A conditional multi-trait sequence GWAS discovers pleiotropic candidate genes and variants for sheep wool, skin wrinkle and breech cover traits

被引:15
作者
Bolormaa, Sunduimijid [1 ,2 ]
Swan, Andrew A. [2 ,3 ]
Stothard, Paul [4 ]
Khansefid, Majid [1 ,2 ]
Moghaddar, Nasir [2 ,5 ]
Duijvesteijn, Naomi [2 ,6 ]
van der Werf, Julius H. J. [2 ,5 ]
Daetwyler, Hans D. [1 ,2 ,7 ]
MacLeod, Iona M. [1 ,2 ]
机构
[1] Agr Victoria, Ctr AgriBiosci, AgriBio, Bundoora, Vic 3083, Australia
[2] Cooperat Res Ctr Sheep Ind Innovat, Armidale, NSW 2351, Australia
[3] Univ New England, Anim Genet & Breeding Unit, Armidale, NSW 2351, Australia
[4] Univ Alberta, Fac Agr Life & Environm Sci, Edmonton, AB T6G 2R3, Canada
[5] Univ New England, Sch Environm & Rural Sci, Armidale, NSW 2351, Australia
[6] Hendrix Genet, Boxmeer, Netherlands
[7] La Trobe Univ, Sch Appl Syst Biol, Bundoora, Vic 3086, Australia
关键词
GENOME-WIDE ASSOCIATION; REPRODUCTION TRAITS; MERINO SHEEP; MUTATION; GROWTH; BODYWEIGHT; PARAMETERS; RESISTANCE; RECEPTOR; QUALITY;
D O I
10.1186/s12711-021-00651-0
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
Background Imputation to whole-genome sequence is now possible in large sheep populations. It is therefore of interest to use this data in genome-wide association studies (GWAS) to investigate putative causal variants and genes that underpin economically important traits. Merino wool is globally sought after for luxury fabrics, but some key wool quality attributes are unfavourably correlated with the characteristic skin wrinkle of Merinos. In turn, skin wrinkle is strongly linked to susceptibility to "fly strike" (Cutaneous myiasis), which is a major welfare issue. Here, we use whole-genome sequence data in a multi-trait GWAS to identify pleiotropic putative causal variants and genes associated with changes in key wool traits and skin wrinkle. Results A stepwise conditional multi-trait GWAS (CM-GWAS) identified putative causal variants and related genes from 178 independent quantitative trait loci (QTL) of 16 wool and skin wrinkle traits, measured on up to 7218 Merino sheep with 31 million imputed whole-genome sequence (WGS) genotypes. Novel candidate gene findings included the MAT1A gene that encodes an enzyme involved in the sulphur metabolism pathway critical to production of wool proteins, and the ESRP1 gene. We also discovered a significant wrinkle variant upstream of the HAS2 gene, which in dogs is associated with the exaggerated skin folds in the Shar-Pei breed. Conclusions The wool and skin wrinkle traits studied here appear to be highly polygenic with many putative candidate variants showing considerable pleiotropy. Our CM-GWAS identified many highly plausible candidate genes for wool traits as well as breech wrinkle and breech area wool cover.
引用
收藏
页数:14
相关论文
共 54 条
  • [1] A Deletion in FOXN1 Is Associated with a Syndrome Characterized by Congenital Hypotrichosis and Short Life Expectancy in Birman Cats
    Abitbol, Marie
    Bosse, Philippe
    Thomas, Anne
    Tiret, Laurent
    [J]. PLOS ONE, 2015, 10 (03):
  • [2] The splicing regulators Esrp1 and Esrp2 direct an epithelial splicing program essential for mammalian development
    Bebee, Thomas W.
    Park, Juw Won
    Sheridan, Katherine I.
    Warzecha, Claude C.
    Cieply, Benjamin W.
    Rohacek, Alex M.
    Xing, Yi
    Carstens, Russ P.
    [J]. ELIFE, 2015, 4
  • [3] Genome-wide association studies for feedlot and growth traits in cattle
    Bolormaa, S.
    Hayes, B. J.
    Savin, K.
    Hawken, R.
    Barendse, W.
    Arthur, P. F.
    Herd, R. M.
    Goddard, M. E.
    [J]. JOURNAL OF ANIMAL SCIENCE, 2011, 89 (06) : 1684 - 1697
  • [4] Accuracy of imputation to whole-genome sequence in sheep
    Bolormaa, Sunduimijid
    Chamberlain, Amanda J.
    Khansefid, Majid
    Stothard, Paul
    Swan, Andrew A.
    Mason, Brett
    Prowse-Wilkins, Claire P.
    Duijvesteijn, Naomi
    Moghaddar, Nasir
    van der Werf, Julius H.
    Daetwyler, Hans D.
    MacLeod, Iona M.
    [J]. GENETICS SELECTION EVOLUTION, 2019, 51 (1)
  • [5] Multiple-trait QTL mapping and genomic prediction for wool traits in sheep
    Bolormaa, Sunduimijid
    Swan, Andrew A.
    Brown, Daniel J.
    Hatcher, Sue
    Moghaddar, Nasir
    van der Werf, Julius H.
    Goddard, Michael E.
    Daetwyler, Hans D.
    [J]. GENETICS SELECTION EVOLUTION, 2017, 49
  • [6] Detailed phenotyping identifies genes with pleiotropic effects on body composition
    Bolormaa, Sunduimijid
    Hayes, Ben J.
    van der Werf, Julius H. J.
    Pethick, David
    Goddard, Michael E.
    Daetwyler, Hans D.
    [J]. BMC GENOMICS, 2016, 17
  • [7] A Multi-Trait, Meta-analysis for Detecting Pleiotropic Polymorphisms for Stature, Fatness and Reproduction in Beef Cattle
    Bolormaa, Sunduimijid
    Pryce, Jennie E.
    Reverter, Antonio
    Zhang, Yuandan
    Barendse, William
    Kemper, Kathryn
    Tier, Bruce
    Savin, Keith
    Hayes, Ben J.
    Goddard, Michael E.
    [J]. PLOS GENETICS, 2014, 10 (03):
  • [8] Meta-analysis of genome-wide association studies for cattle stature identifies common genes that regulate body size in mammals
    Bouwman, Aniek C.
    Daetwyler, Hans D.
    Chamberlain, Amanda J.
    Ponce, Carla Hurtado
    Sargolzaei, Mehdi
    Schenkel, Flavio S.
    Sahana, Goutam
    Govignon-Gion, Armelle
    Boitard, Simon
    Dolezal, Marlies
    Pausch, Hubert
    Brondum, Rasmus F.
    Bowman, Phil J.
    Thomsen, Bo
    Guldbrandtsen, Bernt
    Lund, Mogens S.
    Servin, Bertrand
    Garrick, Dorian J.
    Reecy, James
    Vilkki, Johanna
    Bagnato, Alessandro
    Wang, Min
    Hoff, Jesse L.
    Schnabel, Robert D.
    Taylor, Jeremy F.
    Vinkhuyzen, Anna A. E.
    Panitz, Frank
    Bendixen, Christian
    Holm, Lars-Erik
    Gredler, Birgit
    Hoze, Chris
    Boussaha, Mekki
    Sanchez, Marie-Pierre
    Rocha, Dominique
    Capitan, Aurelien
    Tribout, Thierry
    Barbat, Anne
    Croiseau, Pascal
    Drogemueller, Cord
    Jagannathan, Vidhya
    Jagt, Christy Vander
    Crowley, John J.
    Bieber, Anna
    Purfield, Deirdre C.
    Berry, Donagh P.
    Emmerling, Reiner
    Goetz, Kay-Uwe
    Frischknecht, Mirjam
    Russ, Ingolf
    Soelkner, Johann
    [J]. NATURE GENETICS, 2018, 50 (03) : 362 - +
  • [9] Brown DJ, 2018, P 11 WORLD C GEN APP P WORLD C GEN APPL L
  • [10] Accuracy of pedigree and genomic predictions of carcass and novel meat quality traits in multi-breed sheep data assessed by cross-validation
    Daetwyler, Hans D.
    Swan, Andrew A.
    van der Werf, Julius H. J.
    Hayes, Ben J.
    [J]. GENETICS SELECTION EVOLUTION, 2012, 44