Abstract
Brown-marbled grouper, Epinephelus fuscoguttatus, is not only an important commercial fish species, but also an important crossbreeding parent in grouper industry. Improvement of growth traits of this species contributes to the development of grouper breeding. Currently, the development of molecular marker associated with growth of brown-marbled grouper is rare. Thus, we performed the first genome-wide association study (GWAS) for five growth traits in 172 brown-marbled groupers with 43,688 SNPs detected by ddRAD-seq. We identified a total of 5 significant and 18 suggestive QTLs located in multiple chromosomes associated with growth traits. In the 20 kb window of the significant SNPs and suggestive SNPs, 5 and 14 potential candidate genes affecting growth were detected, respectively. Five potential candidate genes near the significantly associated SNPs were selected for expression analysis. Among of which, bmp2k, wasf1, and acyp2 involved in bone development, maintenance of mitochondrion structure, and metabolism were differentially expressed. Interestingly, the SNP 23:29601315 located in the intron of bmp2k was significantly associated with body weight, body length, body height, and body thickness and suggestively associated with total length. We verified the locus using another new group including 123 individuals. The results showed that individuals with CC genotype have better growth traits comparing other individuals. Our findings not only contribute to understanding the molecular mechanism of growth regulation, but also promote the advance of marker-assisted selection in brown-marbled grouper.
Similar content being viewed by others
References
Alexander DH, Novembre J, Lange K (2009) Fast model-based estimation of ancestry in unrelated individuals. Genome Res 19:1655–1664
Amenyogbe E, Chen G, Wang Z (2019) Identification, characterization, and expressions profile analysis of growth hormone receptors (GHR1 and GHR2) in hybrid grouper (Epinephelus fuscoguttatus ♀ × Epinephelus polyphekadion ♂). Genomics. https://doi.org/10.1016/j.ygeno.2019.05.012
Bonferroni C (1936) Teoria statistica delle classi e calcolo delle probabilita. Pubblicazioni del R Istituto Superiore di Scienze Economiche e Commericiali di Firenze 8:3–62
Bradbury PJ, Zhang Z, Kroon DE, Casstevens TM, Ramdoss Y, Buckler ES (2007) TASSEL: software for association mapping of complex traits in diverse samples. Bioinformatics 23:2633–2635
Buchman AR, Berg P (1988) Comparison of intron-dependent and intron-independent gene expression. Mol Cell Biol 8:4395–4405
Chen Y, Cai S, Jian J (2019) Protection against Vibrio alginolyticus in pearl gentian grouper (♀Epinephelus fuscoguttatus × ♂Epinephelus lanceolatu) immunized with an acfA-deletion live attenuated vaccine. Fish Shellfish Immunol 86:875–881
Cheng M, Tian Y, Li Z, Wang L, Wu Y, Zhang J, Pang Z, Ma W, Zhai J (2019) The complete mitochondrial genome of the hybrid offspring Epinephelus fuscoguttatus ♀ × Epinephelus tukula ♂. Mitochondr DNA B 4:2717–2718
Chung S, Perry RP (1989) Importance of introns for expression of mouse ribosomal protein gene rpL32. Mol Cell Biol 9:2075–2082
Danecek P, Auton A, Abecasis G, Albers CA, Banks E, Depristo MA, Handsaker RE, Lunter G, Marth GT, Sherry ST (2011) The variant call format and VCFtools. Bioinformatics 27:2156–2158
De-Santis C, Jerry DR (2007) Candidate growth genes in finfish - where should we be looking? Aquaculture 272:22–38
Degl'innocenti D, Marzocchini R, Rosati F, Cellini E, Raugei G, Ramponi G (1999) Acylphosphatase expression during macrophage differentiation and activation of U-937 cell line. Biochimie 81:1031–1035
Gasser RB, Hu M, Chilton NB, Campbell BE, Jex AJ, Otranto D, Cafarchia C, Beveridge I, Zhu X (2007) Single-strand conformation polymorphism (SSCP) for the analysis of genetic variation. Nat Protoc 1:3121–3128
Geng X, Liu S, Yao J, Bao L, Zhang J, Li C, Wang R, Sha J, Zeng P, Zhi D, Liu Z (2016) A genome-wide association study identifies multiple regions associated with head size in catfish. G3 (Bethesda) 6:3389–3398
Gonzalez-Pena D, Gao G, Baranski M, Moen T, Cleveland BM, Brett Kenney P, Vallejo RL, Palti Y, Leeds TD (2016) Genome-wide association study for identifying loci that affect fillet yield, carcass, and body weight traits in rainbow trout (Oncorhynchus mykiss). Front Genet 7
Guo L, Xia J, Yang S, Li M, You X, Meng Z, Lin H (2015) GHRH, PRP-PACAP and GHRHR target sequencing via an ion torrent personal genome machine reveals an association with growth in orange-spotted grouper (Epinephelus coioides). Int J Mol Sci 16:26137–26150
Guo L, Yang S, Li MM, Meng ZN, Lin HR (2016) Divergence and polymorphism analysis of IGF1Ra and IGF1Rb from orange-spotted grouper, Epinephelus coioides (Hamilton). Genet Mol Res 15
Gutierrez AP, Yáñ Ez JM, Fukui S, Swift B, Davidson WS (2015) Genome-wide association study (GWAS) for growth rate and age at sexual maturation in Atlantic salmon (Salmo salar). PLoS One 10
Huang H, Wei Y, Meng Z, Zhang Y, Liu X, Guo L, Luo J, Chen G, Lin H (2014) Polymorphisms of leptin-b gene associated with growth traits in orange-spotted grouper (Epinephelus coioides). Int J Mol Sci 15:11996–12006
Jiang DL, Gu XH, Li BJ, Zhu ZX, Qin H, Meng Z, Lin HR, Xia JH (2019) Identifying a long QTL cluster across chrLG18 associated with salt tolerance in Tilapia using GWAS and QTL-seq. Mar Biotechnol 21:250–261
Kearns AE, Donohue MM, Sanyal B, Demay MB (2001) Cloning and characterization of a novel protein kinase that impairs osteoblast differentiation in vitro. J Biol Chem 276:42213–42218
Lalitha S (2000) Primer Premier 5. Biotech Software Internet Rep 1:270–272
Langmead B, Salzberg SL (2012) Fast gapped-read alignment with bowtie 2. Nat Methods 9:357–359
Le Hir H, Nott A, Moore MJ (2003) How introns influence and enhance eukaryotic gene expression. Trends Biochem Sci 28:215–220
Li H, Handsaker B, Wysoker A, Fennell T, Ruan J, Homer N, Marth G, Abecasis G, Durbin R (2009) The sequence alignment/map format and SAMtools. Bioinformatics 25:2078–2079
Li N, Zhou T, Geng X, Jin Y, Wang X, Liu S, Xu X, Gao D, Li Q, Liu Z (2018) Identification of novel genes significantly affecting growth in catfish through GWAS analysis. Mol Gen Genomics 293:587–599
Li S, Liu H, Bai J, Zhu X (2017) Transcriptome assembly and identification of genes and SNPs associated with growth traits in largemouth bass (Micropterus salmoides). Genetica 145:175–187
Liu G, Gong Z, Li Q (2019) The complete mitochondrial genome of the breed Ningbo brown-marbled grouper (Epinephelus fuscoguttatus). Mitochondr DNA B 4:2109–2110
Löhr H, Hess S, Pereira MMA, Reinoß P, Leibold S, Schenkel C, Wunderlich CM, Kloppenburg P, Brüning JC, Hammerschmidt M (2018) Diet-induced growth is regulated via acquired Leptin resistance and engages a Pomc-Somatostatin-growth hormone circuit. Cell Rep 23:1728–1741
Lv W, Zheng X, Kuang Y, Cao D, Yan Y, Sun X (2016) QTL variations for growth-related traits in eight distinct families of common carp (Cyprinus carpio). BMC Genet 17
Mamauag REP, Ragaza JA, Nacionales T (2019) Fish performance, nutrient digestibilities, and hepatic and intestinal morphologies in grouper Epinephelus fuscoguttatus fed fermented copra meal. Aquac Res 14
Mohamad N, Mohd Roseli FA, Azmai MNA, Saad MZ, Md Yasin IS, Zulkiply NA, Nasruddin NS (2019) Natural concurrent infection of Vibrio harveyi and V. alginolyticus in cultured hybrid groupers in Malaysia. J Aquat Anim Health 31:88–96
Mukai Y, Lim LS (2016) Morphogenesis of free neuromasts in the larvae of brown-marbled grouper Epinephelus fuscoguttatus. Mar Freshw Behav Physiol 49:159–171
Nazari S, Jafari V, Pourkazemi M, Miandare HK, Abdolhay HA (2016) Association between myostatin gene (MSTN-1) polymorphism and growth traits in domesticated rainbow trout (Oncorhynchus mykiss). Agri Gene 1:109–115
Nguyen NH, Rastas PMA, Premachandra HKA, Knibb W (2018) First high-density linkage map and single nucleotide polymorphisms significantly associated with traits of economic importance in yellowtail kingfish Seriola lalandi. Frontiers in Genetics 9:127
Noor NM, Defoirdt T, Alipiah N, Karim M, Daud H, Natrah I (2019) Quorum sensing is required for full virulence of Vibrio campbellii towards tiger grouper (Epinephelus fuscoguttatus) larvae. J Fish Dis 42:489–495
Nurdalila AA, Mayalvanan Y, Baharum SN (2019) Metabolite profiling of Epinephelus fuscoguttatus infected with vibriosis reveals omega 9 as potential metabolite biomarker. Fish Physiol Biochem 45:1203–1215
Peng W, Xu J, Zhang Y, Feng J, Dong C, Jiang L, Feng J, Chen B, Gong Y, Chen L, Xu P (2016) Erratum: an ultra-high density linkage map and QTL mapping for sex and growth-related traits of common carp (Cyprinus carpio. Sci Rep 6
Peterson BK, Weber JN, Kay EH, Fisher HS, Hoekstra HE (2012) Double digest RADseq: an inexpensive method for de novo SNP discovery and genotyping in model and non-model species. PLoS One 7
Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MR, Bender D, Maller J, Sklar P, De Bakker PIW, Daly MJ, Sham PC (2007) PLINK: a tool set for whole-genome association and population-based linkage analyses. Am J Hum Genet 81:559–575
Quinlan AR, Hall IM (2010) BEDTools: a flexible suite of utilities for comparing genomic features. Bioinformatics 26:841–842
Reis Neto RV, Yoshida GM, Lhorente JP, Yáñez JM (2019) Genome-wide association analysis for body weight identifies candidate genes related to development and metabolism in rainbow trout (Oncorhynchus mykiss). Mol Gen Genomics 294:563–571
Ribas L, Robledo D, Gómez-Tato A, Viñas A, Martínez P, Piferrer F (2016) Comprehensive transcriptomic analysis of the process of gonadal sex differentiation in the turbot (Scophthalmus maximus). Mol Cell Endocrinol 422:132–149
Rimmer MA, Thampisamraj YC, Jayagopal P, Thineshsanthar D, Damodar PN, Toledo JD (2013) Spawning of tiger grouper Epinephelus fuscoguttatus and squaretail coralgrouper Plectropomus areolatus in sea cages and onshore tanks in Andaman and Nicobar Islands, India. Aquaculture 410-411:197–202
Salem M, Al-Tobasei R, Ali A, Lourenco D, Gao G, Palti Y, Kenney B, Leeds TD (2018) Genome-wide association analysis with a 50K transcribed gene SNP- Chip identifies QTL affecting muscle yield in rainbow trout. Front Genet 9
Sun Y, Guo CY, Wang DD, Li XF, Xiao L, Zhang X, You X, Shi Q, Hu GJ, Fang C, Lin HR, Zhang Y (2016) Transcriptome analysis reveals the molecular mechanisms underlying growth superiority in a novel grouper hybrid (Epinephelus fuscogutatus♀× E. lanceolatus♂). BMC Genetics 17:24
Sung JY, Engmann O, Teylan MA, Nairn AC, Greengard P, Kim Y (2008) WAVE1 controls neuronal activity-induced mitochondrial distribution in dendritic spines. Proceedings of the National Academy of Sciences of the United States of America 105:3112–3116
Tsai HY, Hamilton A, Tinch AE, Guy DR, Gharbi K, Stear MJ, Matika O, Bishop SC, Houston RD (2015) Genome wide association and genomic prediction for growth traits in juvenile farmed Atlantic salmon using a high density SNP array. BMC Genomics 16:969
Wang L, Liu P, Huang S, Ye B, Chua E, Wan ZY, Yue GH (2017) Genome-wide association study identifies loci associated with resistance to viral nervous necrosis disease in Asian Seabass. Mar Biotechnol 19:255–265
Wang M, Xu F, Chen K, Li X, Li K, Zhou Y, Xiao J (2019a) A multiplex SNP genotyping by allele-specificspecific PCR based on stem-loop and universal fluorescent primers of Chr1daxin mice. Electrophoresis 40:1600–1605
Wang W, Tan S, Luo J, Shi H, Zhou T, Yang Y, Jin Y, Wang X, Niu D, Yuan Z, Gao D, Dunham R, Liu Z (2019b) GWAS analysis indicated importance of NF-κB signaling pathway in host resistance against motile Aeromonas septicemia disease in catfish. Mar Biotechnol 21:335–347
Wang Y, Wang X, Meng X, Wang H, Jiang Z, Qiu X (2014) Identification of two SNPs in myostatin (MSTN) gene of Takifugu rubripes and their association with growth traits. Mol Cell Probes 28:200–203
Wu L, Yang Y, Li B, Huang W, Wang X, Liu X, Meng Z, Xia J (2019) First genome-wide association analysis for growth traits in the largest coral reef-dwelling bony fishes, the Giant grouper (Epinephelus lanceolatus). Mar Biotechnol 21:707–717
Xu T, Zhang X, Ruan Z, Yu H, Chen J, Jiang S, Bian C, Wu B, Shi Q, You X (2019) Genome resequencing of the orange-spotted grouper (Epinephelus coioides) for a genome-wide association study on ammonia tolerance. Aquaculture 512
Yang Y, Li Q, Shu H, Zhou H, Li X, Hou L (2017) Characterization of the melanocortin-4 receptor gene from Spinibarbus hollandi and the association between its polymorphisms and S. hollandi growth traits. Fish Sci 83:967–976
Yu H, You X, Li J, Liu H, Meng Z, Xiao L, Zhang H, Lin HR, Zhang Y, Shi Q (2016) Genome-wide mapping of growth-related quantitative trait loci in orange-spotted grouper (Epinephelus coioides) using double digest restriction-site associated DNA sequencing (ddRADseq). Int J Mol Sci 17
Yu H, You X, Li J, Zhang X, Zhang S, Jiang S, Lin X, Lin HR, Meng Z, Shi Q (2018) A genome-wide association study on growth traits in orange-spotted grouper (Epinephelus coioides) with RAD-seq genotyping. Sci China Life Sci 61:934–946
Zhong X, Wang X, Zhou T, Jin Y, Tan S, Jiang C, Geng X, Li N, Shi H, Zeng Q, Yang Y, Yuan Z, Bao L, Liu S, Tian C, Peatman E, Li Q, Liu Z (2017) Genome-wide association study reveals multiple novel QTL associated with low oxygen tolerance in hybrid catfish. Mar Biotechnol 19:379–390
Zhou Z, Chen L, Dong C, Peng W, Kong S, Sun J, Pu F, Chen B, Feng J, Xu P (2018) Genome-scale association study of abnormal scale pattern in Yellow River carp identified previously known causative gene in European Mirror carp. Mar Biotechnol 20:573–583
Zhou Z, Han K, Wu Y, Bai H, Ke Q, Pu F, Wang Y, Xu P (2019) Genome-wide association study of growth and body-shape-related traits in large yellow croaker (Larimichthys crocea) using ddRAD sequencing. Mar Biotechnol 21:655–670
Acknowledgments
We thank Mr. Xiaoli Yang (Zhanjiang Hengxing aquatic science and technology co. LTD) and Dr. Haifa Zhang (Marine fisheries Development center of Guangdong Province) for providing fish samples; Jianan He (Sun Yat-sen University) for collecting the samples.
Funding
This research was funded by Agriculture Research System of China (ARS-47); Science and Technology Planning Project of Guangzhou (201804020013); National Natural Science Foundation of China (31872572); Yang Fan Innovative & Entrepreneurial Research Team Project (No.201312H10); National Natural Science Foundation of China (u1401213, 31802266); and the Program of the China-ASEAN Maritime Cooperation Fund of the Chinese government.
Author information
Authors and Affiliations
Contributions
Y.Y., Z.M., and X. L. designed the study. Y.Y., L.W., L.S., and W.H. collected the samples. Y.Y. and Z.M. performed the laboratory work. Y.Y., L.W., B.L., Y.G., and Z.M. performed analyses. J.X. contributed technical assistance. Y.Y., Z.M, and X.L. drafted the paper.
Corresponding authors
Ethics declarations
Conflict of Interest
The authors declare that they have no conflict of interests.
Additional information
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Yang, Y., Wu, L., Wu, X. et al. Identification of Candidate Growth-Related SNPs and Genes Using GWAS in Brown-Marbled Grouper (Epinephelus fuscoguttatus). Mar Biotechnol 22, 153–166 (2020). https://doi.org/10.1007/s10126-019-09940-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10126-019-09940-8