Using Pedigree and Genomic Data toward Better Management of Inbreeding in Italian Dairy Sheep and Goat Breeds

被引:10
作者
Cortellari, Matteo [1 ]
Negro, Alessio [1 ,2 ]
Bionda, Arianna [1 ]
Grande, Silverio [2 ]
Cesarani, Alberto [3 ,4 ]
Carta, Antonello [5 ]
Macciotta, Nicola [3 ]
Biffani, Stefano [6 ]
Crepaldi, Paola [1 ]
机构
[1] Univ Milan, Dipartimento Sci Agr & Ambientali Prod Terr Agroe, I-20133 Milan, Italy
[2] Assoc Nazl Pastorizia Asso Na Pa, Ufficio Studi, I-00187 Rome, Italy
[3] Univ Sassari, Dipartimento Agr, I-07100 Sassari, Italy
[4] Univ Georgia, Dept Anim & Dairy Sci, Athens, GA 30602 USA
[5] Agris Sardegna, Unita Ric Genet & Biotecnol, I-07100 Sassari, Italy
[6] CNR, Ist Biol & Biotecnol Agr IBBA, I-20133 Milan, Italy
关键词
small ruminant; inbreeding; SNP; pedigree; genomic inbreeding; runs of homozygosis; F-ROH; GENETIC DIVERSITY; TECHNICAL-NOTE; SNP MARKERS; HOMOZYGOSITY; SELECTION; RUNS; COEFFICIENTS; PREDICTION; VALUES;
D O I
10.3390/ani12202828
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
Simple Summary The inbreeding coefficient is relevant for managing livestock and safeguarding biodiversity, especially in small populations. Small ruminant breeders mainly rely on pedigree information, but genomics is increasingly gaining ground as a tool to face possible pedigree inaccuracies. This study investigates pedigree-based (F-PED) and genomic (F-ROH and F-GRM) inbreeding in a representative number of Italian sheep and goat populations. Indeed, even though it has been widely studied in cattle, there is still little knowledge about the relationship between these coefficients in small ruminants, which are characterized by a different population structure, often with unconnected farms. Mean inbreeding values were low, F-ROH being the highest, with breed differences due to different managements; the correlation between F-PED and F-ROH was the strongest and directly related to pedigree depth. Moreover, we estimated F-PED from F-ROH using a linear regression model. Since massive genotyping is not affordable to small ruminant breeders, it is important to understand the distinction and relationship between differently calculated inbreeding coefficients, also in view of the introduction of genomic enhanced breeding values. Our study highlights the importance of accurate pedigree information and, especially if not obtainable, of genotyping animals. Correct data contribute to mitigate inbreeding depression and loss of genetic variability. The inbreeding coefficient is an important parameter for livestock management. Small ruminant breeders and associations mainly rely on pedigree information, but genomic tools are gaining relevance, overcoming possible pedigree inconsistencies. This study investigates the relationship between pedigree-based and genomic inbreeding in two goat and four sheep dairy breeds. Pedigree and genomic data (medium-density SNPchip) were obtained for 3107 goats and 2511 sheep. We estimated pedigree depth (number of fully traced generations, FullGen) and inbreeding (F-PED), as well as two genomic inbreeding indexes, using runs of the homozygosity (F-ROH) and genomic relationship matrix (F-GRM). The correlation between the inbreeding coefficients was assessed. A linear regression model (LRM) was fitted for estimating F-PED from F-ROH. After quality control on genomic data, we retained 5085 animals. Mean inbreeding values were low, with higher F-ROH than F-PED and F-GRM. Breed differences can partially depend on different managements. The correlation between F-PED and F-ROH was the highest and directly related to pedigree depth. The best LRM was chosen for FullGen >= 4 and >= 6 for goats and sheep, respectively; after excluding animals with extreme residuals, a new refined regression equation was calculated. Since massive genotyping is not affordable to small ruminant breeders, it is important to understand the distinction and relationship between differently calculated inbreeding coefficients, also in view of the introduction of genomic enhanced breeding values. Our study highlights the importance of accurate pedigree information and, especially if not obtainable, of calculating genomic-based inbreeding coefficients. A better estimation of animals' relatedness contributes to improve animal breeding and conservation.
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页数:13
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共 41 条
[1]   Technical note:: Recursive algorithm for inbreeding coefficients assuming nonzero inbreeding of unknown parents [J].
Aguilar, I. ;
Misztal, I. .
JOURNAL OF DAIRY SCIENCE, 2008, 91 (04) :1669-1672
[2]   Effects of ignoring inbreeding in model-based accuracy for BLUP and SSGBLUP [J].
Aguilar, Ignacio ;
Fernandez, Eduardo N. ;
Blasco, Agustin ;
Ravagnolo, Olga ;
Legarra, Andres .
JOURNAL OF ANIMAL BREEDING AND GENETICS, 2020, 137 (04) :356-364
[3]   An evaluation of inbreeding measures using a whole-genome sequenced cattle pedigree [J].
Alemu, Setegn Worku ;
Kadri, Naveen Kumar ;
Harland, Chad ;
Faux, Pierre ;
Charlier, Carole ;
Caballero, Armando ;
Druet, Tom .
HEREDITY, 2021, 126 (03) :410-423
[4]   A Genomic Background Based Method for Association Analysis in Related Individuals [J].
Amin, Najaf ;
van Duijn, Cornelia M. ;
Aulchenko, Yurii S. .
PLOS ONE, 2007, 2 (12)
[5]   Accuracy of breeding values in small genotyped populations using different sources of external information-A simulation study [J].
Andonov, S. ;
Lourenco, D. A. L. ;
Fragomeni, B. O. ;
Masuda, Y. ;
Pocrnic, I. ;
Tsuruta, S. ;
Misztal, I. .
JOURNAL OF DAIRY SCIENCE, 2017, 100 (01) :395-401
[6]   Evaluation of inbreeding depression in Holstein cattle using whole-genome SNP markers and alternative measures of genomic inbreeding [J].
Bjelland, D. W. ;
Weigel, K. A. ;
Vukasinovic, N. ;
Nkrumah, J. D. .
JOURNAL OF DAIRY SCIENCE, 2013, 96 (07) :4697-4706
[7]   On the estimation of inbreeding depression using different measures of inbreeding from molecular markers [J].
Caballero, Armando ;
Villanueva, Beatriz ;
Druet, Tom .
EVOLUTIONARY APPLICATIONS, 2021, 14 (02) :416-428
[8]   Invited review: Current state of genetic improvement in dairy sheep [J].
Carta, A. ;
Casu, Sara ;
Salaris, S. .
JOURNAL OF DAIRY SCIENCE, 2009, 92 (12) :5814-5833
[9]   Assessing runs of Homozygosity: a comparison of SNP Array and whole genome sequence low coverage data [J].
Ceballos, Francisco C. ;
Hazelhurst, Scott ;
Ramsay, Michele .
BMC GENOMICS, 2018, 19
[10]   Investigation of genetic diversity and selection signatures between Sarda and Sardinian Ancestral black, two related sheep breeds with evident morphological differences [J].
Cesarani, Alberto ;
Sechi, Tiziana ;
Gaspa, Giustino ;
Usai, Mario Graziano ;
Sorbolini, Silvia ;
Macciotta, Nicolo Pietro Paolo ;
Carta, Antonello .
SMALL RUMINANT RESEARCH, 2019, 177 :68-75