In order to identify candidate genes or loci associated with growth performance of the newly established common carp strain, Xinlong, we conducted a genome-wide association analysis using 2b-RAD technology on 123 individuals. We constructed two sets of libraries associated with growth-related parameters (weight, length, width and depth) measured at two different grow-out stages. Among the 413,059 SNPs identified using SOAP SNP calling, 147,131 were tested for GWAS after quality filtering. Finally, 39 overlapping SNPs, assigned to four genomic locations, were associated with growth traits in two stages. These loci were assigned to functional classes related to immune response, response to stress, neurogenesis, cholesterol metabolism and development, and proliferation and differentiation of cells. By overlapping results of Plink and EMMAX analyses, we identified three genes: TOX, PLK2 and CD163 (both methods P<0.05). Our study results could be used for marker-assisted selection to further improve the growth of the Xinlong strain, and illustrate that largely different sets of genes drive the growth of carp in the early and late grow-out stages.
机构:
Chinese Acad Fisheries Sci, Heilongjiang River Fisheries Res Inst, Harbin 150070, Peoples R China
Shanghai Fisheries Univ, Coll Aqualife Sci & Technol, Shanghai 200090, Peoples R ChinaChinese Acad Fisheries Sci, Heilongjiang River Fisheries Res Inst, Harbin 150070, Peoples R China
Zhang, Yan
Liang, Liqun
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Chinese Acad Fisheries Sci, Heilongjiang River Fisheries Res Inst, Harbin 150070, Peoples R ChinaChinese Acad Fisheries Sci, Heilongjiang River Fisheries Res Inst, Harbin 150070, Peoples R China
Liang, Liqun
Jiang, Peng
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Chinese Acad Fisheries Sci, Heilongjiang River Fisheries Res Inst, Harbin 150070, Peoples R China
Shanghai Fisheries Univ, Coll Aqualife Sci & Technol, Shanghai 200090, Peoples R ChinaChinese Acad Fisheries Sci, Heilongjiang River Fisheries Res Inst, Harbin 150070, Peoples R China
Jiang, Peng
Li, Dayu
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Chinese Acad Fisheries Sci, Heilongjiang River Fisheries Res Inst, Harbin 150070, Peoples R China
Dalian Fisheries Univ, Life Sci & Technol Inst, Dalian 116023, Peoples R ChinaChinese Acad Fisheries Sci, Heilongjiang River Fisheries Res Inst, Harbin 150070, Peoples R China
Li, Dayu
Lu, Cuiyun
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Chinese Acad Fisheries Sci, Heilongjiang River Fisheries Res Inst, Harbin 150070, Peoples R ChinaChinese Acad Fisheries Sci, Heilongjiang River Fisheries Res Inst, Harbin 150070, Peoples R China
Lu, Cuiyun
Sun, Xiaowen
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Chinese Acad Fisheries Sci, Heilongjiang River Fisheries Res Inst, Harbin 150070, Peoples R ChinaChinese Acad Fisheries Sci, Heilongjiang River Fisheries Res Inst, Harbin 150070, Peoples R China
机构:
Univ Zagreb, Fac Vet Med, Dept Anat Histol & Embryol, Heinzelova 55, Zagreb 10000, CroatiaUniv Zagreb, Fac Vet Med, Dept Anat Histol & Embryol, Heinzelova 55, Zagreb 10000, Croatia
Kuzir, Snjezana
Drasner, Kresimir
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Fish Farm IHOR PK, Jastrebarsko, CroatiaUniv Zagreb, Fac Vet Med, Dept Anat Histol & Embryol, Heinzelova 55, Zagreb 10000, Croatia
Drasner, Kresimir
Matanovic, Kresimir
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Univ Zagreb, Fac Vet Med, Dept Biol & Pathol Fish & Bees, Zagreb, CroatiaUniv Zagreb, Fac Vet Med, Dept Anat Histol & Embryol, Heinzelova 55, Zagreb 10000, Croatia
Matanovic, Kresimir
Bastiancic, Lucija
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Univ Zagreb, Fac Vet Med, Dept Anat Histol & Embryol, Heinzelova 55, Zagreb 10000, CroatiaUniv Zagreb, Fac Vet Med, Dept Anat Histol & Embryol, Heinzelova 55, Zagreb 10000, Croatia
Bastiancic, Lucija
Vlahek, Ivan
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Univ Zagreb, Fac Vet Med, Dept Anim Breeding & Livestock Prod, Zagreb, CroatiaUniv Zagreb, Fac Vet Med, Dept Anat Histol & Embryol, Heinzelova 55, Zagreb 10000, Croatia
Vlahek, Ivan
Savoca, Serena
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Univ Messina, Dept Chem Biol Pharmaceut & Environm Sci, Messina, ItalyUniv Zagreb, Fac Vet Med, Dept Anat Histol & Embryol, Heinzelova 55, Zagreb 10000, Croatia
Savoca, Serena
Gjurcevic, Emil
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Univ Zagreb, Fac Vet Med, Dept Biol & Pathol Fish & Bees, Zagreb, CroatiaUniv Zagreb, Fac Vet Med, Dept Anat Histol & Embryol, Heinzelova 55, Zagreb 10000, Croatia
机构:
Univ South Bohemia Ceske Budejovice, Fac Fisheries & Protect Waters, South Bohemian Res Ctr Aquaculture & Biodivers Hy, Res Inst Fish Culture & Hydrobiol, Vodnany 38925, Czech RepublicUniv South Bohemia Ceske Budejovice, Fac Fisheries & Protect Waters, South Bohemian Res Ctr Aquaculture & Biodivers Hy, Res Inst Fish Culture & Hydrobiol, Vodnany 38925, Czech Republic
Richterova, Z.
Machova, J.
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Univ South Bohemia Ceske Budejovice, Fac Fisheries & Protect Waters, South Bohemian Res Ctr Aquaculture & Biodivers Hy, Res Inst Fish Culture & Hydrobiol, Vodnany 38925, Czech RepublicUniv South Bohemia Ceske Budejovice, Fac Fisheries & Protect Waters, South Bohemian Res Ctr Aquaculture & Biodivers Hy, Res Inst Fish Culture & Hydrobiol, Vodnany 38925, Czech Republic
Machova, J.
Stara, A.
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Univ South Bohemia Ceske Budejovice, Fac Fisheries & Protect Waters, South Bohemian Res Ctr Aquaculture & Biodivers Hy, Res Inst Fish Culture & Hydrobiol, Vodnany 38925, Czech RepublicUniv South Bohemia Ceske Budejovice, Fac Fisheries & Protect Waters, South Bohemian Res Ctr Aquaculture & Biodivers Hy, Res Inst Fish Culture & Hydrobiol, Vodnany 38925, Czech Republic
Stara, A.
Tumova, J.
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Univ South Bohemia Ceske Budejovice, Fac Fisheries & Protect Waters, South Bohemian Res Ctr Aquaculture & Biodivers Hy, Res Inst Fish Culture & Hydrobiol, Vodnany 38925, Czech RepublicUniv South Bohemia Ceske Budejovice, Fac Fisheries & Protect Waters, South Bohemian Res Ctr Aquaculture & Biodivers Hy, Res Inst Fish Culture & Hydrobiol, Vodnany 38925, Czech Republic
Tumova, J.
Velisek, J.
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Univ South Bohemia Ceske Budejovice, Fac Fisheries & Protect Waters, South Bohemian Res Ctr Aquaculture & Biodivers Hy, Res Inst Fish Culture & Hydrobiol, Vodnany 38925, Czech RepublicUniv South Bohemia Ceske Budejovice, Fac Fisheries & Protect Waters, South Bohemian Res Ctr Aquaculture & Biodivers Hy, Res Inst Fish Culture & Hydrobiol, Vodnany 38925, Czech Republic
Velisek, J.
Sevcikova, M.
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Univ Vet & Pharmaceut Sci, Fac Vet Hyg & Ecol, Brno, Czech RepublicUniv South Bohemia Ceske Budejovice, Fac Fisheries & Protect Waters, South Bohemian Res Ctr Aquaculture & Biodivers Hy, Res Inst Fish Culture & Hydrobiol, Vodnany 38925, Czech Republic
Sevcikova, M.
Svobodova, Z.
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Univ South Bohemia Ceske Budejovice, Fac Fisheries & Protect Waters, South Bohemian Res Ctr Aquaculture & Biodivers Hy, Res Inst Fish Culture & Hydrobiol, Vodnany 38925, Czech Republic
Univ Vet & Pharmaceut Sci, Fac Vet Hyg & Ecol, Brno, Czech RepublicUniv South Bohemia Ceske Budejovice, Fac Fisheries & Protect Waters, South Bohemian Res Ctr Aquaculture & Biodivers Hy, Res Inst Fish Culture & Hydrobiol, Vodnany 38925, Czech Republic