North American Arctic have both borne witness to numerous migrations of humans and       with them their dogs. This PhD thesis is based on whole genome data from 22 Siberian dogs and 72 North       American Arctic dogs, in addition to 186 mitochondrial genomes Siberian and North American Arctic dogs.      

Mitochondrial genome data allowed for the identification of migration events that introduced distinct dog       populations to North America, associated with different cultural complexes arriving to the region. A novel       mitochondrial clade was also identified in dogs from eastern Siberia and Alaska. Genetic analysis was       performed to confirm the macroscopic identification of fur used to make clothing in the Arctic in conjunction       with stable isotope analyses to explore dietary differences of dog populations across the circumpolar region.      

The whole genome data generated for this PhD also detected and explored evidence for several gene flow       events from West Eurasian dogs into the dogs of Siberia starting 10,900 BP. There was an additional gene       flow event that introduced Near East related ancestry to the dogs of the Siberian Steppe before the Late       Bronze Age. Dogs carrying this West Eurasian ancestry spread throughout Siberia, reaching northwestern       Siberia by the Iron Age, by 2,000 BP. Further gene flow was detected later in Siberia from West Eurasia a       thousand years later. North American Arctic dogs universally carry the Near East related ancestry that is seen       in Siberian dogs starting in the Bronze Age, showing it had reached the Bering Strait before the ancestors of       the Inuit departed Siberia for Alaska. Once in North America Inuit dogs experienced several other gene flow       events from pre-contact subarctic dogs, modern European dogs, and wolves. The population structure seen in       North American Arctic dogs reflects geography and the subsequent isolation as well as population turnover       events associated with catastrophic epidemics in the dog populations. Finally, a simple method was       developed to evaluate and remove human contamination from ancient DNA datasets originating from faunal       taxa. All together this thesis has compiled genomic information from 94 Arctic dogs to shed light upon the       genetic history of these dogs from the early Holocene through to the present day. This dataset has been able       to provide insight not only into past dynamics of Arctic dogs but also a much needed resource for       understanding and preserving the indigenous dog populations still present in the Arctic that face continued       challenges of globalisation and climate change.  

   

   

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Dansk abstract  

Det Sibiriske og Nordamerikanske Arktis har være vidne til talrige folkevandringer af historiske kulture og       med disse vandringer fulgte folks hunde. Denne afhandling bygger på fuld-genom-data fra 22 Arktisk       Sibiriske og 72 Arktisk Nordamerikanske hunde, samt 186 mitokondrielle genomer fra Arktiske hunde fra       Sibirien og Nordamerika. Det mitokondrielle genom data tydeliggøre de individuelle folkevandringer,       hvormed ny hunde populationer indførtes til Nordamerika i forbindelse med indvandring af nye kulture.      

Yderligere viser data en hidtil ukendt mitokondriel klade i hunde fra Østsibirien og Alaska. Genetiske       undersøgelser blev brugt til at bekræfte makroskopiske artsbestemmelser af pels, brugt i klædedragter af       Arktiske folk. Pels bestemt som hund, blev brugt til stabilisotopiske undersøgelser, der viser forskellige i       diæt hos forskelig hunde populationer cirkumpolært i Arktis. Data fra fulde genomer, tydeliggøre adskillige       bølger af genetisk diversitet fra Vesteurasiske hunde der bliver indblandet i Sibiriske hunde, allerede fra for       10,900 år siden. Der ses opblanding med Mellemøstlig hundediversitet i hunde fra den Sibiriske steppe før       sen bronzealder. Denne opblandede diversitet spredes op igennem Sibirien og når Nordvestsibirien i       jernalderen, hvorefter yderligere Vesteurasiske hundediversitet optræder i Sibirien efter jernalderen. Alle       hunde i det Nordamerikanske Arktis, nedstammer delvist fra de Sibiriske bronzealderhunde med       Mellemøstlig opblanding, hvilket bevidner at denne genetiske diversitet nåede til Beringstrædet før Inuitterns       forfædre spredtes til Alaska fra Sibirien. Efter ankomsten til Nordamerika, bliver Inuithundene påvirket af       andre kilder af genetisk diversitet, fra Indianerhunde, ulve og tilslut moderne Europæiske hunde. Den       populationsstruktur der opstår blandt de Nordamerikanske Arktiske hunde, afspejler isolation i specifikke       geografiske områder, samt kollaps af lokale hunde populationer, som følge af katastrofale epidemier. Sidst i       afhandlingen præsenteres en metode til at opfange og fjerne genetisk forurening af moderne menneske DNA       fra nedbrudt forhistorisk-DNA fra dyr. Som helhed samler denne afhandling fuld-genom-data fra 94 Arktiske       hunde, for at belyse deres genetiske historie fra tidlig Holocæn frem til i dag. Denne data giver ikke bare       indsigt i Arktiske hundes historie og dynamik gennem tid, men er også en tiltrængt resurse til at forstå og       bevare de oprindelige hundepopulationer, der stadig findes i Arktis men som er pressede af globalisering og       klimaændringer.  

 

   

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Svensk sammanfattning  

Där har varit många migrationer av människor, och med dem deras hundar, i de sibiriska och       nordamerikanska delarna av Arktis. Denna doktorsavhandling är baserad på hela genomdata från 22 sibiriska       hundar och 72 nordamerikanska arktiska hundar, samt 186 mitokondriella genom från arktiska hundar från       Sibirien och Nordamerika. De mitokondriella genomen möjliggjorde identifiering av migrationer av hundar       som introducerade distinkta populationer till Nordamerika, associerade med olika kulturella komplex som       anlände till regionen. En ny mitokondriell klad identifierades också hos hundar från östra Sibirien och       Alaska. Genetiska analyser utfördes för att bekräfta den makroskopiska identifieringen av päls som användes       för att göra kläder i Arktis tillsammans med stabila isotopanalyser för att undersöka dietskillnaderna hos       hundpopulationer i den cirkumpolära regionen. Hela genomdata som genererats i denna avhandling       upptäckte och undersökte bevis för flera genflöden från västra -eurasiska hundar till sibiriska hundar med       början för 10 900 B.P. Det fanns ytterligare ett genflöde före den sena bronsåldern som introducerade börd       från Främre Orienten till hundar från den sibiriska stäppen. Hundar som bär denna väst-eurasiska härkomst       spred sig över Sibirien och hade nått de nordvästra delarna vid tiden för järnålderns början. Ytterligare       genflöde upptäcktes senare i Sibirien från Västeurasien med början för 1 000 år sedan. De arktiska hundarna       från Nordamerika har samma börd från Främre Orienten som ses i de sibiriska hundarna i början av       bronsåldern, vilket visar att detta genflöde hade nått Berings sund innan förfäderna till inuiterna lämnade       Sibirien för Alaska. När de hade nått Nordamerika upplevde de inuitiska hundarna flera andra genflöden från       för-kontakt subarktiska hundar, moderna europeiska hundar och vargar. Befolkningsstrukturen i de arktiska       hundarna från Nordamerika återspeglar geografi och den efterföljande isoleringen, samt       befolkningsomsättningar förknippade med katastrofala epidemier i hundpopulationerna. Slutligen       utvecklades en enkel metod för att utvärdera och ta bort mänskliga kontamineringar från gammalt DNA som       härrör från fauna. Sammantaget har denna avhandling sammanställt genomisk information från 94 arktiska       hundar för att belysa den genetiska historien för dessa hundar från tidigt Holocen till nutid. Dessa data har       kunnat ge insikter i den historiska dynamiken hos arktiska hundar, samt också tjäna som en välbehövlig       resurs för att förstå och bevara de inhemska hundpopulationer som fortfarande finns i Arktis och som står       inför fortsatta utmaningar av globalisering och klimatförändringar.  

   

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Introduction  

Domestication of the Dog  

For millennia, dogs ( Canis lupus familiaris ) have played a central role in human societies following their                 domestication in the Upper Palaeolithic, sometime between 15,000 and 30,000 years ago (1–5)       . Dogs were       the first animal species to be transformed from a wild animal to a tame working animal or pet. However, it is       not clear where, when, or how and potentially how many times dogs have been domesticated, although       Eurasia is the most agreed upon region for the initial domestication (3,5–7)       . It is often hypothesised that the       process started as a mutually beneficial collaboration between humans and a grey wolf-like canid ( Canis         lupus ). The most widely accepted theory about the nature of the earliest close association between dog         ancestors and humans involves a process called ‘self-domestication’. This theory suggests that wolves       scavenging refuse at human camps and settlements, slowly began showing ‘tame’ behaviour towards       humans, eventually manifesting in full domestication. Subsequent to their domestication, the role of the early       dogs in human society is unknown. During this period, humans were hunter-gatherers relying on the       exploitation of natural resources and living in a world with diverse megafauna - including several carnivores       that could be a threat or competition to humans. In this context, it is tempting to imagine the benefits of       having dog-like canids in the vicinity of humans to provide protection, assistance in hunting, and perhaps a       source of food. Utilising dog-like canids while hunting could have improved the success rates and thereby       increased the stability of the communities hosting the dogs. Since then, the collaboration between humans       and dogs has expanded and evolved. Human selection for specific traits, behaviour, and skills has resulted in       the wide array of phenotypic diversity and specialised dog types that can be seen today.  

Current research on dog domestication is confounded by the fact that the earliest domestic dogs and their       wolf ancestors are, as of yet, unidentified. The absence of these pieces presents a challenge in reconstruction       of the evolutionary history of dogs. However, indisputable domesticated dog remains from as early as 14,500       years ago have been discovered in Germany at the Bonn Oberkassel site      (8–10) . Additional ancient dog         remains found in the Siberian High Arctic have been dated to 9,500 years ago, which shows that dogs had       already spread into regions with extreme environments (11) .   

The first ancient dog genome to be published came from a 4,800 year old Irish Neolithic dog which indicated       that dogs may have been domesticated in multiple events      (5) . Additional Neolithic dog genomes from       Germany dated to 7,000 and 4,700 years ago disputed a dual origin of dogs and instead supported a single       origin of dogs in Eurasia between 20,000 and 40,000 years ago with continuity of dogs during the European       Neolithic  (4) . Genomic sequencing of an ancient wolf from the Pleistocene Siberia, dated to 35,000 years       ago, showed that Arctic dogs derive part of their ancestry from Pleistocene wolves (12)       . While these ancient         remains are unable to tell the complete story of dogs from the point of domestication to today, they have       provided a great deal of insight into the origin of dogs.  

The Role of Dogs in the Arctic  

Following their domestication, dogs settled into human society and played a variety of roles, these roles       varied culturally, geographically, and temporarily, becoming invaluable in their ability to herd, guard, assist       with hunting, and provide companionship among others (9)       . Historically, dogs have been used in a variety of      

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ways to aid human transportation, including acting as pack animals for carrying materials and draft animals       for pulling sleds and travois (13–15)       . The use of dogs as draft animals is seen as a defining feature for life in       the Arctic. The combined power of a team, whether only two dogs or twenty, confers a much greater strength       and endurance than a person alone, enabling humans to travel further, faster, and the potential to pull many       more kilograms than a human alone could (16)       . They also possess the potential to find their way home when       lost, for example during blizzards and whiteouts      (15,17) .  This use of dogs is particularly remarkable       evidenced by findings of remains and sled materials dated back to at least 9,500 years old on the New       Siberian Islands (11,18) . This in turn indicates that dog sledding has occurred in Siberia for millennia.      

Simi lar to Siberia, dog sledding has been an important technology for transportation in the North American       Arctic where dog sledding is a hallmark of Inuit culture (19) .  

In the Arctic, dogs have frequently spent two lifetimes with their human companions. In the first one,      their   living-lifetime, they work as hunters, herders as well as pack and draft animals. In their second, their       post-living-lifetime, they serve new roles such as food or protection from the elements as clothing. Across       the Arctic, dog fur has been utilised as a material for making garments. Dogs are equipped for survival in the       Arctic in part by their insulating fur which can also be utilised by humans post mortem. Most mammals have       tripled layered fur, comprised of inner down hair, intermediate awn hair, and the outer guard hair, which       together create a thick, well-insulated coat especially during winter. The guard hairs work to repel water       while the inner layers primarily function for thermoregulation. The properties of dog fur when included in       clothing provide much needed protection from the elements. Historically dog fur has predominantly been       used as trim for the sleeves and hoods to insulate and prevent frost buildup. Dog fur is particularly valuable       as a result of its resistance to repeated freeze-thaw cycles.  

Archaeological sites in both Siberia and North America contain the telltale signs of butchery on the remains       of dogs    (13,20–22) . At sites like Ust-Polui, signs of butchery can be seen on many of the dog bones,       indicating that Arctic dogs served numerous purposes in the Iron Age society including sledding,       consumption, and likely ritual purposes (20,21) .   

Human History in Siberia  

Arctic Siberia was occupied by humans potentially as early as 45,000 cal. BP (23–25) , however the       occupation was discontinuous due to the extreme climatic conditions (24,26) . At least three major prehistoric       influxes of people have led to the settlement of Northeastern Siberia since the Late Pleistocene (25)       . The     earliest group, Ancient North Siberians, was a population of distant relation to the early hunter-gatherers in       West Eurasia    (25) . The second major wave brought people who were related to populations in East Asia       which was ancestral to ‘Ancient Palaeo-Siberians’ and related to present-day groups in Northeastern Siberia       and Native Americans      (25) . The final prehistoric wave of human migration into Northeastern Siberia       occurred during the Holocene bringing a population known as ‘Neo-Siberians’ who were related to the       people of East Asia        (25) . In succession, each of these major waves of people entering Northern Siberia       resulted in the near replacement of the previous population.   

The Bronze Age in Siberia and the Eurasian Steppe, 6,000 to 3,000 BP, marked a period that witnessed an       era of striking cultural changes. After the Early Bronze Age, the Ancient Palaeo-Siberian ancestry which had       previously been widespread across Siberia became confined to Northeastern Siberia      (25) . The remarkable       cultural changes and the disappearance of ancestry which was once widespread can be linked to the arrival of      

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numerous groups to the region      (27,28) . These large-scale migrations have been detected through material       culture changes in the archaeological record in addition to signals of admixture between distinct human       groups and population replacements (27,29)         . The Bronze Age migrations in the Steppe and Siberia brought       groups from Western Eurasia into these eastern regions of Eurasia (30)       . The Andronovo cultural complex, a       collection of closely related cultural groups, arrived to the West Siberian Plain from the region around       present-day central Kazakhstan approximately 4,000 BP (28)       . The largest migration in the Late Bronze Age       also brought humans from present day Kazakhstan to the West Siberian Steppe (28) .   

Similar to the Bronze Age, several waves of human migration occurred during the Iron Age, 3,000-1,500 BP,       in Siberia and the Steppe      (31) . Starting around 3,000 BP, groups related to the Scythian cultural complex       spread across huge stretches of the Eurasian Steppe (30,31)       . Migrations from northern Siberia to the south,       also around 3,000 BP, has been postulated to be connected to a period of cooling and in turn making the       northern regions less habitable (32) .  

Currently, there are over 40 groups with distinct languages and cultures in Northwestern Russia and Siberia       (29) . Genetic studies of modern groups in Siberia have revealed different levels of ancestry from       non-Siberian populations regionally      (29) . Over the last few centuries there have been new migrations into       Siberia from outside of the region. According to oral tradition in the Yamal region, the Nenets arrived at the       Lower Ob and Yamal Peninsula after the 17th century AD when they brought their nomadic reindeer herding       with them (33)     . Archaeological investigations and oral traditions both show that the earlier inhabitants of the       region lived in houses underground and used dogs instead of reindeer as transportation      (33) . Reindeer     herding in Kamchatka, on the other hand, was introduced as late as the early 20th century AD (34)       . The onset       of the Russian exploration and occupation of Kamchatka in the 17th and 18th centuries AD brought the       presence of people from the west along with their diseases to the region and a gradual change in lifeways       was initiated (34,35) .  

Human History in the North American Arctic  

The general consensus in archaeological research supports a scenario where the first humans to settle North       America arrived from Siberia at the Pleistocene-Holocene transition or at the end of the Late Pleistocene       (36–39) . This initial migration of people from Siberia to North America brought the ancestor to the native       groups of both North and South America (40–42) .   

Fig. 1. Distinct migrations of people into the Americas.  

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A second migration arriving from Siberia to North America during the middle of the Holocene, around 5,000       BP, stayed concentrated in the Arctic region. This second wave brought cultures related to the Arctic Small       Tool Tradition of the western Bering Strait in a cultural complex known as the Pre-Inuit, Paleo-Eskimo or       Paleo-Inuit (43)   . Paleo-Inuit cultures are thought to have arrived in the North American Arctic around 5,000       years ago and include cultures such as the Ipiutak, Norton, Kachemak, Pre-Dorset, Dorset, Saqqaq, and       Independence (44,45)   .  Humans first entered Greenland around 4,500 BP when the Saqqaq, a subset of the       Paleo-Inuit cultural complex, arrived. The Saqqaq occupation lasted until approximately 2,800 BP, making it       the longest-lasting culture in Greenland to date      (46) . Coinciding with the Saqqaq occupation in West       Greenland a culture known as Independence I occupied North Greenland between 4,500 and 3,800 BC       (46,47) . Two more Paleo-Inuit cultures occupied Greenland Following the Saqqaq and Independence I eras       of Greenland’s history, these are known as the Greenlandic Dorset (2,800-2,000 BP) in South Greenland (48)       and the Late Dorset (1,250 - 700 BP) in Northwestern Greenland (47,49) .  

The ‘Thule culture’ was first recognised by Therkel Mathiassen in Greenland, who named the archaeological       culture after the district where the first remains were found and the expedition which found the remains in       1925, the Thule District and the Second Thule Expedition respectively (50)       . The district and expeditions in       Greenland were named after the most northerly trading station in the world, which was called such by Knud       Rasmussen as inspired by the “Ultima Thule” in classics (51,52)       . In keeping with the resolution of the Inuit       Circumpolar Council (53)     , academics transitioned away from the use of the term Eskimo to Inuit which they       themselves have adopted      (43) . A further shift has also been recommended to transition to the use of ‘Inuit       culture’ rather than ‘Thule culture’ for the same rationale (51)       . The Inuit culture, which spread from the       western shores of Alaska through to the eastern shores of Greenland, originated in the Bering Sea region, not       from any of the Paleo-Inuit cultures which already occupied the North American Arctic (54)       . The Old Bering         Sea, Birnirk, and Punuk cultures of eastern Siberia and the Bering Strait preceded the Thule culture, from       one of these cultures it is thought the Inuit culture arose by 1,000 BP, although it remains debated as to where       in Beringia the culture first arose (45,54) .   

The Inuit culture rapidly spread across the North American Arctic (45,51)       . The swift migration from Alaska       to Greenland was enabled by the universal use of dog sleds, in addition to their specialised maritime       technology - umiaks and kayaks (45,50)       . Eastern migration of the Inuit culture began from Alaska travelling       via the Canadian Arctic. The Inuit arrived in the Eastern Arctic, eastern Canada and Greenland, around 800       years ago, with many suggesting that the migration occurred within a single generation (45,51,55,56)       . In     Greenland, archaeological and genetic evidence suggests the Inuit colonisation of the country consisted of       multidirectional waves of migration originating from Ellesmere Island, Canada, and arriving in the Thule       District in Northwest Greenland (45,51,56)         . From the Thule District, the Inuit travelled in two directions east       and south. The eastern migration travelled across northern Greenland, reaching Northeast Greenland shortly       after arriving in the Thule District. The southern migration travelled south from the Thule District down the       west coast, reaching the Sermilik and Ammassalik Fjords around 600 years ago (57,58)       . In the past it has       also been suggested that East Greenland was populated at least in part from Northeast Greenland, although       the general accepted theory is that populations from West Greenland settled East Greenland (58) . FIGURE   Studies of the genetic ancestry of people in North America and Chukotka determined that Na-Dene and       Eskimo-Aleut speaking people, such as Athabaskans and Eskimo-Aleut speakers, universally possess       ancestry attributed to a Paleo-Inuit related ancestor (59)       . Furthermore, current day Inuit, Yup’ik, and Aleutian      

(16)

Island populations in the North American Arctic, in addition to Na-Dene speakers, share Siberian Paleo-Inuit       related ancestry (59) .  

A few centuries before the arrival of the Inuit, the Norse settled Greenland. In the 10th century CE the Norse       arrived in Greenland, initiating the first contact between Europe and Greenland      (60) . Archaeological     evidence from Norse and Thule archaeological sites suggests that there was contact between the two cultures,       although the extent and nature of this contact is unknown      (60) . While the Inuit spread across much of       Greenland’s coast the Norse occupied only three settlements, referred to as the East, middle and West       Settlements. On their settlements the Norse are thought to have maintained their agricultural lifestyle, they       had even brought with them their livestock      (60,61) . The Norse occupation of Greenland lasted for       approximately 450 years, ending around 500 years ago      (60,61) . The disappearance of the Norse from       Greenland has been attributed to many causes, including climate change, decline in contact with Europe,       failure to adapt their lifestyle to the environment, and conflict with local Thule populations (60) .  

Several centuries after the disappearance of the Norse from Greenland, European contact resumed with the       arrival of Dutch, English, Norwegian and Danish whalers visiting Greenland during the seventeenth and       eighteenth centuries CE      (55,62) . Later, Denmark and Norway renewed their connection with Greenland       during their eighteenth century AD colonisation of the country (55)       . The arrival of Hans Egede at the behest       of King Frederik IV of Denmark-Norway marked the beginning of the later only Danish colonisation of       Greenland in 1721       (55) . The founding of permanent settlements or villages in west Greenland by       missionaries led to the transition from seasonal occupations to sedentary settlement establishment on the       West coast during the eighteenth century. Contact between Europeans and the Inuit on the East coast and       Thule District occurred during the nineteenth century (55) .   

As a result of the interconnected migration histories of humans and dogs, patterns of ancestry connecting the       dogs of North America to dogs of Siberian origin will likely be revealed through genomic study of ancient       Arctic dogs similar to those seen in humans.  

Dogs in the Siberian/Eurasian Arctic  

Wolves have occupied Siberia for longer than humans, dogs on the other hand have only been in Siberia       since the early Holocene. Debate about the dog/wolf status of some of the earliest ‘dogs’ in Siberia remains a       contentious issue (63–65) . Dogs arrived early to the High Arctic alongside humans, evidence of this can be       seen at the Zhokhov site on the New Siberian Islands when the islands were still attached to the Siberian       mainland (11) . Direct radiocarbon dating of a dog from Zhokhov revealed that these dogs represent the       earliest known dogs in the High Arctic starting by 9,500 cal. BP (7) . In addition to dog remains, excavations       at the Zhokhov site also recovered organic materials associated with sleds such as sled runners (11,18) . The       combination of both dogs and sleds being present on the site contemporaneously has been suggested to       represent the earliest evidence of not only dogs in the High Arctic but also dogs being used for the pulling of       sleds (11) . Morphological studies of the shape and size of skulls from the dogs at Zhokhov showed that these       skulls belonged to fully domesticated dogs and not dogs at a midway point during the domestication process,       which has been corroborated by genetic studies (7,11,66) . Excavations at other Siberian sites, such as       Afontova Gora, Cape Vhodnoi, and Ust-Polui materials related to dog sledding have also been found,       including toggles for harnessing dogs to sleds (11,67) .   

(17)

In the Trans-Baikal region of Siberia, various sites dated to the Siberian Early Neolithic around 8,000 years       ago, have been excavated that contained the remains of dogs (13) . The dogs in this region appear to have       been used for hunting and potentially burden carrying. During this time dogs have also been found in       articulated burials (13) . Later during the Iron Age, a shift appears to have occurred when dogs began to be       consumed (13) . In the neighbouring Cis-Baikal, dog remains have been recovered from around 7,300 years       ago in an articulated burial which is the oldest known dog burial in Cis-Baikal (68) . Articulated burials of       animals are often associated with ritual and personal or societal significance as a result of the nature of the       burials with ‘grave goods’ and the deliberate exertion needed for interments (9,68) .  

On the Yamal Peninsula and around the River Ob, there has been widespread and varied usage of dogs       (20,33,69) . The Iron Age site, Ust-Polui, was occupied from 2,200 to 1,800 BP, during this period of       settlement numerous dog remains were deposited on the site (20) . Sled materials were also recovered from       the site indicating that the dogs at Ust-Polui were likely being used as draft animals for pulling the sleds       (20,21) . Cutmarks on numerous dog bones suggests that pulling sleds was not their only use at Ust-Polui       during the Iron Age (20) . Later in the same region arose the settlement of Tiutei-Sale-I around 1,000 BP (33) .       The limited number of reindeer bones and equipment associated with reindeer herding has been interpreted       as the occupants of the site not being reindeer herders like the later groups in the area, however similar to the       earlier settlements in the area dogs were present on the site (33) .  

To the easternmost extreme of Siberia, the Bering Strait the oldest dog and dog sled materials are found       associated with the Old Bering Sea and Punuk Cultures from the Bering Sea regions starting around 2,000       years ago (70) . Humans along with their dogs departed Siberia from the western coast of the Bering Strait       and eventually arrived in Alaska.  

Dogs in the North American Arctic  

The first port of entry for dogs entering and staying in the North American Arctic from Siberia was Alaska       with the Paleo-Inuit. From Alaska, they spread with people throughout the North American Arctic. Alaska’s       shores and islands are scattered with archaeological sites left by these early arrivals. Some of these sites       contain an abundance of dog remains like the Uyak site on Kodiak Island where hundreds of remains were       found (71,72) . Cape Krusenstern, also in Alaska, has an archaeological record stretching over thousands of       years, from early Paleo-Inuit occupations to the present day, containing a rich assortment of archaeological       materials including dogs (73) . Other sites have more limited preservation or evidence for dogs.  

The earliest culture to arrive in Greenland was the Saqqaq who arrived together with th       eir dogs to       northwestern Greenland from Ellesmere Island in eastern Canada. Dog remains have been recovered during       archaeological excavations of Saqqaq sites in West Greenland - such as Qeqertasussuk, Qajaa, and Nipisat I       (16) . Many of the dog bones from Qeqertasussuk and Qajaa were discovered with cut marks consistent with       butchery, suggesting that dogs were used as a food source during times of need      (16) . Based on the low       number of individuals (two or three dogs) per Saqqaq site, it has been concluded that dogs smaller       populations during the Saqqaq era (16)       and thus have played a different role than the sled dog of the later       Inuit occupation (74) .   

Throughout the geographical range of the Dorset culture in the Eastern Arctic, there is a remarkable near       absence of dog remains (16)         . Dorset sites across Canada, such as Tikilik, Lagoon, and Mill Island, have all      

(18)

yielded dog bones, showing that dogs were not completely absent during the Dorset era (75–77) .       Archaeological excavations of Dorset sites in Greenland have not revealed the presence of dogs through       skeletal material. However, DNA extracted from sediments in Greenland have contained dog DNA,       suggesting that, while the skeletal material has not been preserved, dogs were present in Greenland on Dorset       sites (78)   . Unfortunately, due to the absence of physical remains and the limited amount of dog DNA in the       sediment, little is known about the dogs of the Dorset people. A Dorset age site in the Disko Bay region       yielded organic materials that have been interpreted as being the remains of a dog sled, currently the only       known Dorset dog sled materials (79)       . The limited representation of dogs in Dorset and Independence sites is       likely due to a combination of poor preservation, small populations of dogs, and possible confusion between       wolf and dog remains (16)         . For the first three thousand years of human history in Greenland, there appears to       have been sporadic use of dogs in small numbers possibly for hunting, individual pack animals, and       occasional food sources (16) .  

While Paleo-Inuit dogs may have been used as pack animals, the absence of sled materials and small       population sizes indicates that their use with sleds was not likely to have been prevalent (16)       . This contrasts       with the Inuit culture, which is the first North American Arctic culture to have possessed large groups of       dogs along with the first known appearances of sleds in North America (9)       . In Greenland, the Inuit culture       spread from the Thule District east to the north of Greenland and south to West Greenland and further on to       East Greenland. The success of the Thule settlement of the North American Arctic and Greenland has been       connected to the technology and the specialised dogs that came with them (16,74,80) .   

Implications of Recent Contact Between the West and the Arctic on Arctic Dogs   

Indigenous dogs cross the Arctic share a common origin in Siberia, supported by archaeological and modern       genetic data. From there, they travelled across the Bering Strait into Alaska. There has been varied studies of       the mixture of Arctic dogs in Siberia and North America with non-Arctic dogs as a result of Industrialisation       and Globalisation in the last three centuries. The same stands true for the genetic impact of industrialisation       and colonisation on Arctic dogs and the changes they have undergone over the last three hundred years.  

Genetic studies of Arctic dogs have generally focused on Arctic breeds, dogs officially recognised by kennel       clubs, such as Siberian Huskies, Samoyeds, Siberian Laikas, Kamchatskaya ezdovaya, Alaskan Malamute,       Canadian Inuit/Eskimo Dog, and Greenland Sled Dog. Despite their official recognition, not all of these       breeds have been studied and there have been few studies specifically centred around the genetic study of       Arctic dogs (81–83)     .  Recent genetic studies on these breeds have revealed a mosaic of European ancestry.      

Nevertheless, not much in known about current or past populations of these indigenous dogs as finding have       focused on populations of the Arctic breeds living outside of the Arctic.       Some of this European ancestry       likely occurred during the Gold Rush in Alaska and Canada when many European dogs were brought to the       North American Arctic for the first time (82)       . The Alaskan Husky, a racing sled dog, can also be found in       Alaska and beyond, although they are not a cohesive population representative of a ‘breed’. Alaskan huskies       have a more diverse ancestry compared to other Arctic dogs. During the Gold Rush, local dogs from Alaska       were mixed with European breeds and Siberian Huskies to create a new variety of dogs for pulling sleds and       racing, which is reflected in their genetic composition. Genetic studies of partial mitochondrial and nuclear       genomes have confirmed the shared heritage of modern Arctic Dogs rooted in Siberia, while simultaneously       highlighting some differences between populations as is the case with the Alaskan huskies      (3,7,82,84) .  

(19)

Conversely, partial mitochondrial genomes have been used to suggest that Greenland Sled Dogs and the       Canadian Inuit Dog are a single breed, reflecting their shared origin and ancestry (81,85) .    

In North America, Greenland was the earliest to witness contact between Europeans and the local Inuit       populations. The first dogs of European origin to arrive in Greenland were brought by the Norse. Although       the Norse disappeared from Greenland, it remains unknown if there has been a lasting legacy of the Norse       occupation left through the contact between the Norse and Inuit dogs. Later, when the whalers began visiting       Greenland, starting around 300 years ago, ships brought their dogs ashore to Greenland where they       reportedly mixed with the local dogs (86)       . In the late 19th century, the explorer Robert Peary attempted to       crossbreed Greenland Sled Dogs with Newfoundland Dogs in an attempt to produce ‘a better breed’ (86)       .   While these dogs are said to have been large and strong, they lacked the resistance to cold and starvation       necessary for survival in winter and lasted only three to four generations (86)       . In Greenland, the more recent       contact between Arctic dogs and non-Arctic dogs has been more limited compared to other regions of the       North American Arctic in part as a result of legislation (87) .  

Admixture between Arctic dogs and non-Arctic dogs has not been the only consequence of the contact       between the Arctic and the West. Colonisation and industrialisation have resulted in changes to settlement       patterns and by default dog movements, pressures on population size, and the redistribution of dogs on top of       health implications of the comingling of Arctic dogs and non-Arctic dogs.  

Early 20th century Arctic explorations in the East Arctic (encompassing the Arctic Archipelago, the       neighbouring Canadian mainland, and Greenland) embarked upon archaeological and ethnographic studies of       the communities of the past and present (88)       . These exploration expeditions utilised local dogs to pull sleds       with the teams and their equipment (86)       . During the Danish Literary Expedition, Knud Rasmussen brought       dogs from West Greenland to Cape York to ‘introduce new blood’ to the dog population in Northwestern       Greenland (86)   . Later the Second Thule Expedition brought dogs from Upernavik north to Cape York during       their journey, facilitating long distance movement of dogs in Greenland (86)       . Degerbøl reported that in the       Cape York region, it was not customary for dog owners to trade or sell dogs with each other until the      

‘baptised’ Greenlanders in West Greenland began communicating with people in Cape York      (86) . Knud     Rasmussen’s expedition by dog sled across the breadth of the North American Arctic as part of the Fifth       Thule Expedition was powered by dogs from the Eastern Arctic, making it the first European expedition to       traverse the Northwest Passage in its entirety by dog (89) .   

Before the introduction of reindeer (Rangifer tarandus) to Kamchatka, and later mechanical transportation               methods, the Kamchatskaya ezdovaya dog breed, registered in 1991, were the main means of transportation       in the region by the indigenous Kamchadal, Itelmen, and Koryaks (34,35)       . In the eighteenth century, Steller       noted the already apparent changes to the mobility patterns in Kamchatka resulting from the Russian       occupation and the demanding fishing quotas they placed on the local populations (35)       . The dog population         in Kamchatka dramatically increased at the turn of the 20th century to keep up with the fish quotas (34)       .   Conversely, during and following World War II, the dog population declined in Kamchatka (34)       . The Beringia       Dog Race was founded in 1990 which later contributed to the dog sledding tourism industry. As a result of       the race new dogs, Siberian Huskies, were imported in 2014 to “revitalise” the local populations (34) .    Records also show the large scale movements of dogs according to the regional demand for them in Canada       for use by the Canadian Royal Mounted Police (RCMP). For example, in 1899 during the Yukon Gold Rush,      

(20)

140 dogs were brought from the coast of Labrador (90)       . Although, the RMP are reported to have regionally       favoured the use of Siberian Huskies over the local Canadian Inuit Dogs      (17,91) . Community or family         relocations were also responsible for the movement of large numbers of dogs. For example, approximately       one hundred dogs were moved hundreds of kilometres from      Mittimatalik (Pond Inlet)       and  Qausuittuq   (Resolute Bay) when seven families relocated in 1953 (15)       . There was also said to be ‘frequent’ exchange of       dogs between Canada and Greenland by Arctic expedition teams and by the local populations during at least       the nineteenth and twentieth centuries, although this was most likely on a small scale.  

European/colonial contact with dogs in the Canadian Arctic is frequently discussed in connection to the       police slaughter of dogs in the 1950s and 1960s in the East Canadian Arctic (17,90–92)       . The killing of dogs       was in relation to the Ordinance Respecting Dogs 1929, officially to stop the spread of disease. However, it       is widely held to have been “a direct attempt to force the Inuit population of Eastern Canada to assimilate by       destroying Inuit dog sociality and thus removing their mode of transportation” (90)       . Until the early 2000s the       slaughter was widely denied, a changing tide arrived in the form of research and independent commission in       the last decade (93)       . Regardless of the rational thousands dogs are thought to have been killed during the mid       twentieth century    (91,92) . Between the nineteenth and twenty-first centuries the number of Canadian Inuit       Dogs are thought to have dropped from around twenty thousand to only a few hundred individuals (91) .   Over the last hundred years, there has been a transition away from having free roaming dogs to picketting       them, tethering them to a set location with a chain. Picketing eliminates the dogs’ ability to move freely       through the community. The motivation for this transition has been in large part to improve safety by       reducing conflict between dogs and people, principally children and the elderly (91)       . The health implications         of this transition have been both advantageous and adverse. Dogs that are picketted cannot run throughout       the settlement spreading contagion to the rest of the dog population. Furthermore, picketting dogs has led to       a shift away from a free breeding dog population to more explicit mate selection for the dogs by people.      

However, picketing can result in unhygienic settings for the dogs to live in, repeatedly exposing dogs to the       same pathogen as can be the case with the canine distemper virus.   

Following outbreaks of disease in Greenland, initially thought to have been brought by European dogs, the       official veterinarian of Greenland at the time, S.R Hjortlund, advised restricting the import of non-indigenous       dogs to the sledding regions of Greenland in 1904 (87)       . Decades later, in 1998, legislation was introduced       officially prohibiting the import of dogs to the sled dog district of Greenland in order to preserve the health       and genetic purity of the dogs (Act. No 18).  

Epidemics in Arctic Dogs  

Danish colonists in Greenland brought their European dogs with them. European dogs were thought to have       carried Eurasian pathogens after the occurrence of disease outbreaks amongst local Greenland Sled Dog       populations (91)   . The apparent increased virulence of these diseases in Greenland was linked to the isolation       of dogs in the Arctic, thereby reducing their resistance to diseases to which they had not previously been       exposed  (87) . Rabies-like epidemics in Greenland have been recorded for over 150 years, the earliest       recorded occurred in 1859        (94) . Particularly in Cape York, Thule District, there were reports of epidemics       that had a heavy toll on the dog population. An epidemic in 1898, thought to be rabies, resulted in the       survival of only three dogs      (86) . Later investigation indicated that local Arctic fox populations were the       cause of the rabies epidemics in northern Greenland, rather than European dogs      (94) . A distemper virus        

(21)

outbreak spread across the North American Arctic in the 1980s, reaching Greenland in 1988 with devastating       results. In Qaanaaq alone, 80% of the dogs died as a result of the disease (85,95)       . Epidemics such as these       resulted in large population turnover and have undoubtedly left a lasting mark on the present-day populations       of dogs in these locations, thereby making the modern populations distinct from the populations in the same       location in earlier decades and centuries. The Qaanaaq area was repopulated with dogs from various       settlements in West Greenland and even imported Canadian Inuit Dogs from North Baffin.  

Parallelling many of the outbreaks of disease in Greenland were contemporaneous epidemics in Canada. As       previously discussed, the health status of the dogs in Eastern Canada, particularly Nunavut, has been at the       centre of their dwindled population size during the twentieth century. The distemper epidemic in the 1980s       was first reported in Canada before making its way to Greenland. The first reported connection between       arctic foxes and sled dogs in Canada occurred in 1916 (94) . The hamlet of Naujaat in Nunavut, also known       as Repulse Bay, lost up to 90% of their dogs in 1930 to the distemper virus (85) .  

Similarly, in Kamchatka, an epidemic in 1889 reduced the population of dogs on the peninsula by nearly       half, from approximately 11,000 to 6,500      (34) . The spread of disease during the 1889 epidemic in       Kamchatka has been attributed to the Russian colonisation      (34) . The picketing of dogs has also been       suggested to be a contributing factor to the decline in population size and health of the dogs due to an       increased exposure to mosquitoes in the summer (34) .  

In the Arctic, where dogs live in comparatively high density and undertake long journeys, the spread of       disease can take hold and spread rapidly through a population and into others. Given the record of periodic       contagions that have decimated the dog populations, strong genetic effects have undoubtedly been observed       in these populations. For example, significant decrease of genetic diversity.      In cases where population         replacements took place, a new genetic signature should be present in the locality where the replacement       occurred. On the other hand, in cases where a near replacement took place, the population while carrying this       new genetic signature may inadvertently benefit from the influx of ‘new blood’ and thus increased diversity.      

Despite the potential for heavy inbreeding, the general health and low levels of genetic diseases in Arctic       dogs have been attributed to the intense survival and performance-based pressure placed on the dogs (85) .   Relationship Between Wolves and Sled Dogs  

“For times immemorial the Eskimos have wanted to get wolf blood into their dogs, the idea being to impart   the ferocity of the wolf to the bear-hound.” - Peter Freuchen (96)  

Arctic explorers and anthropologists have reported that Arctic groups encouraged the hybridisation of their       sled dogs with local wolf populations to strengthen their dog teams      (96–100) . On the other hand, some       reports state that hybrids often make poor sled dogs and as such wolf traits are selected against (96,101)       .   Hybridisations of dogs and wolves are genetically and physically possible as the result of their close genetic       relationship. Despite the widespread reports of hybridisation between dogs and wolves, there is very limited       evidence in the offspring of these events outside of the context of breeds such as the Saarloos Wolfhound and       Czechoslovakian Wolfdog. Deliberate hybridisation of dogs and wolves typically involved picketing, or       tying-up, a female dog in oestrous in an area visited by wolves in to attract male wolves (100,102) .   

A bias has been observed in the wild showing evidence for female wolf-male dog hybridisation being more       dominant than male wolf-female dog hybrids (102,103)       . The appearance of hybrids with a wolf father and       dog mother has rarely been observed in populations studied in Europe (102)       . The reason for the limited      

(22)

evidence for wolf-dog hybridisation remains unclear, although this has been suggested to be linked to       biological and behavioural constraints, such as male wolf aggression towards dogs, social compatibility, and       differences in fertility cycles (102,103) .   

Fig. 2. Global distribution grey wolves (Canis lupus). The present-day distribution (as of 2003) is depicted in the darkest shade of                                           grey and historical distribution is indicated in a lighter grey. The map was downloaded on 26 February 2020 from Wikimedia                                         commons where it is freely available. The original colour scheme was converted into greyscale.   

Gene flow between wolves and dogs over the thousands of years since domestication has been seen very       infrequently  (104,105) . In the context of dog sledding, there are conflicting reports and opinions of       deposition of hybrids for sledding. During the Fifth Thule Expedition, a female Greenland Sled Dog was       bred with a male wolf. They reported that while the offspring were “large, powerful, and ferocious” their       long legs were a hindrance when pulling sleds over uneven ice and problematic on bear hunts (96)       . Similarly,     Knud Rasmussen embarked upon a similar attempt by bringing a female Greenland Sled Dog back to       Denmark with him to the Zoological Gardens in Copenhagen to breed with a captive wolf (96)       . The attempt       was unsuccessful, but he was able to acquire two hybrids from the Stockholm Zoological Gardens, one (a       female) survived the journey to Cape York, Greenland in 1916 (96)       . She was uninterested in pulling sleds       despite enticement or punishment. Furthermore, she was unsuccessful in her attempts to attract the male dogs       (96) . These ethnographic accounts demonstrate the feasibility (or infeasibility) of crossing Greenland Sled       Dogs and wolves. However, they also highlight the frequent inaptitude of these hybrids with regard to       sledding. Nevertheless, anecdotal reports of wolf-dog hybrids continue to be widespread in Greenland today.   

Due to the bias in wolf-dog hybridisation towards female wolf-male dog events these offspring are most       likely to be raised by the mother in the wild and the mitochondrial genome of the wolf mother will be passed       to the offspring. These events are difficult to detect genetically in past populations as a result of the reduced       likelihood of finding one of these individuals in a domestic context. If the reports of Knud Rasmussen and       the Fifth Thule Expedition represent the general outcome of dog-wolf hybrids then these admixture events do       not often become widespread within the population. Whole genome studies of Greenland Sled Dogs,       specifically from regions of Greenland where overlap can be seen between wolf and dog/human territories       are needed to address the question of whether introgression from local wolf populations can be detected in       the Greenland Sled Dog after their arrival to Greenland from Canada.     

References

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The mean value and the standard deviation were calculated for every T-onset and T-end point for every noise level and for all algorithms... The derivative becomes

This paper therefore explores the impact of sample size and estimation method for the 95% binomial CIs and the resulting conclusions according to recommended conventions [26] [28]

Industrial Emissions Directive, supplemented by horizontal legislation (e.g., Framework Directives on Waste and Water, Emissions Trading System, etc) and guidance on operating