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1,467 results for “Genetic structure”
Population structure and genetic variance among local populations of an non-native earthworm species in Minnesota, USA
<p>A variety of human activities have been identified as driving factors for the release and spread of invasive earthworm species in North America. Population genetic markers can help to identify locally relevant anthropogenic vectors and provide insights into the processes of population dispersal and establishment. We sampled the invasive European earthworm species <em>Lumbricus terrestris</em> at nine sites and several bait shops within the metropolitan area of Minneapolis-St. Paul in Minnesota, USA. We used microsatellite markers to infer genetic diversity and population structure, and 16S rDNA to address multiple introduction events, including bait dumping, which is a common source of <em>L. terrestris</em> introductions into the wild. Our results indicate multiple introductions but not from current bait dumping. Overall, genetic structure was low and earthworms >5000 m apart were genetically differentiated, except for one sampling location, indicating jump-dispersal followed by population establishment. Further, earthworms at one location north of Minneapolis established from one or few founder individuals, suggesting that earthworm invasions are ongoing. We therefore encourage further monitoring of earthworm populations using molecular markers, in order to disentangle the different human-related vectors contributing to the spread of earthworms and their establishment, which is essential to develop adequate management strategies.</p>
Assessing population structure and genetic diversity in U.S. Suffolk sheep to define a framework for genomic selection
<p>Long-term sustainability of breeds depends on having sufficient genetic diversity for adaptability to change, whether driven by climatic conditions or by priorities in breeding programs. Genetic diversity in Suffolk sheep in the U.S. was evaluated in four ways: 1) using genetic relationships from pedigree data [(n=64,310 animals recorded in the U.S. National Sheep Improvement Program (NSIP)]; 2) using molecular data (n=304 Suffolk genotyped with the OvineHD BeadChip); 3) comparing Australian (n=109) and Irish (n=55) Suffolk sheep to those in the U.S. using molecular data; and 4) assessing genetic relationships (connectedness) among active Suffolk flocks (n=18) in NSIP. By characterizing genetic diversity, a goal was to define the structure of a reference population for use for genomic selection strategies in this breed. Pedigree-based mean inbreeding level for the most recent year of available data was 5.5%. Ten animals defined 22.8% of the current gene pool. The effective population size (N<sub>e</sub>) ranged from 27.5 to 244.2 based on pedigree and was 79.5 based on molecular data. Expected (H<sub>E</sub>) and observed (H<sub>O</sub>) heterozygosity were 0.317 and 0.306, respectively. Model-based population structure included 7 subpopulations. From Principal Component Analysis, countries separated into distinct populations. Within the U.S. population, flocks formed genetically disconnected clusters. A decline in genetic diversity over time was observed from both pedigree and genomic-based derived measures with evidence of population substructure as measured by F<sub>ST</sub>. Using these measures of genetic diversity, a framework for establishing a genomic reference population in U.S. Suffolk sheep engaged in NSIP was proposed.</p>
Data accessibility for conservation implications of genetic structure in the narrowest endemic quillwort from the Eastern Amazon
<p>The quillwort <em>Isoetes cangae</em> is a critically endangered species occurring in a single lake in Serra dos Carajás, Eastern Amazon. Low genetic diversity and small effective population sizes (N<sub>e</sub>) is expected for narrow endemic species (NES). Here, we evaluated genetic diversity, population structure, and N<sub>e</sub> of <em>I. cangae </em>to provide information for conservation programs. Conservation biology studies centered in a single‐species show some limitations but they are still useful considering the limited time and resources available for the protection of species at risk of extinction. Our analyses were based on 55 individuals collected from the Amendoim lake and 35,638 neutral SNPs. Our results indicated a single panmictic population, moderate levels of genetic diversity, and effective population size (N<sub>e</sub>) in the order of thousands, contrasting the expected for NES. Negative FIS values were also found, suggesting that <em>I. cangae</em> is not under risk of inbreeding depression. Our findings imply that <em>I. cangae </em>contains enough genetic diversity to ensure evolutionary potential, all individuals should be treated as one demographic unit.</p>
Effects of social organisation and elevation on spatial genetic structure in a montane ant
<p><span>Studying patterns of population structure across the landscape sheds light on dispersal and demographic processes, which helps to inform conservation decisions. Here, we study how social organisation and landscape factors affect spatial patterns of genetic differentiation in an ant species living in mountainous regions. Using genome-wide SNP markers, we assess population structure in the Alpine silver ant, <em>Formica selysi</em>. This species has two social forms controlled by a supergene. The monogyne form has one queen per colony, while the polygyne form has multiple queens per colony. The two social forms co-occur in the same populations. For both social forms, we found a strong pattern of isolation-by-distance across the Alps. Within regions, genetic differentiation between populations was weaker for the monogyne form than for the polygyne form. We suggest that this pattern is due to higher dispersal and effective population sizes in the monogyne form. In addition, we found stronger isolation-by-distance and lower genetic diversity in high elevation populations, compared to lowland populations, suggesting that gene flow between F. selysi populations in the Alps occurs mostly through riparian corridors along lowland valleys. Overall, this survey highlights the need to consider intraspecific polymorphisms when assessing population connectivity and calls for special attention to the conservation of lowland habitats in mountain regions.</span></p>
A genetically isolated dingo population in western Victoria, Australia, reveals greater structuring of the Australian dingo
<p>The Australian dingo is a relatively recent anthropogenic addition to the Australian fauna, which spread rapidly across the continent and has since widely interbred with modern dogs. Genetic studies of dingoes have given rise to speculation about their entry to the continent and subsequent biogeographic effects, but few studies of their contemporary population structure have been conducted. Here we investigated the dingo ancestry and population structure of free-living dogs in western Victoria and contrasted it with a wider southern Australian sample. We wished to determine whether their geographic isolation was mirrored in genetic isolation. To address this question, we analysed genetic data using Bayesian clustering and discriminant analysis of principal components, and summarised genetic diversity at the population and individual levels. Upon finding low genetic diversity in western Victoria, we tested for a recent genetic bottleneck. The broader southern Australia sample (n=1,138) comprised mostly hybrid animals, with ~30% dingoes. All western Victorian individuals (n= 59) appeared to be hybrids with high dingo ancestry. The population showed no evidence of admixture with other populations and no recent bottleneck. Based upon our characterisation of this unusual mainland population, we sound caution for future studies assuming homogeneity of dingoes across the continent.</p>
Fine-scale spatial genetic structure in a locally abundant native bunchgrass (Achnatherum thurberianum) including distinct lineages revealed within seed transfer zones
<p>Analyses of the factors shaping genetic variation in widespread plant species are important for understanding evolutionary history and local adaptation and have applied significance for guiding conservation and restoration decisions. Thurber's needlegrass (<em>Achnatherum</em> <em>thurberianum</em>) is a widespread, locally abundant grass that inhabits heterogeneous arid environments of western North America and is of restoration significance. It is a common component of shrubland steppe communities in the Great Basin Desert, where drought, fire, and invasive grasses have degraded natural communities. Using a reduced representation sequencing approach, we generated SNP data at 5,677 loci across 246 individuals from 17 <em>A. thurberianum</em> populations spanning five previously delineated seed zones from the western Great Basin. Analyses revealed pronounced population genetic structure, with individuals forming consistent geographical clusters across a variety of population genetic analyses and spatial scales. Low levels of genetic diversity within populations, as well as high population estimates of linkage disequilibrium and relatedness, were consistent with self-fertilization as a contributor to population differentiation. Variance partitioning and partial redundancy analysis (pRDA) indicated local adaptation to environment as additionally influencing the spatial distribution of genetic variation. The environmental variables driving these results were similar to those implicated in recent genecological work which inferred local adaptation for seed zone delineation. Our analyses also revealed a complex evolutionary history of <em>A. thurberianum</em> in the Great Basin, where previously delineated seed zones contain distantly related populations. Our results indicate evolutionary history, mating system, and differentiation across distinct geographic and environmental scales have shaped genetic variation in <em>A. thurberianum</em> and illustrate how numerous aspects of population genetic variation might require consideration for restoration planning.</p>
Nuclear genetic diversity and structure of Anastrepha ludens wild populations evidenced by microsatellite markers
<p class="MsoNormal"><span>The Mexican fruit fly, <em>Anastrepha ludens </em>is an important pest that causes widespread damage to a number of fruit crops in Mexico. The Sterile Insect Technique (SIT) is commonly used for its control. However, the existence of natural barriers can give rise to a population structure in neutral loci and possibly behavioral or adaptive traits that interfere with SIT. For this reason, it is important to understand the genetic diversity and structure of<em> A. ludens </em>populations and to better understand the evolutionary ecology and population processes in view of possible expansions and possible host shifts due to climate change. We genotyped nine nuclear DNA (nDNA) microsatellite loci among fruit fly populations collected from five biogeographic areas within Mexico, Mexican Plateau, the Northeastern Coastal Plain, the Pacific Coast, the Gulf Coast of Mexico, the Soconusco and a laboratory strain. The nuclear genetic diversity was moderate (from <em>H</em>e = 0.34 to <em>H</em>e = 0.39) within the wild mexfly population. We found that populations were clustered in three genetic groups (<em>K</em>=3). The diversity and genetic structure of <em>A. ludens</em> are produced by environmental and geological conditions as well as local conditions like anthropogenic perturbation which would produce population expansion and the existence of possible predators that would affect the population density. Gene flow showed recent migration among populations. The laboratory strain showed less diversity than the wild samples. Large values of current and ancestral population size suggest high resistance to climatic changes, probably due to biological attributes, such as its polyphagous, multivoltine and high dispersal characteristics. In particular ecosystem fragmentation and perturbation as well as the existence of new plant hosts all of which would probably increase the abundance of flies.</span></p>
T a b l e 2 in Genetic Diversity And Place In The General Phylogeographic Structure Of Capercaillie,Tetrao Urogallus (Galliformes, Phasianidae), From Belarus
T a b l e 2. The number of the capercaillie in Belarus
Population genetic structure and demographic history of Rhodeus atremius suigensis, an endangered bitterling in Japan
<p><span>Demographic events can shape genetic diversity through genetic drift, often leaving a persistent signal in the genetic characteristics of species. <em>Rhodeus atremius suigensis</em> is an endangered bitterling fish endemic to the Okayama Plain, Japan. In this study, we inferred its demographic history and genetic structure using a comprehensive analysis of the mtDNA ND1 gene, microsatellite marke</span>rs<span> (MS) and MHC class IIB gene. Based on mtDNA, <em>R. a. suigensis</em> included two sublineages; A and B. While <a name="OLE_LINK85"></a><a name="OLE_LINK88"></a>the former was widely distributed, the latter was restricted to eastern populations<a name="OLE_LINK11"></a><a name="OLE_LINK12"></a> that were monomorphic in MHC. Phylogenetic analysis revealed that <em>R. a. suigensis</em>, together with <em>R. a. atremius</em>, experienced a substantial bottleneck in the middle Pleistocene. In MS and MHC, genetic diversity was low in all populations; ranked as the lowest among bitterling species. Bayesian clustering suggested that two clusters of MS had been widely introgressed in the centre of its distribution. These clusters seem to have been formed by the disruption of the distribution in the last Pleistocene, and later admixed by a large-scale reclamation in the Okayama Plain since the 16th century, which triggered a decline in effective population size (<em>N</em><sub>e</sub>) in many populations. Based on coalescence analysis, all populations reached their lowest <em>N</em><sub>e</sub> around the middle of the 20th century. Accordingly, <em>R.</em> <em>a</em>. <em>suigensis</em> seems to have experienced two large bottlenecks in the past. While the first bottleneck was probably due to climatic changes in the middle Pleistocene, the second is due to anthropogenic degradation and fragmentation of habitats in recent years.</span></p>
Genetic Population Structure of the Waved Whelk (Buccinum undatum) in the western North Atlantic
<p>R studio script files that includes original SNP data files used to determine the spatial genetic structure of <strong><em>Buccinum undatum </em></strong>in the western North Atlantic. Attached R-code is used to generate population genetic analyses, including a pairwise F<sub>ST</sub> heatmap, principal component analyses, and admixture analyses.</p>
Weak population genetic structure in Eurasian spruce bark beetle over large regional scales in Sweden
<p class="MsoNormal"><span>The Eurasian spruce bark beetle, <em>Ips typographus</em>, is a major pest, capable of killing spruce forests during large population outbreaks. Recorded dispersal distances of individual beetles are typically within hundreds of meters or a few </span>kilometres<span>. However, the connectivity between populations at larger distances and longer time spans and how this is affected by the habitat is less studied, despite its importance for understanding at which distances local outbreaks may spread. Previous population genetic studies in <em>I. typographus </em>typically used low resolution markers. Here, we use genome-wide data to assess population structure and connectivity of<em> I. typographus </em>in Sweden. We used 152 individuals from 19 population samples, distributed over 830 km from Strömsund (63º 46' 8'' N) in the north to Nyteboda (56º 8'</span> <span>50'' N) in the south, to capture processes at a large regional scale, and a transect sampling design adjacent to a recent outbreak to capture processes at a smaller scale (76 km). Using restriction site-associated DNA sequencing (RADseq) markers capturing 1409-1997 SNPs throughout the genome, we document a weak genetic structure over the large scale, potentially indicative of high connectivity with extensive gene flow. No differentiation was detected at the smaller scale. We find indications of isolation-by-distance both for relative (F<sub>ST</sub>) and absolute divergence (Dxy). The two northernmost populations are most differentiated from the remaining populations, and diverge in parallel to the southern populations for a set of outlier loci. In conclusion, the population structure of <em>I. typographus </em>in Sweden is weak, suggesting a high capacity to disperse and establish outbreak populations in new territories.</span></p>
Data from: Linking environmental stability with genetic diversity and population structure in two Atlantic Forest palm trees
<p><span>Spatial patterns of biodiversity in the Atlantic Forest of Brazil are well characterized. However, there is no consensus on the biological processes underlying these patterns, and multiple competing hypotheses have been proposed, several of which center on climatic stability. Here, we ask if Late Quaternary climatic stability predicts contemporary population structure and genomic-level diversity in two palm species: </span><span>Syagrus botryophora </span><span>and S. pseudococos (Arecaceae)</span></p> <p><span>We first use species occurrence data to model the distribution of suitable environments in 62 time-slice climate projections over the last 120 thousand years, and summarize stability over that period. We then use >25,000 RADseq-generated SNPs to i) describe the spatial patterns of genomic variation in both species, ii) test how well genomic variation is explained by isolation by distance and by the environmental resistance imposed by historical instability (isolation by resistance) and iii) test for a correlation between genetic diversity and historical stability.</span></p> <p><span>The contemporary range of S. botryophora has been relatively stable over the last 30 thousand years and there are two isolated regions of high stability for S. pseudococos. The genomic data recovers a clear pattern of isolation by distance in S. botryophora and two structured populations in S. pseudococos. Consequently, the contribution of isolation by resistance to overall genetic structure is much higher in S. pseudococos. Genetic diversity is not significantly correlated with historical stability in either species.</span></p> <p><span>Based on the concordance between historical stability and genetic structure, Late Quaternary climate stability may have maintained population connectivity within S. botryophora and promoted intraspecific divergence in S. pseudococos. Conversely, historical stability does not seem to be driving spatial patterns of genetic diversity. This study supports the primary role of climatic stability in determining spatial population structure, but not genetic diversity, in the Atlantic Forest.</span></p>
Dataset for "Genetic diversity and population structure of a wide Pisum spp. core collection."
<p>Silico-DArT and SNP datasets of the IAS pea core collection.</p> <p>Each file contain key information of the molecular markers used to establish the population structure and genetic diversity of the IAs pea core collection.</p>
Population genetic structure of the gastropod species Bulinus truncatus
<p class="MsoNormal"><strong><span>Background:</span></strong><span> Gastropod snails remain strongly understudied, despite their important role in transmitting parasitic diseases. Knowledge on their distribution and population dynamics increases our understanding of processes driving disease transmission. This is the first study using High Throughput Sequencing (HTS) to elucidate the population genetic structure of the hermaphroditic snail <em>Bulinus truncatus </em>(Gastropoda, Heterobranchia) on a regional (17 to 150 km) and an inter-regional (1,000 – 5,400 km) scale. This snail species acts as an intermediate host of <em>Schistosoma haematobium </em>and <em>Schistosoma bovis</em>, which cause human and animal schistosomiasis respectively<em>. </em></span></p> <p class="MsoNormal"><strong><span>Methods:</span></strong><span> <em>Bulinus truncatus </em>snails were collected in Senegal, Cameroon, Egypt and France and identified through DNA barcoding. A single-end Genotyping by Sequencing (GBS) library, comprising of 87 snail specimens from the respective countries, was built and sequenced on an Illumina HiSeq 2000 platform. Reads were mapped against <em>S. bovis </em>and <em>S. haematobium </em>reference genomes to identify schistosome infections and Single Nucleotide Polymorphisms (SNPs) were scored using the Stacks pipeline. These SNPs were used to estimate genetic diversity, assess population structure and to construct phylogenetic trees of <em>Bulinus truncatus</em>. </span></p> <p class="MsoNormal"><strong><span>Results:</span></strong><span> A total of 10,750 SNPs were scored and used in downstream analyses. The phylogenetic analysis identified five clades, each consisting of snails from a single country but with two distinct clades within Senegal. Genetic diversity was low in all populations, reflecting high selfing rates, but varied between locations due to habitat variability. Significant genetic differentiation and isolation by distance patterns were observed at both spatial scales, indicating that gene flow is not strong enough to counteract the effects of population bottlenecks, high selfing rates and genetic drift. Remarkably, the population genetic differentiation on a regional scale (i.e. within Senegal) was as large as between populations on an inter-regional scale. The blind GBS technique was able to pick up parasite DNA in snail tissue, demonstrating the potential of HTS techniques to further elucidate the role of snail species in parasite transmission.</span></p> <p class="MsoNormal"><strong><span>Conclusions</span></strong><span>:</span><span> HTS techniques offer a valuable toolbox to further investigate the population genetic patterns of schistosome intermediate host snails and the role of snail species in parasite transmission. </span></p>
Genome-wide single nucleotide polymorphisms reveal the genetic diversity and population structure of Creole goats from northern Peru
<p>Goat farming constitutes a significant source of income for farmers in northern Peru. There is currently an absence of information about the genetics of Peruvian Creole goats that would enable us to understand their origins and genetic spread. The objective of this study was to estimate the genetic diversity of Creole goats from northern Peru using SNP markers. This study involved the collection of 192 male Creole goats from three key goat production regions in northern Peru. These goat samples were genotyped using the GGPGoat70k SNP panel. To explore the genetic influence of other breeds on Peruvian Creole goats, our dataset was combined with previously published SNP genotypes. External data set includes multiple breeds genotypes sampled from Argentina, Brazil, Spain, and Alpine breed from Italy, France, and Switzerland. After quality control 52,832 autosomal SNPs were used to assess genetic diversity in the Peruvian goats. For the population structure analysis of the merged data 20,513 common SNPs were used. Estimations for expected heterozygosity (H<sub>e</sub>), observed heterozygosity (H<sub>o</sub>), and inbreeding coefficient (F<sub>IS</sub>) were computed for the Peruvian groups. AMOVA, principal component analysis and ADMIXTURE were conducted to evaluate the population structure in the two data sets, Peru and merged. The results revealed a considerable genetic diversity, with H<sub>o</sub> values ranging from 0.40 to 0.41 for the Peruvian sampling groups, and inbreeding coefficient was notably low for Peruvian goat. The population structure analysis demonstrated a distinction (p< 0.05) from other breeds. These findings suggest a level of genetic differentiation of the Peruvian goat population among other breeds, although further research is needed considering samples from other Peruvian areas. We expect this study will contribute to define genetic management strategies to prevent the loss of genetic diversity in Peruvian goat populations and for upcoming advancements in this field.</p>
Circular genetic structure of the Abies nephrolepis species complex shaped by the circular landform of Northeast Asia
<p>Aim:</p> <p>Pinaceae have been noted for their tendency towards reticulation as a result of interspecific hybridization. Here, we demonstrated the phylogeographic dynamics of the native Northeast Asian sub-alpine conifer, <em>Abies nephrolepis</em> species complex (ANSC), evolving in circular overlaps along the Northeast Asian landform, which functions as a corridor with the sea, thus acting as a geographic barrier.</p> <p>Location: Northeast Asia: the Korean Peninsula, Japanese Archipelago, Russian Far East, and northeastern China</p> <p>Taxon:<em> Abies nephrolepis</em> species complex (Family Pinaceae, Genus <em>Abies</em>, Section <em>Balsamea</em>, <em>Abies nephrolepis, A. koreana, A. veitchii</em>, and<em> A. sachalinensis</em>)</p> <p>Methods: A total of 728 individuals from 38 ANSC populations were analysed using multiplexed inter-simple sequence repeat genotyping by sequencing to capture variations in bi-parental nuclear genomes. Eight mitochondrial regions and eight chloroplast regions of each individual were sequenced using the MiSeq platform and Sanger sequencing. Species distribution models were generated.</p> <p>Results: Bayesian clustering with 507 nuclear single nucleotide polymorphisms and the discrepancy between cytoplasmic and nuclear genome lineages implied contemporary and ancient connections between neighbouring species in the form of circular overlap. This genetic connectivity was supported by principal component analysis. Strong correlations between genetic distance and geographic distance were observed, suggesting that gene flow occurs through a continuous chain around the sea. We also found that gene flow direction and intensity changed over time, with support from paleodistribution modelling.</p> <p>Conclusion: Past hybridization events were captured in cytoplasmic genomes, generating heterogeneity across maternal ancestries. This intensive phylogeographic study demonstrates speciation with incomplete reproductive isolation (continuous gene flow) among neighbouring species with an alteration of the direction and intensity of gene flow due to climate change. The divergence of ANSC due to repeated isolation and reconnection caused by heterogenous physiological environments and climate fluctuation provides a model to solve evolutionary scenarios for reticulate evolution in Pinaceae and other plants.</p>
Genetic variability and Population structure of two sympatric cownose rays Rhinoptera (Myliobatiformes, Rhinopteridae) in the Western Atlantic Ocean
<p><em><span><span>We analyzed sequences of COI and Cytb genes for Rhinoptera bonasus (COI: 230; 11 haplotypes, Cytb: 108; 12 haplotypes) and R. brasiliensis (COI: 181; 10 haplotypes, Cytb: 105; eight haplotypes ) to investigate the genetic diversity and their relationship with environmental variables, genetic structure, as well as demographic parameters. </span></span></em></p>
Figure 1 in Genetic structure of Trypanosoma congolense "forest type" circulating in domestic animals and tsetse flies in the South-West region of Cameroon
Figure 1. Allelic frequency at each locus by host.
An assemblage-level comparison of genetic diversity and population genetic structure between island and mainland ant populations
<p>Island biotas provide unparalleled opportunities to examine evolutionary processes. Founder effects and bottlenecks, for example, typically decrease genetic diversity in island populations, while selection for reduced dispersal can increase population structure. Given that support for these generalities mostly comes from single-species analyses, assemblage-level comparisons are needed to clarify how (i) colonization affects the gene pools of interacting insular organisms, and (ii) patterns of genetic differentiation vary within assemblages of organisms. Here, we use genome-wide sequence data from ultraconserved elements (UCEs) to compare genetic diversity and population structure of mainland and island populations of nine ant species in coastal southern California with respect to genetic diversity and population structure. As expected, island populations (from Santa Cruz Island) had lower than expected heterozygosity and Watterson's theta compared to mainland populations (from the Lompoc Valley). Island populations, however, exhibited smaller genetic distances among samples, indicating less population subdivision and a higher capacity for dispersal compared to mainland populations. Within the focal assemblage, pairwise F<sub>st</sub> values revealed pronounced interspecific variation in mainland-island differentiation, which increases with gyne body size. Our results reveal differences in genetic diversity and population genetic structure across an assemblage of interacting species, and illuminate general patterns of insularization in ants. Compared to single-species studies, our analysis of nine species pairs from the same island-mainland system offers a powerful approach to studying fundamental evolutionary processes.</p>
Figure 1 in Unveiling the genetic diversity of bicolored-spined porcupines (Rodentia: Erethizontidae): a novel karyotype, population structuring, and evolutionary insights
Figure 1. Map of part of South America with collecting localities of C. bicolor specimens with sequences on the GenBank (Black circles), generated in the present study (triangle), others register of occurrences (white circles), and type locality (star). Gray area represents the Amazon Biome. ARG = Argentina, BOL = Bolivia, BRA = Brazil, PER = Peru.
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Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
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