期刊论文详细信息
BMC Genetics
The genetic architecture of growth and fillet traits in farmed Atlantic salmon (Salmo salar)
Ross D Houston2  Stephen C Bishop2  Alan E Tinch1  Derrick R Guy1  Alastair Hamilton1  Hsin Yuan Tsai2 
[1]Landcatch Natural Selection Ltd., 15 Beta Centre, Stirling University Innovation Park, Stirling FK9 4NF, UK
[2]The Roslin Institute and Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Midlothian EH25 9RG, UK
关键词: Salmo salar;    QTL mapping;    Quantitative trait loci mapping;    Marker-assisted selection;    Aquaculture;    Atlantic salmon;   
Others  :  1199152
DOI  :  10.1186/s12863-015-0215-y
 received in 2015-02-03, accepted in 2015-05-11,  发布年份 2015
PDF
【 摘 要 】

Background

Performance and quality traits such as harvest weight, fillet weight and flesh color are of economic importance to the Atlantic salmon aquaculture industry. The genetic factors underlying these traits are of scientific and commercial interest. However, such traits are typically polygenic in nature, with the number and size of QTL likely to vary between studies and populations. The aim of this study was to investigate the genetic basis of several growth and fillet traits measured at harvest in a large farmed salmon population by using SNP markers. Due to the marked heterochiasmy in salmonids, an efficient two-stage mapping approach was applied whereby QTL were detected using a sire-based linkage analysis, a sparse SNP marker map and exploiting low rates of recombination, while a subsequent dam-based analysis focused on the significant chromosomes with a denser map to confirm QTL and estimate their position.

Results

The harvest traits all showed significant heritability, ranging from 0.05 for fillet yield up to 0.53 for the weight traits. In the sire-based analysis, 1695 offspring with trait records and their 20 sires were successfully genotyped for the SNPs on the sparse map. Chromosomes 13, 18, 19 and 20 were shown to harbor genome-wide significant QTL affecting several growth-related traits. The QTL on chr. 13, 18 and 20 were detected in the dam-based analysis using 512 offspring from 10 dams and explained approximately 6–7 % of the within-family variation in these traits.

Conclusions

We have detected several QTL affecting economically important complex traits in a commercial salmon population. Overall, the results suggest that the traits are relatively polygenic and that QTL tend to be pleiotropic (affecting the weight of several components of the harvested fish). Comparison of QTL regions across studies suggests that harvest trait QTL tend to be relatively population-specific. Therefore, the application of marker or genomic selection for improvement in these traits is likely to be most effective when the discovery population is closely related to the selection candidates (e.g. within-family genomic selection).

【 授权许可】

   
2015 Tsai et al.; licensee BioMed Central.

【 预 览 】
附件列表
Files Size Format View
20150522010833622.pdf 423KB PDF download
Fig. 1. 14KB Image download
【 图 表 】

Fig. 1.

【 参考文献 】
  • [1]Gjedrem T, Robinson N, Rye M. The importance of selective breeding in aquaculture to meet future demands for animal protein: A review. Aquaculture. 2012; 350–353:117-129.
  • [2]Davidson WS, Koop BF, Jones SJM, Iturra P, Vidal R, Maass A et al.. Sequencing the genome of the Atlantic salmon (Salmo salar). Genome Biol. 2010; 11:403.
  • [3]Berthelot C, Brunet F, Chalopin D, Juanchich A, Bernard M, Noël B et al.. The rainbow trout genome provides novel insights into evolution after whole-genome duplication in vertebrates. Nat Commun. 2014; 5:3657.
  • [4]Macqueen DJ, Johnston IA. A well-constrained estimate for the timing of the salmonid whole genome duplication reveals major decoupling from species diversification A well-constrained estimate for the timing of the salmonid whole genome duplication reveals major decoupling from spe. Proc R Soc B. 2014; 281:20132881.
  • [5]Yáñez JM, Houston RD, Newman S. Genetics and genomics of disease resistance in salmonid species. Front Genet. 2014; 5(November):415.
  • [6]Baird NA, Etter PD, Atwood TS, Currey MC, Shiver AL, Lewis ZA et al.. Rapid SNP discovery and genetic mapping using sequenced RAD markers. PLoS One. 2008; 3:e3376.
  • [7]Houston RD, Taggart JB, Cézard T, Bekaert M, Lowe NR, Downing A et al.. Development and validation of a high density SNP genotyping array for Atlantic salmon (Salmo salar). BMC Genomics. 2014; 15:90. BioMed Central Full Text
  • [8]Palti Y, Gao G, Liu S, Kent MP, Lien S, Miller MR, et al. The Development and Characterization of a 57 K SNP Array for Rainbow Trout. Mol Ecol Resour. 2015;15(3):662–72.
  • [9]Lien S, Gidskehaug L, Moen T, Hayes BJ, Berg PR, Davidson WS et al.. A dense SNP-based linkage map for Atlantic salmon (Salmo salar) reveals extended chromosome homeologies and striking differences in sex-specific recombination patterns. BMC Genomics. 2011; 12:615. BioMed Central Full Text
  • [10]Gonen S, Lowe NR, Cezard T, Gharbi K, Bishop SC, Houston RD. Linkage maps of the Atlantic salmon (Salmo salar) genome derived from RAD sequencing. BMC Genomics. 2014; 15:166. BioMed Central Full Text
  • [11]Danzmann RG, Cairney M, Davidson WS, Ferguson MM, Gharbi K, Guyomard R et al.. A comparative analysis of the rainbow trout genome with 2 other species of fish (Arctic charr and Atlantic salmon) within the tetraploid derivative Salmonidae family (subfamily: Salmoninae). Genome. 2005; 1051:1037-51.
  • [12]Weller JI. Quantitative Trait Loci Analysis in Animals. 2nd ed. CABI Publishing, London; 2009.
  • [13]Bishop SC, Woolliams JA. Genomics and disease resistance studies in livestock. Livest Sci. 2014;166:190–8.
  • [14]Mittler R, Blumwald E. Genetic engineering for modern agriculture: challenges and perspectives. Annu Rev Plant Biol. 2010; 61:443-62.
  • [15]Khatkar MS, Thomson PC, Tammen I, Raadsma HW. Quantitative trait loci mapping in dairy cattle: review and meta-analysis. Genet Sel Evol. 2004; 36:163-90. BioMed Central Full Text
  • [16]Yue GH. Recent advances of genome mapping and marker-assisted selection in aquaculture. Fish Fish. 2014;15(3):376–96.
  • [17]Gutierrez AP, Lubieniecki KP, Davidson EA, Lien S, Kent MP, Fukui S et al.. Genetic mapping of quantitative trait loci (QTL) for body-weight in Atlantic salmon (Salmo salar) using a 6.5K SNP array. Aquaculture. 2012; 358–359:61-70.
  • [18]Baranski M, Moen T, Våge DI. Mapping of quantitative trait loci for flesh colour and growth traits in Atlantic salmon (Salmo salar). Genet Sel Evol. 2010; 42:17. BioMed Central Full Text
  • [19]Houston RD, Bishop SC, Hamilton A, Guy DR, Tinch AE, Taggart JB et al.. Detection of QTL affecting harvest traits in a commercial Atlantic salmon population. Anim Genet. 2009; 40:753-5.
  • [20]Boulding EG, Culling M, Glebe B, Berg PR, Lien S, Moen T. Conservation genomics of Atlantic salmon: SNPs associated with QTLs for adaptive traits in parr from four trans-Atlantic backcrosses. Heredity (Edinb) 2008;101:381–91.
  • [21]Reid DP, Szanto A, Glebe B, Danzmann RG, Ferguson MM. QTL for body weight and condition factor in Atlantic salmon (Salmo salar): comparative analysis with rainbow trout (Oncorhynchus mykiss) and Arctic charr (Salvelinus alpinus). Heredity (Edinb) 2005;94:166–72.
  • [22]McClelland EK, Naish KA. Quantitative trait locus analysis of hatch timing, weight, length and growth rate in coho salmon, Oncorhynchus kisutch. Heredity (Edinb). 2010; 105:562-73.
  • [23]O’Malley KG, McClelland EK, Naish KA. Clock genes localize to quantitative trait loci for stage-specific growth in juvenile coho salmon, Oncorhynchus kisutch. J Hered. 2010; 101:628-32.
  • [24]Küttner E, Moghadam HK, Skúlason S, Danzmann RG, Ferguson MM. Genetic architecture of body weight, condition factor and age of sexual maturation in Icelandic Arctic charr (Salvelinus alpinus). Mol Genet Genomics. 2011; 286:67-79.
  • [25]Everett MV, Seeb JE. Detection and mapping of QTL for temperature tolerance and body size in Chinook salmon (Oncorhynchus tshawytscha) using genotyping by sequencing. Evol Appl. 2014; 7:480-92.
  • [26]Wringe BF, Devlin RH, Ferguson MM, Moghadam HK, Sakhrani D, Danzmann RG. Growth-related quantitative trait loci in domestic and wild rainbow trout (Oncorhynchus mykiss). BMC Genet. 2010; 11:63. BioMed Central Full Text
  • [27]Haidle L, Janssen JE, Gharbi K, Moghadam HK, Ferguson MM, Danzmann RG. Determination of quantitative trait loci (QTL) for early maturation in rainbow trout (Oncorhynchus mykiss). Mar Biotechnol (NY). 2008; 10:579-92.
  • [28]Shi J, Luo L, Eash J, Ibebunjo C, Glass DJ. The SCF-Fbxo40 complex induces IRS1 ubiquitination in skeletal muscle, limiting IGF1 signaling. Dev Cell. 2011; 21:835-47.
  • [29]Powell J, White I, Guy D, Brotherstone S. Genetic parameters of production traits in Atlantic salmon (Salmo salar). Aquaculture. 2008; 274:225-231.
  • [30]Hayes BJ, Gjuvsland A, Omholt S. Power of QTL mapping experiments in commercial Atlantic salmon populations, exploiting linkage and linkage disequilibrium and effect of limited recombination in males. Heredity (Edinb). 2006; 97:19-26.
  • [31]Peñaloza C, Hamilton A, Guy DR, Bishop SC, Houston RD. A SNP in the 5′ flanking region of the myostatin-1b gene is associated with harvest traits in Atlantic salmon (Salmo salar). BMC Genet. 2013; 14:112. BioMed Central Full Text
  • [32]Tsai HY, Hamilton A, Guy DR, Houston RD. Single nucleotide polymorphisms in the insulin-like growth factor 1 (IGF1) gene are associated with growth-related traits in farmed Atlantic salmon. Anim Genet. 2014; 45:709-15.
  • [33]Guy DR. Genetic Resistance to Infectious Pancreatic Necrosis virus in Pedigreed Atlantic salmon (Salmo salar). 2011.
  • [34]Houston RD, Haley CS, Hamilton A, Guy DR, Tinch AE, Taggart JB et al.. Major quantitative trait loci affect resistance to infectious pancreatic necrosis in Atlantic salmon (Salmo salar). Genetics. 2008; 178:1109-15.
  • [35]Gonen S, Baranski M, Thorland I, Norris A, Grove H, Arnesen P, et al. Mapping and validation of a major QTL affecting the resistance to pancreas disease (salmonid alphavirus) in Atlantic salmon (Salmo salar). Heredity 2015, In press.
  • [36]Moen T, Hayes B, Baranski M, Berg PR, Kjøglum S, Koop BF et al.. A linkage map of the Atlantic salmon (Salmo salar) based on EST-derived SNP markers. BMC Genomics. 2008; 9:223. BioMed Central Full Text
  • [37]Green P, Falls K, Crooks S. Documentation for CRI-MAP, Version 2.4. Washington School of MedicineSt Louis, MO, USA; 1990.
  • [38]Seaton G, Hernandez J, Grunchec J, White I, Allen J, Koning D, Wei W, Berry D, Haley C, Knott S. 2006. (http://www.ngs.ac.uk)
  • [39]Knott SA, Marklund L, Haley CS, Andersson K, Davies W, Ellegren H et al.. Multiple marker mapping of quantitative trait loci in a cross between outbred wild boar and large white pigs. Genetics. 1998; 149:1069-80.
  • [40]O’Malley KG. Quantitative trait Loci for spawning date and body weight in rainbow trout: testing for conserved effects across ancestrally duplicated chromosomes. J Hered. 2003; 94:273-284.
  • [41]Beavis W. The Power and Deceit of QTL Experiments: Lessons from Comparative QTL Studies. In: Proceedings of the Forty-Ninth Annual Corn & Sorghum Industry Re- search Conference. American Seed Trade Association, Washington, DC; 1994: p.250-266.
  • [42]Martyniuk CJ, Perry GML, Mogahadam HK, Ferguson MM, Danzmann RG. The genetic architecture of correlations among growth-related traits and male age at maturation in rainbow trout. J Fish Biol. 2003; 63:746-764.
  • [43]Leaver MJ, Taggart JB, Villeneuve L, Bron JE, Guy DR, Bishop SC et al.. Heritability and mechanisms of n-3 long chain polyunsaturated fatty acid deposition in the flesh of Atlantic salmon. Comp Biochem Physiol Part D Genomics Proteomics. 2011; 6:62-9.
  • [44]Norris AT, Cunningham EP. Estimates of phenotypic and genetic parameters for flesh colour traits in farmed Atlantic salmon based on multiple trait animal model. Livest Prod Sci. 2004; 89:209-222.
  • [45]Odegård J, Moen T, Santi N, Korsvoll S a, Kjøglum S, Meuwissen THE. Genomic prediction in an admixed population of Atlantic salmon (Salmo salar). Front Genet. 2014; 5(November):402.
  • [46]Araneda C, Neira R, Iturra P. Identification of a dominant SCAR marker associated with colour traits in Coho salmon (Oncorhynchus kisutch). Aquaculture. 2005; 247:67-73.
  • [47]Quinton CD, McMillan I, Glebe BD. Development of an Atlantic salmon (Salmo salar) genetic improvement program: Genetic parameters of harvest body weight and carcass quality traits estimated with animal models. Aquaculture. 2005; 247:211-217.
  • [48]Albert G.J. Tacon. The Nutrition and Feeding of Farmed Fish and Shrimp - a Training Manual. Rome: FAO 1987.
  • [49]Moen T, Baranski M, Sonesson AK, Kjøglum S. Confirmation and fine-mapping of a major QTL for resistance to infectious pancreatic necrosis in Atlantic salmon (Salmo salar): population-level associations between markers and trait. BMC Genomics. 2009; 10:368. BioMed Central Full Text
  • [50]Houston RD, Haley CS, Hamilton A, Guy DR, Mota-Velasco JC, Gheyas AA et al.. The susceptibility of Atlantic salmon fry to freshwater infectious pancreatic necrosis is largely explained by a major QTL. Heredity (Edinb). 2010; 105:318-27.
  • [51]Lillehammer M, Meuwissen THE, Sonesson AK. A low-marker density implementation of genomic selection in aquaculture using within-family genomic breeding values. Genet Sel Evol. 2013; 45:39. BioMed Central Full Text
  文献评价指标  
  下载次数:17次 浏览次数:36次