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Zhang F, Liu Q, Gong P, Wang Y, Shi C, Zhu L, Zhao J, Yao W, Luo J. Genome-wide association study provided insights into the polled phenotype and polled intersex syndrome (PIS) in goats. BMC Genomics 2024; 25:661. [PMID: 38956513 PMCID: PMC11218382 DOI: 10.1186/s12864-024-10568-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2024] [Accepted: 06/26/2024] [Indexed: 07/04/2024] Open
Abstract
BACKGROUND Breeding polled goats is a welfare-friendly approach for horn removal in comparison to invasive methods. To gain a comprehensive understanding of the genetic basis underlying polledness in goats, we conducted whole-genome sequencing of 106 Xinong Saanen dairy goats, including 33 horned individuals, 70 polled individuals, and 3 polled intersexuality syndrome (PIS) individuals. METHODS The present study employed a genome-wide association study (GWAS) and linkage disequilibrium (LD) analysis to precisely map the genetic locus underlying the polled phenotype in goats. RESULTS The analysis conducted in our study revealed a total of 320 genome-wide significant single nucleotide polymorphisms (SNPs) associated with the horned/polled phenotype in goats. These SNPs exhibited two distinct peaks on chromosome 1, spanning from 128,817,052 to 133,005,441 bp and from 150,336,143 to 150,808,639 bp. The present study identified three genome-wide significant SNPs, namely Chr1:129789816, Chr1:129791507, and Chr1:129791577, as potential markers of PIS-affected goats. The results of our LD analysis suggested a potential association between MRPS22 and infertile intersex individuals, as well as a potential association between ERG and the polled trait in goats. CONCLUSION We have successfully identified three marker SNPs closely linked to PIS, as well as several candidate genes associated with the polled trait in goats. These results may contribute to the development of SNP chips for early prediction of PIS in goats, thereby facilitating breeding programs aimed at producing fertile herds with polled traits.
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Affiliation(s)
- Fuhong Zhang
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling, 712100, P. R. China
| | - Qingqing Liu
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling, 712100, P. R. China
| | - Ping Gong
- Institute of Animal Husbandry Quality Standards, Xinjiang Academy of Animal Sciences, Urumchi, 830000, P. R. China
| | - Yaling Wang
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling, 712100, P. R. China
| | - Chenbo Shi
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling, 712100, P. R. China
| | - Lu Zhu
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling, 712100, P. R. China
| | - Jianqing Zhao
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling, 712100, P. R. China
| | - Weiwei Yao
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling, 712100, P. R. China
| | - Jun Luo
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling, 712100, P. R. China.
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Zhao J, Liu Z, Wang X, Xin X, Du L, Zhao H, An Q, Ding X, Zhang Z, Wang E, Xu Z, Huang Y. The Identification of Goat KCNJ15 Gene Copy Number Variation and Its Association with Growth Traits. Genes (Basel) 2024; 15:250. [PMID: 38397239 PMCID: PMC10888278 DOI: 10.3390/genes15020250] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2023] [Revised: 02/06/2024] [Accepted: 02/13/2024] [Indexed: 02/25/2024] Open
Abstract
(1) Background: Copy number variation (CNV) is a critical component of genome structural variation and has garnered significant attention. High-throughput screening of the KCNJ15 gene has revealed a correlation between the CNV region and the growth traits of goats. We aimed to identify the CNV of the KCNJ15 gene in five goat breeds and analyze its association with growth characteristics. (2) Methods: We utilized 706 goats from five breeds: Guizhou black goat (GZB), Guizhou white goat (GZW), Bohuai goat (BH), Huai goat (HH), and Taihang goat (TH). To evaluate the number of copies of the KCNJ15 gene using qPCR, we analyzed the correlation between the CNV and growth characteristics and then used a universal linear model. The findings revealed variations in the distribution of different copy number types among the different goat breeds. (3) Results: Association analysis revealed a positive influence of the CNV in the KCNJ15 gene on goat growth. In GZB, individuals with duplication types exhibited superior performance in terms of cannon bone circumference (p < 0.05). In HH, individuals with duplication types exhibited superior performance in terms of body slanting length (p < 0.05). Conversely, normal TH demonstrated better body height and body weight (p < 0.05), while in GZW, when CN = 3, it performed better than other types in terms of body weight and chest circumference (p < 0.05). However, in BH, it had no significant effect on growth traits. (4) Conclusions: We confirmed that the CNV in the KCNJ15 gene significantly influences the growth characteristics of four distinct goat breeds. The correlation between KCNJ15 gene CNVs and goat growth traits offers valuable insights to breeders, enabling them to employ precise and efficient breeding methods that enhance livestock welfare, productivity, and overall economic benefits in the industry.
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Affiliation(s)
- Jiahao Zhao
- College of Animal Science and Technology, Northwest A&F University, Xianyang 712100, China; (J.Z.); (Z.L.); (L.D.); (H.Z.); (X.D.)
| | - Zhe Liu
- College of Animal Science and Technology, Northwest A&F University, Xianyang 712100, China; (J.Z.); (Z.L.); (L.D.); (H.Z.); (X.D.)
| | - Xianwei Wang
- Henan Provincial Animal Husbandry General Station, Zhengzhou 450008, China;
| | - Xiaoling Xin
- Institute of Animal Husbandry and Veterinary Science, Henan Academy of Agricultural Sciences, Zhengzhou 450002, China; (X.X.); (Z.Z.); (E.W.)
| | - Lei Du
- College of Animal Science and Technology, Northwest A&F University, Xianyang 712100, China; (J.Z.); (Z.L.); (L.D.); (H.Z.); (X.D.)
| | - Huangqing Zhao
- College of Animal Science and Technology, Northwest A&F University, Xianyang 712100, China; (J.Z.); (Z.L.); (L.D.); (H.Z.); (X.D.)
| | - Qingming An
- College of Agriculture and Forestry Engineering, Tongren University, Tongren 554300, China;
| | - Xiaoting Ding
- College of Animal Science and Technology, Northwest A&F University, Xianyang 712100, China; (J.Z.); (Z.L.); (L.D.); (H.Z.); (X.D.)
| | - Zijing Zhang
- Institute of Animal Husbandry and Veterinary Science, Henan Academy of Agricultural Sciences, Zhengzhou 450002, China; (X.X.); (Z.Z.); (E.W.)
| | - Eryao Wang
- Institute of Animal Husbandry and Veterinary Science, Henan Academy of Agricultural Sciences, Zhengzhou 450002, China; (X.X.); (Z.Z.); (E.W.)
| | - Zejun Xu
- Henan Provincial Animal Husbandry General Station, Zhengzhou 450008, China;
| | - Yongzhen Huang
- College of Animal Science and Technology, Northwest A&F University, Xianyang 712100, China; (J.Z.); (Z.L.); (L.D.); (H.Z.); (X.D.)
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Fang X, Gu B, Chen M, Sun R, Zhang J, Zhao L, Zhao Y. Genome-Wide Association Study of the Reproductive Traits of the Dazu Black Goat ( Capra hircus) Using Whole-Genome Resequencing. Genes (Basel) 2023; 14:1960. [PMID: 37895309 PMCID: PMC10606515 DOI: 10.3390/genes14101960] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Revised: 10/11/2023] [Accepted: 10/12/2023] [Indexed: 10/29/2023] Open
Abstract
Reproductive traits are the basic economic traits of goats and important indicators in goat breeding. In this study, Dazu black goats (DBGs; n = 150), an important Chinese local goat breed with excellent reproductive performance, were used to screen for important variation loci and genes of reproductive traits. Through genome-wide association studies (GWAS), 18 SNPs were found to be associated with kidding traits (average litter size, average litter size in the first three parity, and average litter size in the first six parity), and 10 SNPs were associated with udder traits (udder depth, teat diameter, teat length, and supernumerary teat). After gene annotation of the associated SNPs and in combination with relevant references, the candidate genes, namely ATP1A1, LRRC4C, SPCS2, XRRA1, CELF4, NTM, TMEM45B, ATE1, and FGFR2, were associated with udder traits, while the ENSCHIG00000017110, SLC9A8, GLRB, GRIA2, GASK1B, and ENSCHIG00000026285 genes were associated with litter size. These SNPs and candidate genes can provide useful biological information for improvement of the reproductive traits of goats.
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Affiliation(s)
- Xingqiang Fang
- College of Animal Science and Technology, Southwest University, Chongqing 400715, China; (X.F.); (B.G.); (M.C.); (R.S.); (J.Z.); (L.Z.)
- Chongqing Key Laboratory of Herbivore Science, Chongqing 400715, China
- Chongqing Key Laboratory of Forage & Herbivore, Chongqing 400715, China
| | - Bowen Gu
- College of Animal Science and Technology, Southwest University, Chongqing 400715, China; (X.F.); (B.G.); (M.C.); (R.S.); (J.Z.); (L.Z.)
- Chongqing Key Laboratory of Herbivore Science, Chongqing 400715, China
- Chongqing Key Laboratory of Forage & Herbivore, Chongqing 400715, China
| | - Meixi Chen
- College of Animal Science and Technology, Southwest University, Chongqing 400715, China; (X.F.); (B.G.); (M.C.); (R.S.); (J.Z.); (L.Z.)
- Chongqing Key Laboratory of Herbivore Science, Chongqing 400715, China
- Chongqing Key Laboratory of Forage & Herbivore, Chongqing 400715, China
| | - Ruifan Sun
- College of Animal Science and Technology, Southwest University, Chongqing 400715, China; (X.F.); (B.G.); (M.C.); (R.S.); (J.Z.); (L.Z.)
- Chongqing Key Laboratory of Herbivore Science, Chongqing 400715, China
- Chongqing Key Laboratory of Forage & Herbivore, Chongqing 400715, China
| | - Jipan Zhang
- College of Animal Science and Technology, Southwest University, Chongqing 400715, China; (X.F.); (B.G.); (M.C.); (R.S.); (J.Z.); (L.Z.)
- Chongqing Key Laboratory of Herbivore Science, Chongqing 400715, China
- Chongqing Key Laboratory of Forage & Herbivore, Chongqing 400715, China
| | - Le Zhao
- College of Animal Science and Technology, Southwest University, Chongqing 400715, China; (X.F.); (B.G.); (M.C.); (R.S.); (J.Z.); (L.Z.)
- Chongqing Key Laboratory of Herbivore Science, Chongqing 400715, China
- Chongqing Key Laboratory of Forage & Herbivore, Chongqing 400715, China
| | - Yongju Zhao
- College of Animal Science and Technology, Southwest University, Chongqing 400715, China; (X.F.); (B.G.); (M.C.); (R.S.); (J.Z.); (L.Z.)
- Chongqing Key Laboratory of Herbivore Science, Chongqing 400715, China
- Chongqing Key Laboratory of Forage & Herbivore, Chongqing 400715, China
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Genetic Diversity and Selection Signatures in Jianchang Black Goats Revealed by Whole-Genome Sequencing Data. Animals (Basel) 2022; 12:ani12182365. [PMID: 36139225 PMCID: PMC9495118 DOI: 10.3390/ani12182365] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Revised: 08/28/2022] [Accepted: 09/07/2022] [Indexed: 11/17/2022] Open
Abstract
Understanding the genetic composition of indigenous goats is essential to promote the scientific conservation and sustainable utilization of these breeds. The Jianchang Black (JC) goat, a Chinese native breed, is solid black and exhibits crude feed tolerance, but is characterized by a low growth rate and small body size. Based on the whole-genome sequencing data for 30 JC, 41 Jintang Black (JT), and 40 Yunshang Black (YS) goats, and 21 Bezoar ibexes, here, we investigated the genetic composition of JC goats by conducting analyses of the population structure, runs of homozygosity (ROH), genomic inbreeding, and selection signature. Our results revealed that JT and YS showed a close genetic relationship with a non-negligible amount of gene flows but were genetically distant from JC, apart from Bezoars. An average of 2039 ROHs were present in the autosomal genome per individual. The ROH-based inbreeding estimates in JC goats generally showed moderate values ranging from 0.134 to 0.264, mainly due to rapid declines in the effective population size during recent generations. The annotated genes (e.g., IL2, IL7, and KIT) overlapping with ROH islands were significantly enriched in immune-related biological processes. Further, we found 61 genes (e.g., STIM1, MYO9A, and KHDRBS2) under positive selection in JC goats via three complementary approaches, which may underly genetic adaptations to local environmental conditions. Our findings provided references for the conservation and sustainable utilization of JC goats.
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Guo J, Sun X, Mao A, Liu H, Zhan S, Li L, Zhong T, Wang L, Cao J, Liu GE, Zhang H. A 13.42-kb tandem duplication at the ASIP locus is strongly associated with the depigmentation phenotype of non-classic Swiss markings in goats. BMC Genomics 2022; 23:437. [PMID: 35698044 PMCID: PMC9190080 DOI: 10.1186/s12864-022-08672-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2022] [Accepted: 05/27/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND The pigmentation phenotype diversity is rich in domestic goats, and identification of the genetic loci affecting coat color in goats has long been of interest. Via the detections of selection signatures, a duplication upstream ASIP was previously reported to be a variant affecting the Swiss markings depigmentation phenotype in goats. RESULTS We conducted a genome-wide association study using whole-genome sequencing (WGS) data to identify the genetic loci and causal variants affecting the pigmentation phenotype in 65 Jintang black (JT) goats (i.e., 48 solid black vs. 17 non-classic Swiss markings). Although a single association peak harboring the ASIP gene at 52,619,845-72,176,538 bp on chromosome 13 was obtained using a linear mixed model approach, all the SNPs and indels in this region were excluded as causal variants for the pigmentation phenotype. We then found that all 17 individuals with non-classic Swiss markings carried a 13,420-bp duplication (CHI13:63,129,198-63,142,617 bp) nearly 101 kb upstream of ASIP, and this variant was strongly associated (P = 1.48 × 10- 12) with the coat color in the 65 JT goats. The copy numbers obtained from the WGS data also showed that the duplication was present in all 53 goats from three European breeds with Swiss markings and absent in 45 of 51 non-Swiss markings goats from four other breeds and 21 Bezoars, which was further validated in 314 samples from seven populations based on PCR amplification. The copy numbers of the duplication vary in different goat breeds with Swiss markings, indicating a threshold effect instead of a dose-response effect at the molecular level. Furthermore, breakpoint flanking repeat analysis revealed that the duplication was likely to be a result of the Bov-B-mediated nonallelic homologous recombination. CONCLUSION We confirmed that a genomic region harboring the ASIP gene is a major locus affecting the coat color phenotype of Swiss markings in goats. Although the molecular genetic mechanisms remain unsolved, the 13,420-bp duplication upstream of ASIP is a necessary but not sufficient condition for this phenotype in goats. Moreover, the variations in the copy number of the duplication across different goat breeds do not lead to phenotypic heterogeneity.
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Affiliation(s)
- Jiazhong Guo
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China
| | - Xueliang Sun
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China
| | - Ayi Mao
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China
| | - Haifeng Liu
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China
| | - Siyuan Zhan
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China
| | - Li Li
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China
| | - Tao Zhong
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China
| | - Linjie Wang
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China
| | - Jiaxue Cao
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China
| | - George E Liu
- Animal Genomics and Improvement Laboratory, BARC, Agricultural Research Service, USDA, Beltsville, MD, 20705, USA.
| | - Hongping Zhang
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China.
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Copy Number Variation (CNV): A New Genomic Insight in Horses. Animals (Basel) 2022; 12:ani12111435. [PMID: 35681904 PMCID: PMC9179425 DOI: 10.3390/ani12111435] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2022] [Revised: 05/25/2022] [Accepted: 05/30/2022] [Indexed: 12/04/2022] Open
Abstract
Simple Summary This study aimed to contribute to our knowledge of CNVs, a type of genomic marker in equines, by producing, for the first time, a fine-scale characterization of the CNV regions (CNVRs) in the Pura Raza Española horse breed. We found not only the existence of a unique pattern of genomic regions enriched in CNVs in the PRE in comparison with the data available from other breeds but also the incidence of CNVs across the entire genome. Since these regions could affect the structure and dose of the genes involved, we also performed a gene ontology analysis which revealed that most of the genes overlapping in CNVRs were related to the olfactory pathways and immune response. Abstract Copy number variations (CNVs) are a new-fangled source of genetic variation that can explain changes in the phenotypes in complex traits and diseases. In recent years, their study has increased in many livestock populations. However, the study and characterization of CNVs in equines is still very limited. Our study aimed to investigate the distribution pattern of CNVs, characterize CNV regions (CNVRs), and identify the biological pathways affected by CNVRs in the Pura Raza Española (PRE) breed. To achieve this, we analyzed high-density SNP genotyping data (670,804 markers) from a large cohort of 654 PRE horses. In total, we identified 19,902 CNV segments and 1007 CNV regions in the whole population. The length of the CNVs ranged from 1.024 kb to 4.55 Mb, while the percentage of the genome covered by CNVs was 4.4%. Interestingly, duplications were more abundant than deletions and mixed CNVRs. In addition, the distribution of CNVs across the chromosomes was not uniform, with ECA12 being the chromosome with the largest percentage of its genome covered (19.2%), while the highest numbers of CNVs were found in ECA20, ECA12, and ECA1. Our results showed that 71.4% of CNVRs contained genes involved in olfactory transduction, olfactory receptor activity, and immune response. Finally, 39.1% of the CNVs detected in our study were unique when compared with CNVRs identified in previous studies. To the best of our knowledge, this is the first attempt to reveal and characterize the CNV landscape in PRE horses, and it contributes to our knowledge of CNVs in equines, thus facilitating the understanding of genetic and phenotypic variations in the species. However, further research is still needed to confirm if the CNVs observed in the PRE are also linked to variations in the specific phenotypical differences in the breed.
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Simon R, Drögemüller C, Lühken G. The Complex and Diverse Genetic Architecture of the Absence of Horns (Polledness) in Domestic Ruminants, including Goats and Sheep. Genes (Basel) 2022; 13:genes13050832. [PMID: 35627216 PMCID: PMC9140736 DOI: 10.3390/genes13050832] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Revised: 04/29/2022] [Accepted: 05/03/2022] [Indexed: 12/04/2022] Open
Abstract
Horns are the most obvious common feature of Bovidae. The naturally occurring absence of horns in these species, also known as polledness, is of surprisingly heterogeneous nature, although they are Mendelian traits. This review compares in detail the molecular differences among the causes of inherited polledness in the domestic ruminant species of cattle, yak, sheep, and goat based on the causal gene variants that have been discovered in recent years. The genetic causes for the lack of horns in small ruminants seem not only to be more complex, e.g., in sheep, breed-specific characteristics are still unexplained, but in goats, there is also the associated disorder of intersexuality—polled intersex syndrome (PIS). In connection with animal welfare and the associated discussion about a legal ban on the dehorning of all farm animals, naturally hornless animals and the causal genetic variants are of increasing research interest in the age of genome editing. However, the low acceptance of genetic engineering in livestock, especially in European societies, limits its use in food-producing animals. Therefore, genotype-based targeted selection of naturally occurring variants is still a widely used method for spreading this desired trait within and across populations, at least in cattle and sheep.
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Affiliation(s)
- Rebecca Simon
- Institute for Animal Breeding and Genetics, Justus Liebig University Giessen, 35390 Giessen, Germany; (R.S.); (G.L.)
| | - Cord Drögemüller
- Institute of Genetics, Vetsuisse Faculty, University of Bern, 3012 Bern, Switzerland
- Correspondence:
| | - Gesine Lühken
- Institute for Animal Breeding and Genetics, Justus Liebig University Giessen, 35390 Giessen, Germany; (R.S.); (G.L.)
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Gu B, Sun R, Fang X, Zhang J, Zhao Z, Huang D, Zhao Y, Zhao Y. Genome-Wide Association Study of Body Conformation Traits by Whole Genome Sequencing in Dazu Black Goats. Animals (Basel) 2022; 12:ani12050548. [PMID: 35268118 PMCID: PMC8908837 DOI: 10.3390/ani12050548] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Revised: 02/15/2022] [Accepted: 02/19/2022] [Indexed: 02/07/2023] Open
Abstract
Simple Summary Body conformation traits are economically important in the goat meat industry. Good growth performance in goats, including an accelerated growth rate, can improve carcass weight and meat yield. The identification of genetic variants associated with these traits provides a basis for the genetic improvement of growth performance. In this study, we measured six body conformation traits, including body height, body length, cannon circumference, chest depth, chest width, and heart girth. By a genome-wide association study of a Chinese meat goat breed, 53 significant single nucleotide polymorphisms and 42 candidate genes associated with these traits were detected. These findings improve our understanding of the genetic basis of body conformation traits in goats. Abstract Identifying associations between genetic markers and economic traits has practical benefits for the meat goat industry. To better understand the genomic regions and biological pathways contributing to body conformation traits of meat goats, a genome-wide association study was performed using Dazu black goats (DBGs), a Chinese indigenous goat breed. In particular, 150 DBGs were genotyped by whole-genome sequencing, and six body conformation traits, including body height (BH), body length (BL), cannon circumference (CC), chest depth (CD), chest width (CW), and heart girth (HG), were examined. In total, 53 potential SNPs were associated with these body conformation traits. A bioinformatics analysis was performed to evaluate the genes located close to the significant SNPs. Finally, 42 candidate genes (e.g., PSTPIP2, C7orf57, CCL19, FGF9, SGCG, FIGN, and SIPA1L) were identified as components of the genetic architecture underlying body conformation traits. Our results provide useful biological information for the improvement of growth performance and have practical applications for genomic selection in goats.
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Affiliation(s)
- Bowen Gu
- College of Animal Science and Technology, Southwest University, Chongqing 400715, China; (B.G.); (R.S.); (X.F.); (J.Z.); (Z.Z.)
- Chongqing Key Laboratory of Herbivore Science, Chongqing 400715, China
- Chongqing Engineering Research Center for Herbivores Resource Protection and Utilization, Chongqing 400715, China
| | - Ruifan Sun
- College of Animal Science and Technology, Southwest University, Chongqing 400715, China; (B.G.); (R.S.); (X.F.); (J.Z.); (Z.Z.)
- Chongqing Key Laboratory of Herbivore Science, Chongqing 400715, China
- Chongqing Engineering Research Center for Herbivores Resource Protection and Utilization, Chongqing 400715, China
| | - Xingqiang Fang
- College of Animal Science and Technology, Southwest University, Chongqing 400715, China; (B.G.); (R.S.); (X.F.); (J.Z.); (Z.Z.)
- Chongqing Key Laboratory of Herbivore Science, Chongqing 400715, China
- Chongqing Engineering Research Center for Herbivores Resource Protection and Utilization, Chongqing 400715, China
| | - Jipan Zhang
- College of Animal Science and Technology, Southwest University, Chongqing 400715, China; (B.G.); (R.S.); (X.F.); (J.Z.); (Z.Z.)
- Chongqing Key Laboratory of Herbivore Science, Chongqing 400715, China
- Chongqing Engineering Research Center for Herbivores Resource Protection and Utilization, Chongqing 400715, China
| | - Zhongquan Zhao
- College of Animal Science and Technology, Southwest University, Chongqing 400715, China; (B.G.); (R.S.); (X.F.); (J.Z.); (Z.Z.)
- Chongqing Key Laboratory of Herbivore Science, Chongqing 400715, China
- Chongqing Engineering Research Center for Herbivores Resource Protection and Utilization, Chongqing 400715, China
| | - Deli Huang
- Tengda Animal Husbandry Co., Ltd., Chongqing 402360, China;
| | - Yuanping Zhao
- Dazu County Agriculture and Rural Committee, Chongqing 402360, China;
| | - Yongju Zhao
- College of Animal Science and Technology, Southwest University, Chongqing 400715, China; (B.G.); (R.S.); (X.F.); (J.Z.); (Z.Z.)
- Chongqing Key Laboratory of Herbivore Science, Chongqing 400715, China
- Chongqing Engineering Research Center for Herbivores Resource Protection and Utilization, Chongqing 400715, China
- Correspondence:
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9
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Guo J, Jiang R, Mao A, Liu GE, Zhan S, Li L, Zhong T, Wang L, Cao J, Chen Y, Zhang G, Zhang H. Correction to: Genome-wide association study reveals 14 new SNPs and confirms two structural variants highly associated with the horned/polled phenotype in goats. BMC Genomics 2022; 23:117. [PMID: 35144538 PMCID: PMC8832681 DOI: 10.1186/s12864-022-08361-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Affiliation(s)
- Jiazhong Guo
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China
| | - Rui Jiang
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China
| | - Ayi Mao
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China
| | - George E Liu
- Animal Genomics and Improvement Laboratory, BARC, Agricultural Research Service, USDA, Beltsville, MD, 20705, USA
| | - Siyuan Zhan
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China
| | - Li Li
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China
| | - Tao Zhong
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China
| | - Linjie Wang
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China
| | - Jiaxue Cao
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China
| | - Yu Chen
- Nanjiang Yellow Goat Scientific Research Institute, Bazhong, 635600, China
| | - Guojun Zhang
- Nanjiang Yellow Goat Scientific Research Institute, Bazhong, 635600, China
| | - Hongping Zhang
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, 611130, China.
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