Laurence Flori’s research while affiliated with Institut Agro Montpellier and other places

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Publications (107)


Fig. 1. a) Pictures of cattle from the island of Amsterdam island (credits: François Colas). b) Location map of cattle breeds included in the W50K data set. c) Results of the PCA of the W50K data set. Individuals are plotted on the first two principal components according to their coordinates. Ellipses characterize the dispersion of each breed around its centroid.
Fig. 2. The demographic history of the Amsterdam island cattle (TAF) population inferred from genotyping data (W50K data set). a) Admixture graph linking the TAF population with Indian Ocean Zebu (MAY and ZMA), Zebu breeds of Indian origin (GIR and NEL), AFT (NDA and LAG) and European taurine breeds (HOL and JE2) inferred with poolfstat (Gautier et al. 2022). Admixture events are indicated by dotted arrows. Estimates of branch lengths in drift units (×100) and admixture rates are given next to the corresponding edges with (approximate) blockjackknife 95% CI in brackets. This is the graph with the best fit (BIC 3.4 units lower than the graph with the second lowest BIC) among all possible ways of positioning TAF and JE2 on a scaffold graph reproducing the graph obtained by Magnier et al. (2022) to infer the history of Indian Ocean island populations. The Z-score for the worst fitting f-statistics, f 4 (HOL, JE2; MAY, NDA) is −2.02. b) Recent population size history (N e ) estimated with the program GONE (Santiago et al. 2020) for the TAF population analyzing the two samples collected in 1992 and 2006 separately and together. For each samples (with size, collection date and color code indicated in the legend box), the average N e trajectories (dashed line) and 95% confidence envelope estimated from blockjackknife sampling are plotted. The time scale has been transformed to calendar years assuming a 6-year generation time for cattle and accounting for each collection date. Census sizes obtained from historical records (see Table 2 in Micol and Jouventin 1995) are overlaid with black dots. The year of introduction of cattle to the island (1871) and the three (known) major events that led to sharp population declines in 1953 after an infectious disease outbreak (probably paratuberculosis, Lesel 1969) and in 1988 and 1993 after regulation culling are highlighted on the plot.
Fig. 3. Genetic diversity estimated with WGS data in the TAF populations and populations representative of its European taurine (JER and HOL) and Indian Ocean Zebus (ZMA and MAY) ancestry. a) Genome-wide nucleotide diversity (heterozygosity) of the 40 individuals ranked in increasing order and colored according to their population of origin. b) Site frequency spectrum estimated for the five breeds. c) Number of sites per population that are polymorphic (solid bars) and fixed (open bars) for the derived allele. d) Inbreeding levels, and partitioning of inbreeding in different HBD classes in the different populations. The color code indicates the rate R c of the HBD classes (i.e. the expected length of the HBD segments is equal to 1/R c Morgans, with smaller rates and darker colors corresponding to longer and more recent HBD segments).
Fig. 4. Genetic load in cattle populations. a) to c) Comparison of the SFS for intergenic (IG), synonymous (S), nonsynonymous (NS), and loss-of-function (LoF) variants in the three breeds. d) Ratio of heterozygous NS versus S genotypes per individual. e) R X/Y statistics for comparisons between TAF and other breeds for NS and LoF variants.
Fig. 6. Distribution of genomic prediction of individual height breeding values for each population based on the estimated effects of 105 known variants affecting stature in cattle (Bouwman et al. 2018) genotyped with our analyzed WGS data (n = 8 individuals per population).
Genomic Reconstruction of the Successful Establishment of a Feralized Bovine Population on the Subantarctic Island of Amsterdam
  • Article
  • Full-text available

June 2024

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152 Reads

Molecular Biology and Evolution

Mathieu Gautier

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Thierry Micol

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[...]

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Tom Druet

The feral cattle of the subantarctic island of Amsterdam provide an outstanding case study of a large mammalian population that was established by a handful of founders and thrived within a few generations in a seemingly inhospitable environment. Here, we investigated the genetic history and composition of this population using genotyping and sequencing data. Our inference showed an intense but brief founding bottleneck around the late 19th century and revealed contributions from European taurine and Indian Ocean zebu in the founder ancestry. Comparative analysis of whole genome sequences further revealed a moderate reduction in genetic diversity despite high levels of inbreeding. The brief and intense bottleneck was associated with high levels of drift, a flattening of the site frequency spectrum and a slight relaxation of purifying selection on mildly deleterious variants. Unlike some populations that have experienced prolonged reductions in effective population size, we did not observe any significant purging of highly deleterious variants. Interestingly, the population's success in the harsh environment can be attributed to pre-adaptation from their European taurine ancestry, suggesting no strong bioclimatic challenge, and also contradicting evidence for insular dwarfism. Genome scan for footprints of selection uncovered a majority of candidate genes related to nervous system function, likely reflecting rapid feralization driven by behavioral changes and complex social restructuring. The Amsterdam Island cattle offers valuable insights into rapid population establishment, feralization, and genetic adaptation in challenging environments. It also sheds light on the unique genetic legacies of feral populations, raising ethical questions according to conservation efforts.

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Genomic reconstruction of the successful establishment of a feralized bovine population on the subantarctic island of Amsterdam

November 2023

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35 Reads

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1 Citation

The feral cattle of the subantarctic island of Amsterdam provide an outstanding case study of a large mammalian population that was established by a handful of founders and thrived within a few generations in a seemingly inhospitable environment. Here, we investigated the genetic history and composition of this population using genotyping and sequencing data. Our inference showed an intense but brief founding bottleneck around the late 19 th century and revealed contributions from European taurine and Indian Ocean zebu in the founder ancestry. Comparative analysis of whole genome sequences further revealed a moderate reduction in genetic diversity despite high levels of inbreeding. The brief and intense bottleneck was associated with high levels of drift, a flattening of the site frequency spectrum and a slight relaxation of purifying selection on mildly deleterious variants. However, we did not observe any significant purge of highly deleterious variants. Interestingly, the population’s success in the harsh environment can be attributed to pre-adaptation from their European taurine ancestry, suggesting no strong bioclimatic challenge, and also contradicting evidence for insular dwarfism. Genome scan for footprints of selection uncovered a majority of candidate genes related to nervous system function, likely reflecting rapid feralization driven by behavioral changes and complex social restructuring. This unprecedented case study provides valuable insights into rapid population establishment, feralization, and genetic adaptation in challenging environments. It highlights the importance of preserving the unique genetic legacies of feral populations and raises ethical questions in the eyes of conservation efforts.





Whole blood transcriptome profiles of trypanotolerant and trypanosusceptible cattle highlight a differential modulation of metabolism and immune response during infection by Trypanosoma congolense

June 2022

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14 Reads

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2 Citations

Animal African trypanosomosis, caused by blood protozoan parasites transmitted mainly by tsetse flies, represents a major constraint for millions of cattle in sub-Saharan Africa. Exposed cattle include trypanosusceptible indicine breeds, severely affected by the disease, and West African taurine breeds called trypanotolerant owing to their ability to control parasite development, survive and grow in enzootic areas. Until now the genetic basis of trypanotolerance remains unclear. Here, to improve knowledge of the biological processes involved in trypanotolerance versus trypanosusceptibility, we identified bovine genes differentially expressed in five West African cattle breeds during an experimental infection by Trypanosoma congolense and their biological functions. To this end, whole blood genome-wide transcriptome of three trypanotolerant taurine breeds (N’Dama, Lagune and Baoulé), one susceptible zebu (Zebu Fulani) and one African taurine x zebu admixed breed (Borgou) were profiled by RNA sequencing at four time points, one before and three during infection. As expected, infection had a major impact on cattle blood transcriptome regardless of the breed. The functional analysis of differentially expressed genes over time in each breed confirmed an early activation of the innate immune response, followed by an activation of the humoral response and an inhibition of T cell functions at the chronic stage of infection. More importantly, we highlighted overlooked features, such as a strong disturbance in host metabolism and cellular energy production that differentiates trypanotolerant and trypanosusceptible breeds. N’Dama breed showed the earliest regulation of immune response, associated with a strong activation of cellular energy production, also observed in Lagune, and to a lesser extent in Baoulé. Susceptible Zebu Fulani breed differed from other breeds by the strongest modification in lipid metabolism regulation. Overall, this study provides a better understanding of the biological mechanisms at work during infection, especially concerning the interplay between immunity and metabolism that seems differentially regulated depending on the cattle breeds.


Figure 6. Unsupervised hierarchical clustering of the 2776 individuals of 77 breeds genotyped for 40,916 SNPs (WORLD-Set). Results for an inferred number of clusters k varying from 2 to 10 are shown. Each breed ID is coloured according to the breed geographic origin (i.e., in blue for Europe, in purple for America, in pink for the Caribbean, in yellow for Asia, in cyan for the Middle East, in light green for East Africa, and in dark green for South Africa).
List of the sheep breeds of the WORLD-Set considered in the current study.
Cont.
Pairwise genetic differentiation (Fst, lower triangular matrix) and gene flow (Nm, upper triangular matrix) among the Senegalese sheep breeds based on the polymorphisms of 44,321 SNPs.
Within-breed genetic diversity indices in 77 breeds estimated from different SNP datasets.
Analysis of the Genetic Diversity and Population Structure of Four Senegalese Sheep Breeds Using Medium-Density Single-Nucleotide Polymorphisms

June 2022

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347 Reads

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6 Citations

In Senegal, sheep breeds have adapted to their environment and play a key socio-economic role. This study aimed to explore the genetic diversity and structure of four Senegalese sheep breeds (Peul-peul, Djallonke, Touabire, and Ladoum) and their relationships with global sheep breeds. To that end, forty-seven sheep were genotyped using the OvineSNP50 BeadChip, and these genotypic data were analysed with those of 73 sheep breeds representative of worldwide ovine diversity (2729 animals). The average observed heterozygosity (Ho) ranged from 0.293 in Djallonke sheep to 0.339 in Touabire sheep. The estimated Fis values were low, ranging from 0.019 for Ladoum to 0.034 for Peul-peul sheep. The estimated Fst values were low (0.003–0.044) among the trypanosusceptible breeds (Peul-peul, Touabire, and Ladoum) but high between the previous breeds and the trypanotolerant Djallonke breed (0.075–0.116), indicating better genetic conservation of the Djallonke sheep. A principal component analysis revealed clustering of the Senegalese sheep breeds according to their geographic distribution. However, owing to genetic improvement practices, the introgression of Touabire sheep blood seems to have reshaped the genetic landscape of the trypanosusceptible sheep breeds in Senegal. The Senegalese sheep breeds showed lower genetic diversity than their presumed ancestral sheep breeds of the Middle East. They also presented some relatedness with Caribbean sheep breeds, which reveals their contribution to the global genetic diversity and to the development of Caribbean sheep breeds.


Fig. 3. Population size history (N e ) of MAY and ZMA populations estimated with GONE (Santiago et al. 2020). The average N e trajectories (dashed line) and 95% confidence envelope estimated from block-jackknife samples are plotted in green for ZMA and red for MAY. The time scale was transformed into calendar assuming a 6-year generation time for cattle and accounting for the difference in sampling time between ZMA (1990) and MAY (2016). The estimated timing of the admixture event (t ioz a ) that led to the common hybrid ancestor (named Indian Ocean Zebus in the main text) of MAY and ZMA is given in orange. The orange asterisk gives the likely splitting time (beginning of the 16th century, i.e., t S ' 80 generations before MAY sampling time) between MAY and ZMA roughly estimated from the separation of the two trajectories.
Fig. 4. Characterization of individual inbreeding levels in Mayotte and Madagascar breeds. a) Violin plots representing the distribution of inbreeding coefficients for the MAY (N ¼ 30) and ZMA (N ¼ 23) breeds, colored in pink and purple, respectively. b) Partitioning of individual genomes in different HBD classes. Each bar represents an individual and its total height the overall level of inbreeding. The height of the different stacks, which appear in different colors, represents the proportion of the genome associated with each HBD class, defined by their rate R k . c) Average proportion of individual genomes associated with different HBD classes for MAY (pink) and ZMA (purple) populations. Individual proportions of the genome associated with a specific HBD class are obtained by averaging the corresponding HBD-classes probabilities over all marker positions.
Fig. 5. Gene networks including candidate genes under selection detected in at least one iHS or Rsb test in the genome of breeds from Mayotte (a) and Madagascar (b)
The genetic history of Mayotte and Madagascar cattle breeds mirrors the complex pattern of human exchanges in Western Indian Ocean

February 2022

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122 Reads

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11 Citations

G3 Genes Genomes Genetics

Despite their central economic and cultural role, the origin of cattle populations living in Indian Ocean islands still remains poorly documented. Here, we unravel the demographic and adaptive histories of the extant Zebus from the Mayotte and Madagascar islands using high-density SNP genotyping data. We found that these populations are very closely related and both display a predominant indicine ancestry. They diverged in the 16th century at the arrival of European people who transformed the trade network in the area. Their common ancestral cattle population originates from an admixture between an admixed African zebu population and an Indian zebu that occurred around the 12th century at the time of the earliest contacts between human African populations of the Swahili corridor and Austronesian people from Southeast Asia in Comoros and Madagascar. A steep increase of the estimated population sizes from the beginning of the 16th to the 17th century coincides with the expansion of the cattle trade. By carrying out genome scans for recent selection in the two cattle populations from Mayotte and Madagascar, we identified sets of candidate genes involved in biological functions (cancer, skin structure and UV-protection, nervous system and behavior, organ development, metabolism and immune response) broadly representative of the physiological adaptation to tropical conditions. Overall, the origin of the cattle populations from Western Indian Ocean islands mirrors the complex history of human migrations and trade in this area.


Figure 6: Estimated f 3 statistics with their 95% confidence intervals for the allele count and 30X Pool-Seq data sets
Figure 10: Admixture graphs resulting from the positioning of BR-Pal onto the scaffold tree of native and Hawaiian populations (Figure 7a) with BIC less than 6 units higher than the BIC with the best fitting graph (within red box and represented in Figure 9B). For each population, the graph (as obtained with the function add.leaf) is displayed together with i) the worst fitted f-statistics and its associated Z-score; and ii) the difference of BIC of the graph with the graphs displaying the best fitting graph (∆ BIC ) as a measure of support. For all the graphs, the fitted edge lengths are in drift units (x1,000) since drift.scaling argument was set to TRUE. 25
Figure 12: Admixture graphs resulting from the positioning of US-Col, US-Nca, US-Sdi, US-Wat and US-Wis onto the am.scaf scaffold graph that relates the scaffold tree of native populations and BR-Pal and US-Sok (red frame). The best fitting graphs (as obtained with the function add.leaf) are displayed together with i) the worst fitted f-statistics and their associated Z-score; and ii) the difference of their BIC with respect to the graphs displaying the second lowest BIC (∆ BIC ) as a measure of support. The target populations are highlighted in yellow. For all the graphs, the fitted edge lengths are in drift units (x1,000) since drift.scaling argument was set to TRUE.
f ‐Statistics estimation and admixture graph construction with Pool‐Seq or allele count data using the R package poolfstat

November 2021

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288 Reads

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61 Citations

Molecular Ecology Resources

By capturing various patterns of the structuring of genetic variation across populations, f ‐statistics have proved highly effective for the inference of demographic history. Such statistics are defined as covariance of SNP allele frequency differences among sets of populations without requiring haplotype information and are hence particularly relevant for the analysis of pooled sequencing (Pool‐Seq) data. We here propose a reinterpretation of the F (and D) parameters in terms of probability of gene identity and derive from this unified definition unbiased estimators for both Pool‐Seq data and standard allele count data obtained from individual genotypes. We implemented these estimators in a new version of the R package poolfstat, which now includes a wide range of inference methods: (i) three‐population test of admixture; (ii) four‐population test of treeness; (iii) F4‐ratio estimation of admixture rates; and (iv) fitting, visualization and (semi‐automatic) construction of admixture graphs. A comprehensive evaluation of the methods implemented in poolfstat on both simulated Pool‐Seq (with various sequencing coverages and error rates) and allele count data confirmed the accuracy of these approaches, even for the most cost‐effective Pool‐Seq design involving relatively low sequencing coverages. We further analyzed a real Pool‐Seq data made of 14 populations of the invasive species Drosophila suzukii which allowed refining both the demographic history of native populations and the invasion routes followed by this emblematic pest. Our new package poolfstat provides the community with a user‐friendly and efficient all‐in‐one tool to unravel complex population genetic histories from large‐size Pool‐Seq or allele count SNP data.


The genetic history of Mayotte and Madagascar cattle breeds mirrors the complex pattern of human exchanges in Western Indian Ocean

October 2021

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57 Reads

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3 Citations

Despite their central economic and cultural role, the origin of cattle populations living in Indian Ocean islands still remains poorly documented. Here, we unravel the demographic and adaptive histories of the extant Zebus from the Mayotte and Madagascar islands using high-density SNP genotyping data. We found that these populations are very closely related and both display a predominant indicine ancestry. They diverged in the 16th century at the arrival of European people who transformed the trade network in the area. Their common ancestral cattle population originates from an admixture between an admixed African zebu population and an Indian zebu that occurred around the 12th century at the time of the earliest contacts between human African populations of the Swahili corridor and Austronesian people from Southeast Asia in Comoros and Madagascar. A steep increase of the estimated population sizes from the beginning of the 16th to the 17th century coincides with the expansion of the cattle trade. By carrying out genome scans for recent selection in the two cattle populations from Mayotte and Madagascar, we identified sets of candidate genes involved in biological functions (cancer, skin structure and UV-protection, nervous system and behavior, organ development, metabolism and immune response) broadly representative of the physiological adaptation to tropical conditions. Overall, the origin of the cattle populations from Western Indian Ocean islands mirrors the complex history of human migrations and trade in this area.


Citations (34)


... The separation of animals into breeds, followed by the discovery of better rams and their disproportionate genetic contribution through artificial insemination, has increased the rate of genetic gain for productive attributes during the previous few hundred years. Numerous genetic exchanges have taken place during the evolution of contemporary breeds, as evidenced by the high haplotype sharing and relatively short divergence times across breeds (Missohou et al. 2022). A population size of more than 300 has been maintained by around 75% of contemporary sheep breeds. ...

Reference:

Domestication and Genetic Diversity Analysis of Several Sheep Breeds in China
Analysis of the Genetic Diversity and Population Structure of Four Senegalese Sheep Breeds Using Medium-Density Single-Nucleotide Polymorphisms

... GONE (Santiago et al. 2020) has been tested extensively in silico (Novo, Santiago, and Caballero 2022;Novo et al. 2023a;Reid and Pinsky 2022;Santiago et al. 2020;Saura et al. 2021), and also experimental populations have recently been used to test its robustness (Novo et al. 2023b). The method has meanwhile been applied to a variety of species and populations of domesticated and wild species (e.g., Alvarez-Estape et al. 2023;Iijima et al. 2023;Magnier et al. 2022;Wersebe and Weider 2023). The advantage of using domesticated species is that their history is often known in great detail, which allows testing the accuracy of the method, and test the sensitivity of specific assumptions. ...

The genetic history of Mayotte and Madagascar cattle breeds mirrors the complex pattern of human exchanges in Western Indian Ocean

G3 Genes Genomes Genetics

... /2025 frequency estimates. The theoretical and analytical frameworks existing in Pool-seq, a population genetic tool which involves sequencing a pooled mixture of DNA from multiple individuals together in a cost-effective way to infer genetic metrics without needing individual genotyping, can be adapted towards eDNA-based population studies in the future (Czech et al., 2024;Gautier et al., 2013Gautier et al., , 2022. ...

f ‐Statistics estimation and admixture graph construction with Pool‐Seq or allele count data using the R package poolfstat

Molecular Ecology Resources

... We propose that the phylogeographic pattern is the result of ancient population bottlenecks and recent introgressions ( Figure 2). The Y-chromosomal link between Madagascar and Asia is in line with the genomic composition of the Malagasy zebu (Magnier et al., 2022) and the Austronesian origin of the Malagasy language. ...

The genetic history of Mayotte and Madagascar cattle breeds mirrors the complex pattern of human exchanges in Western Indian Ocean

... only a few programs can handle allele count data for example, Popoolation 471(Kofler et al., 2011) and CRISP(Bansal, 2010) for SNP calling, Plink(Chang et al., 472 2015;Purcell et al., 2007) and the R package poolfstat(Gautier et al., 2021; Hivert et al., 473 2018) for population genetics or GEMMA(Zhou and Stephens, 2012) and LDAK(Speed 474 et al., 2020) for association studies. However, when considering eusocial insects from the 475 same colony as a pool we might break underlying assumptions made by these models.476In ...

f -statistics estimation and admixture graph construction with Pool-Seq or allele count data using the R package poolfstat

... Inbreeding, resulting from the mating of related individuals, is associated with deleterious effects in fitness traits. This is known as inbreeding depression 1,2 . Therefore, the selection process leads to an inevitable increase in inbreeding over the generations and breeders have to deal with inbreeding depression on traits of interest 3 . ...

Genomic Footprints of Recovery in the European Bison
  • Citing Article
  • February 2020

Journal of Heredity

... For the detection of ROH, a model-based approach in the RZooRoH [22][23][24] with multiple homozygous-by-descent (HBD) classes (R = 2, 4,8,16,32,64) and one non-HBD class (R = 128) was used. The model parameters were set according to the recommendations provided by Bertrand et al. [22]. ...

RZooRoH : An R package to characterize individual genomic autozygosity and identify homozygous-by-descent segments
  • Citing Article
  • February 2019

... CTNNA3 plays a crucial role in the formation of cell-cell adhesion complexes, potentially influencing milk production, milk protein content percentage, milk protein yield, milk fat content percentage, and milk fat yield through its role in mammary gland development [92]. CTNNA2, found to be positively selected in the Gir dairy breed [93], plays a role in the development of the nervous system and has also shown association with climate adaptation in Mediterranean cattle [94]. The ROBO1 gene is enriched in GO terms related to 'cell adhesion' and 'migration' , potentially impacting fertility and ovarian health [95]. ...

A genomic map of climate adaptation in Mediterranean cattle breeds
  • Citing Article
  • December 2018

Molecular Ecology

... The European bison is a species of unclear and debated origin (Grange et al., 2018;Massilani et al., 2016;Palacio et al., 2017;Soubrier et al., 2016;Spassov, 2016) with a complex history of local extirpations and expansions during the Late Pleistocene (Kowalczyk & Plumb, 2022). The timing of population replacements between steppe and European bison was correlated with major paleoenvironmental shifts (Soubrier et al., 2016). ...

The Evolution and Population Diversity of Bison in Pleistocene and Holocene Eurasia: Sex Matters

... Similarly, caprine breeds like Barcha, Beni Arous, Daraa, Ghazalia, El Hamra, and Noir contribute to this diverse landscape. Meanwhile, cattle breeds like Brune de l'Atlas, Oulmès-Zaer, Tidili, and other imported breeds (like Holstein and Montbeliarde) are more prevalent in cultivated areas, highlighting the adaptability of Morocco's livestock to diverse environments (Boushaba et al., 2019). Camel breeds, including Marmouri, Guerzni, Khouari, and Jbeli, thrive in specific niches (Julien et al., 2021). ...

Genetic diversity and relationships among six local cattle populations in semi-arid areas assessed by a bovine medium-density single nucleotide polymorphism data

animal