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Guillenea A, Lund MS, Evans R, Boerner V, Karaman E. A breed-of-origin of alleles model that includes crossbred data improves predictive ability for crossbred animals in a multi-breed population. Genet Sel Evol 2023; 55:34. [PMID: 37189059 PMCID: PMC10184430 DOI: 10.1186/s12711-023-00806-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Accepted: 04/24/2023] [Indexed: 05/17/2023] Open
Abstract
BACKGROUND Recently, crossbred animals have begun to be used as parents in the next generations of dairy and beef cattle systems, which has increased the interest in predicting the genetic merit of those animals. The primary objective of this study was to investigate three available methods for genomic prediction of crossbred animals. In the first two methods, SNP effects from within-breed evaluations are used by weighting them by the average breed proportions across the genome (BPM method) or by their breed-of-origin (BOM method). The third method differs from the BOM in that it estimates breed-specific SNP effects using purebred and crossbred data, considering the breed-of-origin of alleles (BOA method). For within-breed evaluations, and thus for BPM and BOM, 5948 Charolais, 6771 Limousin and 7552 Others (a combined population of other breeds) were used to estimate SNP effects separately within each breed. For the BOA, the purebreds' data were enhanced with data from ~ 4K, ~ 8K or ~ 18K crossbred animals. For each animal, its predictor of genetic merit (PGM) was estimated by considering the breed-specific SNP effects. Predictive ability and absence of bias were estimated for crossbreds and the Limousin and Charolais animals. Predictive ability was measured as the correlation between PGM and the adjusted phenotype, while the regression of the adjusted phenotype on PGM was estimated as a measure of bias. RESULTS With BPM and BOM, the predictive abilities for crossbreds were 0.468 and 0.472, respectively, and with the BOA method, they ranged from 0.490 to 0.510. The performance of the BOA method improved as the number of crossbred animals in the reference increased and with the use of the correlated approach, in which the correlation of SNP effects across the genome of the different breeds was considered. The slopes of regression for PGM on adjusted phenotypes for crossbreds showed overdispersion of the genetic merits for all methods but this bias tended to be reduced by the use of the BOA method and by increasing the number of crossbred animals. CONCLUSIONS For the estimation of the genetic merit of crossbred animals, the results from this study suggest that the BOA method that accommodates crossbred data can yield more accurate predictions than the methods that use SNP effects from separate within-breed evaluations.
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Affiliation(s)
- Ana Guillenea
- Center for Quantitative Genetics and Genomics, Aarhus University, 8000, Aarhus C, Denmark.
| | - Mogens Sandø Lund
- Center for Quantitative Genetics and Genomics, Aarhus University, 8000, Aarhus C, Denmark
| | - Ross Evans
- ICBF, Link Road, Carrigrohane, Ballincollig, Co. Cork, P31 D452, Ireland
| | - Vinzent Boerner
- Center for Quantitative Genetics and Genomics, Aarhus University, 8000, Aarhus C, Denmark
| | - Emre Karaman
- Center for Quantitative Genetics and Genomics, Aarhus University, 8000, Aarhus C, Denmark
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Weigend S, Romanov M. Current strategies for the assessment and evaluation of genetic diversity in chicken resources. WORLD POULTRY SCI J 2019. [DOI: 10.1079/wps20010020] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Affiliation(s)
- S. Weigend
- Institute for Animal Science and Animal Behaviour, Mariensee, Federal Agricultural Research Centre (FAL), 31535 Neustadt, Germany
| | - M.N. Romanov
- Poultry Research Institute (UAAS), Borky, Zmiiv District, Kharkiv Region 63421, Ukraine
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D’Andrea M, Pariset L, Matassino D, Valentini A, Lenstra JA, Maiorano G, Pilla F. Genetic characterization and structure of the Italian Podolian cattle breed and its relationship with some major European breeds. ITALIAN JOURNAL OF ANIMAL SCIENCE 2017. [DOI: 10.4081/ijas.2011.e54] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Affiliation(s)
- Mariasilvia D’Andrea
- Dipartimento Scienze Animali Vegetali e dell’Ambiente, Università del Molise , Campobasso, Italy
| | - Lorraine Pariset
- Dipartimento di Produzioni Animali, Università della Tuscia , Viterbo, Italy
| | - Donato Matassino
- Consorzio per la Sperimentazione, Divulgazione e Applicazione di Biotecniche Innovative , Benevento, Italy
| | - Alessio Valentini
- Dipartimento di Produzioni Animali, Università della Tuscia , Viterbo, Italy
| | | | - Giuseppe Maiorano
- Dipartimento Scienze Animali Vegetali e dell’Ambiente, Università del Molise , Campobasso, Italy
| | - Fabio Pilla
- Dipartimento Scienze Animali Vegetali e dell’Ambiente, Università del Molise , Campobasso, Italy
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Vohra V, Sodhi M, Niranjan SK, Mishra AK, Chopra A, Kumar M, Joshi BK. Characterization of rare migratory cattle and evaluation of its phylogeny using short-tandem-repeat-based markers. JOURNAL OF APPLIED ANIMAL RESEARCH 2017. [DOI: 10.1080/09712119.2016.1194843] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Affiliation(s)
- Vikas Vohra
- Animal Genetic Resource Division, ICAR-National Bureau of Animal Genetic Resources, Karnal, Haryana, India
| | - Monika Sodhi
- Animal Genetic Resource Division, ICAR-National Bureau of Animal Genetic Resources, Karnal, Haryana, India
| | - S. K. Niranjan
- Animal Genetic Resource Division, ICAR-National Bureau of Animal Genetic Resources, Karnal, Haryana, India
| | - A. K. Mishra
- Animal Genetic Resource Division, ICAR-National Bureau of Animal Genetic Resources, Karnal, Haryana, India
| | - Alka Chopra
- Animal Biotechnology Division, ICAR-National Dairy Research Institute, Karnal, Haryana, India
| | - Manoj Kumar
- Dairy Cattle Breeding Division, ICAR-National Dairy Research Institute, Karnal, Haryana, India
| | - B. K. Joshi
- Animal Genetic Resource Division, ICAR-National Bureau of Animal Genetic Resources, Karnal, Haryana, India
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Genetic characterization and founder effect analysis of recently introduced Salers cattle breed population. Animal 2016; 11:24-32. [PMID: 27278345 DOI: 10.1017/s1751731116001063] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Salers are a native French breed used for beef and dairy production that has expanded to all the continents. The Salers breed was introduced to the north of Spain in 1985 with only 15 individuals from France and has successfully increased to over 20 000 animals. Although over time new animals have been imported from France for breeding, it is possible that the limiting number of founder animals could have resulted in a reduction of the genetic diversity found in Spanish Salers. Thus, the purpose of the present study has been to characterize the genetic diversity of Salers breed in Spain and evaluate a possible founder effect due to reduced number of the first reproducers. A total of 403 individuals from 12 Salers herds were analyzed using 12 microsatellite markers and compared with phylogenetically and geographically close related Blonde d'Aquitaine, Limousin and Charolais French breeds but also other 16 European breeds. Microsatellites in Salers were polymorphic, with a mean allelic richness of 5.129 and an expected heterozygosity of 0.621 across loci (0.576 to 0.736 among all breeds). Average observed heterozygosity was 0.618. All the loci fit the Hardy-Weinberg (HW) equilibrium except TGLA227 locus due to a significant deficit of heterozygotes in only one of the herds, probably attributable to a sampling effect. When all loci were combined, Salers inbreeding coefficient did not differ statistically from 0 (F IS=0.005), indicating not significant excess or deficit of heterozygotes (P=0.309). Based in allelic distribution, Salers revealed a frequency of 0.488 in BM2113-131 and 0.064 in BM2113-143 diagnostic alleles, which are specific to the African zebu. These zebu alleles are also found in some French breeds, supported by STR data previously postulated hypothesis of a migration route through Mediterranean route by which North African cattle may have left a genetic signature in southern Europe. Phylogenetic tree and population structure analyses could unambiguously differentiate Salers cattle from the other populations and 10% of the total genetic variability could be attributed to differences among breeds (mean R ST=0.105; P<0.01). Mutation-drift equilibrium tests (sign test and Wilcoxon's sign rank test) were in correspondence to the absence of founder effect when Bonferroni was applied. Gene diversity previously reported in French Salers was comparable with the observed in our population. Thus, high genetic diversity in Spanish Salers highlights the resources of this population, which looks toward future breeding and selection programs.
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Jeong HS, Kim DW, Chun SY, Sung S, Kim HJ, Cho S, Kim H, Oh SJ. Native Pig and Chicken Breed Database: NPCDB. ASIAN-AUSTRALASIAN JOURNAL OF ANIMAL SCIENCES 2014; 27:1394-8. [PMID: 25178289 PMCID: PMC4150170 DOI: 10.5713/ajas.2014.14059] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/23/2014] [Revised: 04/01/2014] [Accepted: 05/01/2014] [Indexed: 11/27/2022]
Abstract
Indigenous (native) breeds of livestock have higher disease resistance and adaptation to the environment due to high genetic diversity. Even though their extinction rate is accelerated due to the increase of commercial breeds, natural disaster, and civil war, there is a lack of well-established databases for the native breeds. Thus, we constructed the native pig and chicken breed database (NPCDB) which integrates available information on the breeds from around the world. It is a nonprofit public database aimed to provide information on the genetic resources of indigenous pig and chicken breeds for their conservation. The NPCDB (http://npcdb.snu.ac.kr/) provides the phenotypic information and population size of each breed as well as its specific habitat. In addition, it provides information on the distribution of genetic resources across the country. The database will contribute to understanding of the breed’s characteristics such as disease resistance and adaptation to environmental changes as well as the conservation of indigenous genetic resources.
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Affiliation(s)
- Hyeon-Soo Jeong
- C&K Genomics, Seoul National University Research Park, Seoul 151-919, Korea
| | - Dae-Won Kim
- C&K Genomics, Seoul National University Research Park, Seoul 151-919, Korea
| | - Se-Yoon Chun
- C&K Genomics, Seoul National University Research Park, Seoul 151-919, Korea
| | - Samsun Sung
- C&K Genomics, Seoul National University Research Park, Seoul 151-919, Korea
| | - Hyeon-Jeong Kim
- C&K Genomics, Seoul National University Research Park, Seoul 151-919, Korea
| | - Seoae Cho
- C&K Genomics, Seoul National University Research Park, Seoul 151-919, Korea
| | - Heebal Kim
- C&K Genomics, Seoul National University Research Park, Seoul 151-919, Korea
| | - Sung-Jong Oh
- Department of Animal Biotechnology, Jeju National University, Jeju 690-756, Korea
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Choi TJ, Lee SS, Yoon DH, Kang HS, Kim CD, Hwang IH, Kim CY, Jin X, Yang CG, Seo KS. Determination of Genetic Diversity among Korean Hanwoo Cattle Based on Physical Characteristics. ASIAN-AUSTRALASIAN JOURNAL OF ANIMAL SCIENCES 2012; 25:1205-15. [PMID: 25049682 PMCID: PMC4092936 DOI: 10.5713/ajas.2012.12124] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/06/2012] [Revised: 06/04/2012] [Accepted: 04/30/2012] [Indexed: 12/04/2022]
Abstract
This study was conducted to establish genetic criteria for phenotypic characteristics of Hanwoo cattle based on allele frequencies and genetic variance analysis using microsatellite markers. Analysis of the genetic diversity among 399 Hanwoo cattle classified according to nose pigmentation and coat color was carried out using 22 microsatellite markers. The results revealed that the INRA035 locus was associated with the highest Fis (0.536). Given that the Fis value for the Hanwoo INRA035 population ranged from 0.533 (white) to 1.000 (white spotted), this finding was consistent with the loci being fixed in Hanwoo cattle. Expected heterozygosities of the Hanwoo groups classified by coat colors and degree of nose pigmentation ranged from 0.689±0.023 (Holstein) to 0.743±0.021 (nose pigmentation level of d). Normal Hanwoo and animals with a mixed white coat showed the closest relationship because the lowest DA value was observed between these groups. However, a pair-wise differentiation test of Fst showed no significant difference among the Hanwoo groups classified by coat color and degree of nose pigmentation (p<0.01). Moreover, results of the neighbor-joining tree based on a DA genetic distance matrix within 399 Hanwoo individuals and principal component analyses confirmed that different groups of cattle with mixed coat color and nose pigmentation formed other specific groups representing Hanwoo genetic and phenotypic characteristics. The results of this study support a relaxation of policies regulating bull selection or animal registration in an effort to minimize financial loss, and could provide basic information that can be used for establishing criteria to classify Hanwoo phenotypes.
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Affiliation(s)
| | | | - D. H. Yoon
- Department of Animal Science, Kyungpook National University, 386 Gajang-dong Sangju, Kyungpook, 742-711,
Korea
| | - H. S. Kang
- Department of Animal Science and Technology, Sunchon National University, Sunchon, 540-742,
Korea
| | | | - I. H. Hwang
- Department of Animal Science, Chonbuk National Univ., 567 Baekje-daero Deokjin-gu Jeonju, Jeollabuk-do 561-756,
Korea
| | - C. Y. Kim
- Hanwoo Improvement Center, National Agricultural Cooperative Federation, 6-10 Wonbul-ri Unsan-Myun Seosan, Chungcheongnam-do, 356-831,
Korea
| | - X. Jin
- College of Agriculture, Yanbian University, Park Road 977 133002 Yanji, Jilin,
China
| | - C. G. Yang
- College of Agriculture, Yanbian University, Park Road 977 133002 Yanji, Jilin,
China
| | - K. S. Seo
- Department of Animal Science and Technology, Sunchon National University, Sunchon, 540-742,
Korea
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Sodhi M, Mukesh M, Mishra BP, Ahlawat SPS, Prakash B, Sobti RC. Microsatellite analysis of genetic population structure of zebu cattle (Bos indicus) breeds from north-western region of India. Anim Biotechnol 2011; 22:16-29. [PMID: 21328102 DOI: 10.1080/10495398.2011.536091] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
The present study aims to understand the existing genetic diversity and structure of six native cattle breeds (Rathi, Tharparkar, Nagori, Mewati, Gir, and Kankrej) adapted to the north-western arid and semi-arid region of India based on microsatellite loci. Various diversity estimates, mean number of alleles (12.84); effective number of alleles (5.02); gene diversity (0.769), and observed heterozygosity (0.667) reflected the existence of substantial within-breed diversity in all the investigated cattle breeds. Mean estimates of F-statistics: F(IT) = 0.144 ± 0.023, F(IS) = 0.071 ± 0.021, and F(ST) = 0.078 ± 0.014 were significantly different from zero (P < 0.05). The interbreed relationships indicated moderate level of breed differentiation between the six cattle breeds with least differentiation between Kankrej-Mewati pair. The phylogeny structuring further supported close grouping of Kankrej and Mewati breeds. Correspondence analysis plotted Rathi, Tharparkar, and Gir individuals into three separate areas of multivariate space; whereas, Kankrej, Mewati, and Nagori cattle showed low breed specific clustering. This reflected the existence of discrete genetic structure for Tharparkar, Rathi, and Gir, the prominent dairy breeds of the region; whereas, admixture was observed for Kankrej, Mewati, and Nagori individuals.
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Affiliation(s)
- Monika Sodhi
- Cattle Genomics Lab, National Bureau of Animal Genetic Resources, Karnal, Haryana, India.
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Ripoli M, Rogberg-Muñoz A, Lirón J, Francisco E, Villegas-Castagnasso E, Peral-Garcia P, Giovambattista G. History and selection imprinting on genetic relationships among bovine breeds analyzed trough five genes related with marbling. Res Vet Sci 2011; 90:245-52. [DOI: 10.1016/j.rvsc.2010.06.019] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2009] [Revised: 06/09/2010] [Accepted: 06/14/2010] [Indexed: 11/29/2022]
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10
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Amigues Y, Boitard S, Bertrand C, SanCristobal M, Rocha D. Genetic characterization of the Blonde d’Aquitaine cattle breed using microsatellite markers and relationship with three other French cattle populations. J Anim Breed Genet 2011; 128:201-8. [DOI: 10.1111/j.1439-0388.2010.00890.x] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Lin BZ, Sasazaki S, Mannen H. Genetic diversity and structure in Bos taurus and Bos indicus populations analyzed by SNP markers. Anim Sci J 2010; 81:281-9. [PMID: 20597883 DOI: 10.1111/j.1740-0929.2010.00744.x] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
The purpose of this study was to assess genetic diversity, phylogenetic relationship and population structure among nine Eurasian cattle populations using 58 single nucleotide polymorphism (SNP) markers. The calculated distribution of minor allele frequencies and heterozygosities suggested that the genetic diversity of Bos indicus populations was lower than that of Bos taurus populations. Phylogenetic analyses revealed the main divergence between the Bos taurus and Bos indicus populations, and subsequently between Asian and European populations. By principal components analysis, the Bos taurus and Bos indicus populations were clearly distinguished with PC1 (61.1%); however, six Bos taurus populations clustered loosely and the partial separation between European and Asian groups was observed by PC2 (12.5%). The structure analysis was performed using the STRUCTURE program. Distinct separation between Bos taurus and Bos indicus was shown at K = 2, and that between European and Asian populations at K = 3. At K = 4, 5 and 6, Mongolian population showed an admixture pattern with different ancestry of Asian and European cattle. At K = 7, all Bos taurus populations showed each cluster with little proportion of admixture. In conclusion, 58 SNP markers in this study could sufficiently estimate the genetic diversity, relationship and structure for nine Eurasian cattle populations, especially by analyses of principal components and STRUCTURE.
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Affiliation(s)
- Bang Zhong Lin
- Laboratory of Animal Breeding and Genetics, Graduate School of Agricultural Science, Kobe University, Nada, Kobe, Japan
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Gautier M, Laloë D, Moazami-Goudarzi K. Insights into the genetic history of French cattle from dense SNP data on 47 worldwide breeds. PLoS One 2010; 5. [PMID: 20927341 PMCID: PMC2948016 DOI: 10.1371/journal.pone.0013038] [Citation(s) in RCA: 139] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2010] [Accepted: 09/06/2010] [Indexed: 01/19/2023] Open
Abstract
Background Modern cattle originate from populations of the wild extinct aurochs through a few domestication events which occurred about 8,000 years ago. Newly domesticated populations subsequently spread worldwide following breeder migration routes. The resulting complex historical origins associated with both natural and artificial selection have led to the differentiation of numerous different cattle breeds displaying a broad phenotypic variety over a short period of time. Methodology/Principal Findings This study gives a detailed assessment of cattle genetic diversity based on 1,121 individuals sampled in 47 populations from different parts of the world (with a special focus on French cattle) genotyped for 44,706 autosomal SNPs. The analyzed data set consisted of new genotypes for 296 individuals representing 14 French cattle breeds which were combined to those available from three previously published studies. After characterizing SNP polymorphism in the different populations, we performed a detailed analysis of genetic structure at both the individual and population levels. We further searched for spatial patterns of genetic diversity among 23 European populations, most of them being of French origin, under the recently developed spatial Principal Component analysis framework. Conclusions/Significance Overall, such high throughput genotyping data confirmed a clear partitioning of the cattle genetic diversity into distinct breeds. In addition, patterns of differentiation among the three main groups of populations—the African taurine, the European taurine and zebus—may provide some additional support for three distinct domestication centres. Finally, among the European cattle breeds investigated, spatial patterns of genetic diversity were found in good agreement with the two main migration routes towards France, initially postulated based on archeological evidence.
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Genetic Variability and Linkage Disequilibrium Patterns in the Bovine DNAJA1 Gene. Mol Biotechnol 2009; 44:190-7. [DOI: 10.1007/s12033-009-9228-y] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
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Application DNA Fingerprint Analysis for Identification of Mixed Groups of Siberian Sturgeon ( Acipenser Baeri Brandt). ACTA ACUST UNITED AC 2009. [DOI: 10.2478/v10020-009-0016-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Dayo GK, Thevenon S, Berthier D, Moazami-Goudarzi K, Denis C, Cuny G, Eggen A, Gautier M. Detection of selection signatures within candidate regions underlying trypanotolerance in outbred cattle populations. Mol Ecol 2009; 18:1801-13. [PMID: 19302350 DOI: 10.1111/j.1365-294x.2009.04141.x] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Breeding indigenous African taurine cattle tolerant to trypanosomosis is a straightforward approach to control costs generated by this disease. A recent study identified quantitative trait loci (QTL) underlying trypanotolerance traits in experimental crosses between tolerant N'Dama and susceptible Boran zebu cattle. As trypanotolerance is thought to result from local adaptation of indigenous cattle breeds, we propose an alternative and complementary approach to study the genetic architecture of this trait, based on the identification of selection signatures within QTL or candidate genes. A panel of 92 microsatellite markers was genotyped on 509 cattle belonging to four West African trypanotolerant taurine breeds and 10 trypanosusceptible European or African cattle breeds. Some of these markers were located within previously identified QTL regions or candidate genes, while others were chosen in regions assumed to be neutral. A detailed analysis of the genetic structure of these different breeds was carried out to confirm a priori grouping of populations based on previous data. Tests based on the comparison of the observed heterozygosities and variances in microsatellite allelic size among trypanotolerant and trypanosusceptible breeds led to the identification of two significantly less variable microsatellite markers. BM4440, one of these two outlier loci, is located within the confidence interval of a previously described QTL underlying a trypanotolerance-related trait. Detection of selection signatures appears to be a straightforward approach for unravelling the molecular determinism of trypanosomosis pathogenesis. We expect that a whole genome approach will help confirm these results and achieve a higher resolving power.
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Affiliation(s)
- G-K Dayo
- Institut de Recherche pour le Développement, Unité Mixte de Recherche Trypanosomes, TA A-17/A Campus international de Baillarguet, Montpellier cedex 5, France
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Jombart T, Pontier D, Dufour AB. Genetic markers in the playground of multivariate analysis. Heredity (Edinb) 2009; 102:330-41. [PMID: 19156164 DOI: 10.1038/hdy.2008.130] [Citation(s) in RCA: 225] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Multivariate analyses such as principal component analysis were among the first statistical methods employed to extract information from genetic markers. From their early applications to current innovations, these approaches have proven to be efficient for the analysis of the genetic variability in various contexts such as human genetics, conservation and adaptation studies. However, because multivariate analysis is a wide and diversified area of statistics, choosing a method appropriate to both the data and to the question being asked can be difficult. Moreover, some particularities of genetic markers need to be taken into account when using multivariate methods. As a consequence, multivariate analyses are often used as black boxes, which results in frequent mistakes in the literature. In this review, we provide a critical analysis of the application of multivariate methods to genetic markers, using a general framework that unifies all these methods for the sake of clarity. First, we focus on some common mistakes in these applications and ways to avoid these pitfalls. We then detail the most critical particularities of allele frequencies that demand adaptations of multivariate methods, and we propose solutions to the subsequent problems. Finally, we tackle several questions of interest in which multivariate analysis has a great role to play, such as the study of the typological coherence of different genetic markers, or the investigation of spatial genetic patterns.
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Genetic Diversity and Structure of Two Prominent Zebu Cattle Breeds Adapted to the Arid Region of India Inferred from Microsatellite Polymorphism. Biochem Genet 2008; 46:124-36. [DOI: 10.1007/s10528-007-9135-5] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2006] [Accepted: 10/12/2007] [Indexed: 10/22/2022]
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Gautier M, Faraut T, Moazami-Goudarzi K, Navratil V, Foglio M, Grohs C, Boland A, Garnier JG, Boichard D, Lathrop GM, Gut IG, Eggen A. Genetic and haplotypic structure in 14 European and African cattle breeds. Genetics 2007; 177:1059-70. [PMID: 17720924 PMCID: PMC2034613 DOI: 10.1534/genetics.107.075804] [Citation(s) in RCA: 116] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2007] [Accepted: 08/16/2007] [Indexed: 01/08/2023] Open
Abstract
To evaluate and compare the extent of LD in cattle, 1536 SNPs, mostly localized on BTA03, were detected in silico from available sequence data using two different methods and genotyped on samples from 14 distinct breeds originating from Europe and Africa. Only 696 SNPs could be validated, confirming the importance of trace-quality information for the in silico detection. Most of the validated SNPs were informative in several breeds and were used for a detailed description of their genetic structure and relationships. Results obtained were in agreement with previous studies performed on microsatellite markers and using larger samples. In addition, the majority of the validated SNPs could be mapped precisely, reaching an average density of one marker every 311 kb. This allowed us to analyze the extent of LD in the different breeds. Decrease of LD with physical distance across breeds revealed footprints of ancestral LD at short distances (<10 kb). As suggested by the haplotype block structure, these ancestral blocks are organized, within a breed, into larger blocks of a few hundred kilobases. In practice, such a structure similar to that already reported in dogs makes it possible to develop a chip of <300,000 SNPs, which should be efficient for mapping purposes in most cattle breeds.
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Affiliation(s)
- Mathieu Gautier
- INRA, UR339 Laboratoire de Génétique Biochimique et Cytogénétique, F-78350 Jouy-en-Josas, France.
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Laloë D, Jombart T, Dufour AB, Moazami-Goudarzi K. Consensus genetic structuring and typological value of markers using multiple co-inertia analysis. Genet Sel Evol 2007. [DOI: 10.1051/gse:2007021] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
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Sodhi M, Mukesh M, Prakash B, Mishra BP, Sobti RC, Singh KP, Ahlawat SP. Microsatellite Marker Based Characterization of Genetic Diversity in Kankrej Cattle. JOURNAL OF APPLIED ANIMAL RESEARCH 2007. [DOI: 10.1080/09712119.2007.9706651] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/15/2022]
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21
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Negrini R, Nijman IJ, Milanesi E, Moazami-Goudarzi K, Williams JL, Erhardt G, Dunner S, Rodellar C, Valentini A, Bradley DG, Olsaker I, Kantanen J, Ajmone-Marsan P, Lenstra JA. Differentiation of European cattle by AFLP fingerprinting. Anim Genet 2007; 38:60-6. [PMID: 17257190 DOI: 10.1111/j.1365-2052.2007.01554.x] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The Neolithic introduction of domestic cattle into Europe was followed by differential adaptation, selection, migration and genetic isolation, leading ultimately to the emergence of specialized breeds. We have studied the differentiation of European cattle by amplified fragment length polymorphism (AFLP) fingerprinting. Combining AFLP data sets from two laboratories yielded 81 biallelic polymorphic markers scored in 19-22 individual animals from 51 breeds. Model-based clustering differentiated Podolian cattle as well as French and Alpine breeds from other European cattle. AFLP genetic distances correlated well with microsatellite-based genetic distances calculated for the same breeds. However, the AFLP data emphasized the divergence of taurine and indicine cattle relative to the variation among European breeds and indicated an Eastern influence on Italian and Hungarian Podolian breeds. This probably reflects import from the East after the original introduction of domestic cattle into Europe. Our data suggest that Italian cattle breeds are relatively diverse at the DNA sequence level.
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Affiliation(s)
- R Negrini
- Institute of Zootechnics, Catholic University of Sacred Heart, Piacenza, Italy
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22
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Abstract
Two methods have been developed for the assessment of conservation priorities on the basis of molecular markers. According to the Weitzman approach, contributions to genetic diversity are derived from genetic distances between populations. Alternatively, diversity within and across populations is optimized by minimizing marker-estimated kinships. We have applied, for the first time, both methods to a comprehensive data set of 69 European cattle breeds, including all cosmopolitan breeds and several local breeds, for which genotypes of 30 microsatellite markers in 25-50 animals per breed have been obtained. Both methods were used to calculate the gain in diversity if a breed was added to a set of nine non-endangered breeds. Weitzman-derived diversities were confounded by genetic drift in isolated populations, which dominates the genetic distances but does not necessarily increase the conservation value of a breed. Marker-estimated kinships across populations were less disturbed by genetic drift than the Weitzman diversities and assigned high conservation values to Mediterranean breeds, which indeed have genetic histories that differ from the non-endangered breeds. Prospects and limitations of marker-assisted decisions on conservation priorities are discussed.
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Sodhi M, Mukesh M, Bhatia S. Characterizing Nali and Chokla sheep differentiation with microsatellite markers. Small Rumin Res 2006. [DOI: 10.1016/j.smallrumres.2005.04.032] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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24
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Kumar S, Gupta J, Kumar N, Dikshit K, Navani N, Jain P, Nagarajan M. Genetic variation and relationships among eight Indian riverine buffalo breeds. Mol Ecol 2006; 15:593-600. [PMID: 16499687 DOI: 10.1111/j.1365-294x.2006.02837.x] [Citation(s) in RCA: 64] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Twenty-seven microsatellite loci were used to define genetic variation and relationships among eight Indian riverine buffalo breeds. The total number of alleles ranged from 166 in the Toda breed to 194 each in the Mehsana and the Murrah. Significant departures from the Hardy-Weinberg equilibrium were observed for 26 locus-breed combinations due to heterozygote deficiency. Breed differentiation was analysed by estimation of F(ST) index (values ranging from 0.75% to 6.00%) for various breed combinations. The neighbour-joining tree constructed from chord distances, multidimensional scaling (MDS) display of F(ST) values and Bayesian clustering approach consistently identified the Toda, Jaffarabadi, and Pandharpuri breeds as one lineage each, and the Bhadawari, Nagpuri, Surati, Mehsana and Murrah breeds as admixture. Analysis of molecular variance refuted the earlier classification of these breeds proposed on the basis of morphological and geographical parameters. The Toda buffaloes, reared by a tribe of the same name, represent an endangered breed from the Nilgiri hills in South India. Divergence time of the Toda buffaloes from the other main breeds, calculated from Nei's standard genetic distances based on genotyping data on seven breeds and 20 microsatellite loci, suggested separation of this breed approximately 1800-2700 years ago. The results of the present study will be useful for development of rational breeding and conservation strategies for Indian buffaloes.
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Affiliation(s)
- Satish Kumar
- Centre for Cellular and Molecular Biology, Hyderabad, India.
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25
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Sodhi M, Mukesh M, Mishra BP, Mitkari KR, Prakash B, Ahlawat SPS. Evaluation of genetic differentiation in Bos indicus cattle breeds from Marathwada region of India using microsatellite polymorphism. Anim Biotechnol 2006; 16:127-37. [PMID: 16335807 DOI: 10.1080/10495390500263310] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
Elucidation of genetic variability and genetic relationship among breeds has direct relevance with the issues of sustainable use of domestic animal genetic resources. In the present study, genetic polymorphism was evaluated using 22 microsatellite loci in unrelated samples of Red Kandhari and Deoni cattle breeds inhabiting the same geographical area of Marathwada region in Maharashtra state (western India). This work was mainly aimed at assessing the current genetic diversity to understand whether the two zebu populations in question are genetically differentiated. A total of 164 alleles were detected with an average of 5.82 and 5.86 alleles per locus (MNA) in Red Kandhari and Deoni breeds, respectively. The estimated mean observed (Ho) and expected (He) heterozygosity were 0.47 and 0.64 in Red Kandhari vs. 0.57 and 0.69 in Deoni cattle, respectively, demonstrating considerable level of genetic variation in both the populations. Mean estimates of F statistics were: F (FIT) = 0.315 +/- 0.035, f(FIS) = 0.231 +/- 0.031, theta(FST) = 0.110 +/- 0.022, with both the breeds exhibiting significant deficit of heterozygotes (FIS = 0.179 in Deoni; 0.278 in Red Kandhari). The multilocus FST values implied that 11.0% of the total genetic variation corresponds to breed and were statistically greater than zero for the two populations, suggesting population division. The evaluation of exact test also indicated that allele frequencies across all the loci differed significantly (P < 0.001) between two zebu breeds, further supporting population differentiation. Different genetic distance measures showed considerable levels of distances between the two cattle breeds (0.318 = Nei's standard DS; 0.250 = Nei's DA; 0.416 = Cavalli-Sforza and Edwards's Dc; 0.164 = Reynold's, and 2.64 = Delta mu square (dmicro)2. Bayesian statistical approach to assign each individual to the population also supported considerable differentiation between the two cattle breeds, possibly reflecting the limited gene flow between the two Marthwada cattle populations. The existence of cohesive breeding structure of both the breeds was further substantiated by allele-sharing distance measures (DAS) among individual animals. The results of this study thus revealed that the two Bos indicus breeds sharing the common breeding tracts are genetically differentiated enough as separate breeds.
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Affiliation(s)
- M Sodhi
- Molecular Genetics Lab, Division of Animal Genetics, National Bureau of Animal Genetics Resources, Karnal-132001, Haryana, India.
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26
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Talle SB, Fimland E, Syrstad O, Meuwissen T, Klungland H. Comparison of individual assignment methods and factors affecting assignment success in cattle breeds using microsatellites. ACTA AGR SCAND A-AN 2005. [DOI: 10.1080/09064700500435416] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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27
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Pavoine S, Ollier S, Pontier D. Measuring diversity from dissimilarities with Rao's quadratic entropy: are any dissimilarities suitable? Theor Popul Biol 2005; 67:231-9. [PMID: 15888302 DOI: 10.1016/j.tpb.2005.01.004] [Citation(s) in RCA: 82] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2004] [Revised: 09/29/2004] [Accepted: 01/10/2005] [Indexed: 10/25/2022]
Abstract
Rao has developed quadratic entropy to measure diversity in a set of entities divided up among a fixed set of categories. This index depends on a chosen matrix of dissimilarities among categories and a frequency distribution of these categories. With certain choices of dissimilarities, this index could be maximized over all frequency distributions by eliminating several categories. This unexpected result is radically opposite to those obtained with usual diversity indices. We demonstrate that the elimination of categories to maximize the quadratic entropy depends on mathematical properties of the chosen dissimilarities. In particular, when quadratic entropy is applied to ultrametric dissimilarities, all categories are retained in order to reach its maximal value. Three examples, varying from simple one-dimensional to ultrametric dissimilarity matrices, are provided. We conclude that, as far as diversity measurement is concerned, quadratic entropy is most relevant when applied to ultrametric dissimilarities.
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Affiliation(s)
- S Pavoine
- Laboratoire de Biométrie et Biologie Evolutive, UMR CNRS 5558, Université Claude Bernard LYON I, 43, boulevard du 11 novembre 1918, Villeurbanne cedex 69622, France.
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28
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Assessment of Genetic Diversity and Relationships Between Korean Cattle and Other Cattle Breeds by Microsatellite loci. JOURNAL OF ANIMAL SCIENCE AND TECHNOLOGY 2005. [DOI: 10.5187/jast.2005.47.3.341] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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29
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30
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Mukesh M, Sodhi M, Bhatia S, Mishra BP. Genetic diversity of Indian native cattle breeds as analysed with 20 microsatellite loci. J Anim Breed Genet 2004. [DOI: 10.1111/j.1439-0388.2004.00468.x] [Citation(s) in RCA: 42] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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31
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Ibeagha-Awemu E, Erhardt G. Genetic variations between African and German sheep breeds, and description of a new variant of vitamin D-binding protein. Small Rumin Res 2004. [DOI: 10.1016/j.smallrumres.2004.01.002] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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32
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Wiener P, Burton D, Williams JL. Breed relationships and definition in British cattle: a genetic analysis. Heredity (Edinb) 2004; 93:597-602. [PMID: 15329667 DOI: 10.1038/sj.hdy.6800566] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
Abstract
The genetic diversity of eight British cattle breeds was quantified in this study. In all, 30 microsatellites from the FAO panel of markers were used to characterise the DNA samples from nearly 400 individuals. A variety of methods were applied to analyse the data in order to look at diversity within and between breeds. The relationships between breeds were not highly resolved and breed clusters were not associated with geographical distribution. Analyses also defined the cohesiveness or definition of the various breeds, with Highland, Guernsey and Jersey as the best defined and most distinctive of the breeds.
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Affiliation(s)
- P Wiener
- Roslin Institute (Edinburgh), Roslin, Midlothian EH25 9PS, UK.
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33
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Casellas J, Jimenez N, Fina M, Tarres J, Sanchez A, Piedrafita J. Genetic diversity measures of the bovine Alberes breed using microsatellites: variability among herds and types of coat colour*. J Anim Breed Genet 2004. [DOI: 10.1046/j.1439-0388.2003.00441.x] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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34
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Mateus JC, Penedo MCT, Alves VC, Ramos M, Rangel-Figueiredo T. Genetic diversity and differentiation in Portuguese cattle breeds using microsatellites. Anim Genet 2004; 35:106-13. [PMID: 15025569 DOI: 10.1111/j.1365-2052.2004.01089.x] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Genotype data from 30 microsatellites were used to assess genetic diversity and relationships among 10 native Portuguese cattle breeds, American Charolais and the Brazilian Caracú. Hardy-Weinberg equilibrium was observed for all loci/population combinations except for five loci in Brava de Lide and one locus in Alentejana that exhibited heterozygote deficiency. Estimates of average observed and expected heterozygosities, total number of alleles (TNA) per breed and mean number of alleles (MNA) per locus/population were obtained. A total of 390 alleles were detected. TNA among Iberian cattle ranged from 170 to 237 and MNA ranged from 5.67 to 8.07. The highest observed heterozygosities were found in the Caracú, Maronesa, Garvonesa and Arouquesa and the lowest in Brava de Lide and Mirandesa. Estimation of population subdivision using Wright's FST index showed that the average proportion of genetic variation explained by breed differences was 9%. Neighbour-joining phylogenetic trees based on DA distances showed that the genetic relationships of present-day Portuguese native breeds are consistent with historical origins in the Brown Concave (Arouquesa, Mirandesa, Marinhoa) and Red Convex (Mertolenga, Alentejana, Garvonesa, Minhota) evolutionary groups. The Iberian Black Orthoide group, represented by Brava de Lide and Maronesa, and the Barrosã breed appeared to be more closely related to the Brown Concave group but may represent a separate lineage. The Caracú breed was not found to be closely associated with any of the native Portuguese breeds.
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Affiliation(s)
- J C Mateus
- CECAV-Universidade de Trás-os-Montes e Alto Douro, Departamento de Zootecnia, Apartado 1013, 5000-911 Vila Real, Portugal.
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35
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Pariset L, Savarese MC, Cappuccio I, Valentini A. Use of microsatellites for genetic variation and inbreeding analysis in Sarda sheep flocks of central Italy. J Anim Breed Genet 2003. [DOI: 10.1046/j.0931-2668.2003.00411.x] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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36
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Laval G, SanCristobal M, Chevalet C. Maximum-likelihood and markov chain monte carlo approaches to estimate inbreeding and effective size from allele frequency changes. Genetics 2003; 164:1189-204. [PMID: 12871924 PMCID: PMC1462632 DOI: 10.1093/genetics/164.3.1189] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Maximum-likelihood and Bayesian (MCMC algorithm) estimates of the increase of the Wright-Malécot inbreeding coefficient, F(t), between two temporally spaced samples, were developed from the Dirichlet approximation of allelic frequency distribution (model MD) and from the admixture of the Dirichlet approximation and the probabilities of fixation and loss of alleles (model MDL). Their accuracy was tested using computer simulations in which F(t) = 10% or less. The maximum-likelihood method based on the model MDL was found to be the best estimate of F(t) provided that initial frequencies are known exactly. When founder frequencies are estimated from a limited set of founder animals, only the estimates based on the model MD can be used for the moment. In this case no method was found to be the best in all situations investigated. The likelihood and Bayesian approaches give better results than the classical F-statistics when markers exhibiting a low polymorphism (such as the SNP markers) are used. Concerning the estimations of the effective population size all the new estimates presented here were found to be better than the F-statistics classically used.
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Affiliation(s)
- Guillaume Laval
- Computational and Molecular Population Genetics Laboratory, Zoology Institute, University of Bern, 3012 Bern, Switzerland
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37
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Ceriotti G, Caroli A, Rizzi R, Crimella C. Genetic relationships among taurine (Bos taurus) and zebu (Bos indicus) populations as revealed by blood groups and blood proteins. J Anim Breed Genet 2003. [DOI: 10.1046/j.1439-0388.2003.00379.x] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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38
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Hansen C, Shrestha JNB, Parker RJ, Crow GH, McAlpine PJ, Derr JN. Genetic diversity among Canadienne, Brown Swiss, Holstein, and Jersey cattle of Canada based on 15 bovine microsatellite markers. Genome 2002; 45:897-904. [PMID: 12416622 DOI: 10.1139/g02-063] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
The genetic diversity among Canadienne, Brown Swiss, Holstein, and Jersey cattle was estimated from relationships determined by genotyping 20 distantly related animals in each breed for 15 microsatellites located on separate chromosomes. The Canadienne, Holstein, and Jersey cattle had an average of six alleles per loci compared with five alleles for Brown Swiss. Furthermore, a number of potentially breed-specific alleles were identified. The allele size variance among breeds was similar, but varied considerably among loci. All of the loci studied were equally heterozygous, as were Brown Swiss, Canadienne, and Holstein cattle (0.68-0.69) whereas Jersey cattle showed lower heterozygosity (0.59). The within-breed estimates of genetic distance were greater than zero and significant. The genetic distance between Canadienne and Holstein (0.156), Brown Swiss (0.243), and Jersey (0.235) was negligible, suggesting close relationship. Concurrently, Brown Swiss and Holstein (0.211) cattle also demonstrated close relationship. In contrast, the Jersey breed was genetically distant from the Brown Swiss and Holstein cattle (0.427 and 0.320, respectively). The characterization of Canadienne cattle, as part of the genetic resource conservation effort currently underway in Canada, underscores the difficulty in scientifically establishing unique breeds. Therefore, the need to consider all relevant morphological characteristics and production performance in combination with available cultural, historical, pedigree, and molecular information becomes relevant when identifying breeds for conservation.
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Affiliation(s)
- C Hansen
- Centre for Food and Animal Research, Agriculture and Agri-Food Canada, Ottawa, ON.
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39
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Genetic diversity of the two main Moroccan goat breeds: phylogenetic relationships with four breeds reared in France. Small Rumin Res 2002. [DOI: 10.1016/s0921-4488(02)00111-6] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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40
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Moazami-Goudarzi K, Laloë D. Is a Multivariate Consensus Representation of Genetic Relationships Among Populations Always Meaningful? Genetics 2002; 162:473-84. [PMID: 12242255 PMCID: PMC1462258 DOI: 10.1093/genetics/162.1.473] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Abstract
To determine the relationships among closely related populations or species, two methods are commonly used in the literature: phylogenetic reconstruction or multivariate analysis. The aim of this article is to assess the reliability of multivariate analysis. We describe a method that is based on principal component analysis and Mantel correlations, using a two-step process: The first step consists of a single-marker analysis and the second step tests if each marker reveals the same typology concerning population differentiation. We conclude that if single markers are not congruent, the compromise structure is not meaningful. Our model is not based on any particular mutation process and it can be applied to most of the commonly used genetic markers. This method is also useful to determine the contribution of each marker to the typology of populations. We test whether our method is efficient with two real data sets based on microsatellite markers. Our analysis suggests that for closely related populations, it is not always possible to accept the hypothesis that an increase in the number of markers will increase the reliability of the typology analysis.
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Affiliation(s)
- K Moazami-Goudarzi
- Laboratoire de Génétique Biochimique et de Cytogénétique, INRA, 78352 Jouy-en-Josas, France
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41
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Ajmone-Marsan P, Negrini R, Milanesi E, Bozzi R, Nijman IJ, Buntjer JB, Valentini A, Lenstra JA. Genetic distances within and across cattle breeds as indicated by biallelic AFLP markers. Anim Genet 2002; 33:280-6. [PMID: 12139507 DOI: 10.1046/j.1365-2052.2002.00865.x] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
We tested the use of biallelic Amplified fragment length polymorphism (AFLP) polymorphisms for the estimation of relative genetic distances of cattle individuals within or across breeds. An allele permutation procedure was developed to estimate the stochastic variation of the genetic distance that is inherent to a given dataset. In a panel of 47 Holstein-Friesian cattle analysed with 248 polymorphic markers, the average genetic distance of bulls selected for breeding was slightly lower than the distance of the cows. The observed standard deviation (SD) of the distance indicated genetic subdivision, which for the bulls was explained by variation in the additive relationship derived from herdbook data. Animals from three different breeds, the highly selected Holstein-Friesian, the Italian Brown and the historic Maremmana, were compared on the basis of 106 polymorphic markers. No breed-specific fragments were observed. The mean pair-wise genetic distance within breeds was 85% of the value across breeds, but principal coordinates analysis clustered the animals according to their breed of origin. Calculation of distances between the breeds indicated a relatively divergent position of the Maremmana, relative to the two other breeds. However, biallelic markers indicate that the process of breed formation had only a limited effect on the diversity at marker loci.
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Affiliation(s)
- P Ajmone-Marsan
- Istituto di Zootecnia, Università Cattoloca del S. Cuore, via E. Parmense, Piacenza, Italy.
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42
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Lirón J, Ripoli M, De Luca J, Peral-García P, Giovambattista G. Analysis of genetic diversity and population structure in Argentine and Bolivian Creole cattle using five loci related to milk production. Genet Mol Biol 2002. [DOI: 10.1590/s1415-47572002000400010] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Affiliation(s)
- J.P. Lirón
- Universidad Nacional de La Plata, Argentina
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43
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Ganai NA, Yadav BR. Genetic variation within and among three Indian breeds of goat using heterologous microsatellite markers. Anim Biotechnol 2001; 12:121-36. [PMID: 11808627 DOI: 10.1081/abio-100108338] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
The parameters of genetic variation, genetic distances and time of divergence in three Indian goat breeds were studied using 16 cattle microsatellite markers. The mean number of alleles and mean allele size (bp) per microsatellite marker in goats were 5.37 +/- 0.78 and 143.9 +/- 33.75 bp respectively. The average values of heterozygosity and polymorphism information content were 0.54 +/- 0.2 and 0.48 +/- 0.20, respectively. Five of the eight genetic distance methods were highly correlated, revealing a closer relationship between Jamnapari and Barbari goats. A phylogenetic tree constructed from inter-individual distances revealed that the individuals clustered according to the breed to which they belonged, and the Jamnapari and Barbari goats formed a cluster. The divergence times between Sirohi and Jamnapari, and Sirohi and Barbari were approximately 2000 years, while its value between Barbari and Jamnapari goats was approximately 1370 years.
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Affiliation(s)
- N A Ganai
- Livestock Genome Analysis Laboratory, National Dairy Research Institute, Karnal, India
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44
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Giovambattista G, Ripoli MV, Peral-Garcia P, Bouzat JL. Indigenous domestic breeds as reservoirs of genetic diversity: the Argentinean Creole cattle. Anim Genet 2001; 32:240-7. [PMID: 11683709 DOI: 10.1046/j.1365-2052.2001.00774.x] [Citation(s) in RCA: 45] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Contrary to highly selected commercial breeds, indigenous domestic breeds are composed of semi-wild or feral populations subjected to reduced levels of artificial selection. As a consequence, many of these breeds have become locally adapted to a wide range of environments, showing high levels of phenotypic variability and increased fitness under natural conditions. Genetic analyses of three loci associated with milk production (alpha(S1)-casein, kappa-casein and prolactin) and the locus BoLA-DRB3 of the major histocompatibility complex indicated that the Argentinean Creole cattle (ACC), an indigenous breed from South America, maintains high levels of genetic diversity and population structure. In contrast to the commercial Holstein breed, the ACC showed considerable variation in heterozygosity (H(e)) and allelic diversity (A) across populations. As expected, bi-allelic markers showed extensive variation in He whereas the highly polymorphic BoLA-DRB3 showed substantial variation in A, with individual populations having 39-74% of the total number of alleles characterized for the breed. An analysis of molecular variance (AMOVA) of nine populations throughout the distribution range of the ACC revealed that 91.9-94.7% of the total observed variance was explained by differences within populations whereas 5.3-8.1% was the result of differences among populations. In addition, the ACC breed consistently showed higher levels of genetic differentiation among populations than Holstein. Results from this study emphasize the importance of population genetic structure within domestic breeds as an essential component of genetic diversity and suggest that indigenous breeds may be considered important reservoirs of genetic diversity for commercial domestic species.
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Affiliation(s)
- G Giovambattista
- Centro de Investigaciones en Genética Básica y Aplicada, Facultad de Ciencias Veterinarias, Universidad Nacional de La Plata, La Plata, Argentina
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45
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Rosenberg NA, Burke T, Elo K, Feldman MW, Freidlin PJ, Groenen MA, Hillel J, Mäki-Tanila A, Tixier-Boichard M, Vignal A, Wimmers K, Weigend S. Empirical evaluation of genetic clustering methods using multilocus genotypes from 20 chicken breeds. Genetics 2001; 159:699-713. [PMID: 11606545 PMCID: PMC1461842 DOI: 10.1093/genetics/159.2.699] [Citation(s) in RCA: 215] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
We tested the utility of genetic cluster analysis in ascertaining population structure of a large data set for which population structure was previously known. Each of 600 individuals representing 20 distinct chicken breeds was genotyped for 27 microsatellite loci, and individual multilocus genotypes were used to infer genetic clusters. Individuals from each breed were inferred to belong mostly to the same cluster. The clustering success rate, measuring the fraction of individuals that were properly inferred to belong to their correct breeds, was consistently approximately 98%. When markers of highest expected heterozygosity were used, genotypes that included at least 8-10 highly variable markers from among the 27 markers genotyped also achieved >95% clustering success. When 12-15 highly variable markers and only 15-20 of the 30 individuals per breed were used, clustering success was at least 90%. We suggest that in species for which population structure is of interest, databases of multilocus genotypes at highly variable markers should be compiled. These genotypes could then be used as training samples for genetic cluster analysis and to facilitate assignments of individuals of unknown origin to populations. The clustering algorithm has potential applications in defining the within-species genetic units that are useful in problems of conservation.
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Affiliation(s)
- N A Rosenberg
- Department of Biological Sciences, Stanford University, Stanford, California 94305, USA.
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Baratti M, Alberti A, Groenen M, Veenendaal T, Fulgheri FD. Polymorphic microsatellites developed by cross-species amplifications in common pheasant breeds. Anim Genet 2001; 32:222-5. [PMID: 11531703 DOI: 10.1046/j.1365-2052.2001.00767.x] [Citation(s) in RCA: 21] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Genetic variability was analysed in two common breeds of pheasant (Phasianus colchicus L. 1758) by means of cross-species amplifications of microsatellite loci: 154 chicken, Gallus gallus and 32 turkey, Meleagris gallopavo, primers were tested for amplification of pheasant DNA. Thirty-six primers (25 specific for chicken and 11 for turkey) amplified pheasant DNA. Fifteen markers yielded specific products and were tested for polymorphism. Eight of them (55%) were polymorphic, with an average polymorphism of two alleles per locus. Specific polymerase chain reaction (PCR) products were sequenced; repeats were found in 11 of the 15 markers, although only two loci showed the same repeat and could be homologous to chicken ones.
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Affiliation(s)
- M Baratti
- Department of Animal Biology and Genetics, University of Florence, Florence, Italy.
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Eding H, Meuwissen THE. Marker-based estimates of between and within population kinships for the conservation of genetic diversity. J Anim Breed Genet 2001. [DOI: 10.1046/j.1439-0388.2001.00290.x] [Citation(s) in RCA: 145] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Martínez AM, Delgado JV, Rodero A, Vega-Pla JL. Genetic structure of the Iberian pig breed using microsatellites. Anim Genet 2000; 31:295-301. [PMID: 11105208 DOI: 10.1046/j.1365-2052.2000.00645.x] [Citation(s) in RCA: 77] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
An analysis of 25 microsatellite loci in 210 animals has been used to define the genetic structure of the Iberian pig, traditionally classified into several varieties. In addition, a sample of 20 Duroc pigs was used as an outgroup for topology trees. Inter-variety genetic variation was estimated by unbiased average heterozygosity and the number of alleles observed. Significant deviations from the Hardy-Weinberg equilibrium (HWE) were shown for 19 loci across the whole population. By contrast, equilibrium deviation within varieties was much lower. Genetic variation measures, genetic distance values and a neighbour-joining tree were used to estimate subdivision. In addition, an individual tree was constructed to contrast the assignation of animals into varieties. Despite the low bootstrap values obtained in the varieties neighbour-joining tree, the degree of genetic variation found was sufficient to support the division of the Iberian pig into varieties, although in some cases the traditional classification cannot be accepted. These results have shown the value of this marker panel in the study of intra-breed genetic structures.
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Affiliation(s)
- A M Martínez
- Departamento de Genética, Universidad de Córdoba, Spain
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Edwards CJ, Dolf G, Looft C, Loftus RT, Bradley DG. Relationships between the endangered Pustertaler-Sprinzen and three related European cattle breeds as analysed with 20 microsatellite loci. Anim Genet 2000; 31:329-32. [PMID: 11105215 DOI: 10.1046/j.1365-2052.2000.00651.x] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
We estimated the genetic relationships between the endangered German Pustertaler-Sprinzen cattle breed and the Pinzgauer, Vosges and Simmental breeds--decided upon after consultation of the available historical literature. Within-breed diversity of the four breeds was also assessed. Twenty microsatellite markers were amplified in 27-50 unrelated individuals from populations of each breed. Within-breed variation was estimated from average heterozygosity values and mean number of alleles. Breed relationships were evaluated by genetic distance and a neighbour-joining tree was calculated from these estimates. Bootstrap resampling of loci tested the robustness of the tree topology obtained. A tree was also constructed from distance matrices using individual animals as operational taxonomic units. From both the average heterozygosity values and mean number of alleles calculated, the Pustertaler breed appears to be no more genetically impoverished than the other breeds analysed. The breed tree showed an 85% support for the Pustertaler-Pinzgauer grouping, and this result is echoed in the genetic distance values and allele-sharing individual tree.
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Affiliation(s)
- C J Edwards
- Department of Genetics, Trinity College, Dublin, Ireland
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