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Zhang M, Wang Y, Chen Q, Wang D, Zhang X, Huang X, Xu L. Genome-Wide Association Study on Body Conformation Traits in Xinjiang Brown Cattle. Int J Mol Sci 2024; 25:10557. [PMID: 39408884 PMCID: PMC11476655 DOI: 10.3390/ijms251910557] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2024] [Revised: 08/11/2024] [Accepted: 08/18/2024] [Indexed: 10/20/2024] Open
Abstract
Body conformation traits are linked to the health, longevity, reproductivity, and production performance of cattle. These traits are also crucial for herd selection and developing new breeds. This study utilized pedigree information and phenotypic (1185 records) and genomic (The resequencing of 496 Xinjiang Brown cattle generated approximately 74.9 billion reads.) data of Xinjiang Brown cattle to estimate the genetic parameters, perform factor analysis, and conduct a genome-wide association study (GWAS) for these traits. Our results indicated that most traits exhibit moderate to high heritability. The principal factors, which explained 59.12% of the total variance, effectively represented body frame, muscularity, rump, feet and legs, and mammary system traits. Their heritability estimates range from 0.17 to 0.73, with genetic correlations ranging from -0.53 to 0.33. The GWAS identified 102 significant SNPs associated with 12 body conformation traits. A few of the SNPs were located near previously reported genes and quantitative trait loci (QTLs), while others were novel. The key candidate genes such as LCORL, NCAPG, and FAM184B were annotated within 500 Kb upstream and downstream of the significant SNPs. Therefore, factor analysis can be used to simplify multidimensional conformation traits into new variables, thus reducing the computational burden. The identified candidate genes from GWAS can be incorporated into the genomic selection of Xinjiang Brown cattle, enhancing the reliability of breeding programs.
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Affiliation(s)
- Menghua Zhang
- College of Animal Science, Xinjiang Agricultural University, Urumqi 830052, China; (M.Z.); (Q.C.); (D.W.); (X.Z.)
| | - Yachun Wang
- Laboratory of Animal Genetics, Breeding and Reproduction, Ministry of Agriculture of China, National Engineering Laboratory of Animal Breeding, College of Animal Science and Technology, China Agricultural University, Beijing 100193, China;
| | - Qiuming Chen
- College of Animal Science, Xinjiang Agricultural University, Urumqi 830052, China; (M.Z.); (Q.C.); (D.W.); (X.Z.)
| | - Dan Wang
- College of Animal Science, Xinjiang Agricultural University, Urumqi 830052, China; (M.Z.); (Q.C.); (D.W.); (X.Z.)
| | - Xiaoxue Zhang
- College of Animal Science, Xinjiang Agricultural University, Urumqi 830052, China; (M.Z.); (Q.C.); (D.W.); (X.Z.)
| | - Xixia Huang
- College of Animal Science, Xinjiang Agricultural University, Urumqi 830052, China; (M.Z.); (Q.C.); (D.W.); (X.Z.)
| | - Lei Xu
- College of Animal Science, Xinjiang Agricultural University, Urumqi 830052, China; (M.Z.); (Q.C.); (D.W.); (X.Z.)
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Factor Analysis of Genetic Parameters for Body Conformation Traits in Dual-Purpose Simmental Cattle. Animals (Basel) 2022; 12:ani12182433. [PMID: 36139293 PMCID: PMC9495085 DOI: 10.3390/ani12182433] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2022] [Revised: 08/17/2022] [Accepted: 09/12/2022] [Indexed: 11/30/2022] Open
Abstract
Simple Summary Body conformation traits are closely related to economically important characteristics and should be considered in cattle breeding programs. A variety of body conformation traits recorded by classifiers can complicate the analysis process. Factor analysis can reduce the number of variables by combining two or more variables into a single factor, which has biological significance. The results of this study could be used by breeders to define conformation indexes and implement genetic assessments for conformation traits in dual-purpose breeds. Abstract In this study, we estimated the genetic parameters for 6 composite traits and 27 body conformation traits of 1016 dual-purpose Simmental cattle reared in northwestern China from 2010 to 2019 using a linear animal mixed model. To integrate these traits, a variety of methods were used as follows: (1) genetic parameters estimates for composite and individual body conformation traits based on the pedigree relationship matrix (A) and combined genomic-pedigree relationship matrix (H); (2) factor analysis to explore the relationships among body conformation traits; and (3) genetic parameters of factor scores estimated using A and H, and the correlations of EBVs of the factor scores and EBVs of the composite traits. Heritability estimates of the composite traits using A and H were low to medium (0.07–0.47). The 24 common latent factors explained 96.13% of the total variance. Among factors with eigenvalues ≥ 1, F1 was mainly related to body frame, muscularity, and rump; F2 was related to feet and legs; F3, F4, F5, and F6 were related to teat placement, teat size, udder size, and udder conformation; and F7 was related to body frame. Single-trait analysis of factor scores yielded heritability estimates that were low to moderate (0.008–0.43 based on A and 0.04–0.43 based on H). Spearman and Pearson correlations, derived from the best linear unbiased prediction analysis of composite traits and factor scores, showed a similar pattern. Thus, incorporating factor analysis into the morphological evaluation to simplify the assessment of body conformation traits may improve the genetics of dual-purpose Simmental cattle.
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Novosel D, Brajković V, Simčič M, Zorc M, Svara T, Cakanic KB, Jungić A, Logar B, Cubric-Curik V, Dovc P, Curik I. The Consequences of Mitochondrial T10432C Mutation in Cika Cattle: A “Potential” Model for Leber’s Hereditary Optic Neuropathy. Int J Mol Sci 2022; 23:ijms23116335. [PMID: 35683014 PMCID: PMC9181260 DOI: 10.3390/ijms23116335] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Revised: 06/02/2022] [Accepted: 06/04/2022] [Indexed: 12/04/2022] Open
Abstract
While mitogenome mutations leading to pathological manifestations are rare, more than 200 such mutations have been described in humans. In contrast, pathogenic mitogenome mutations are rare in domestic animals and have not been described at all in cattle. In the small local Slovenian cattle breed Cika, we identified (next-generation sequencing) two cows with the T10432C mitogenome mutation in the ND4L gene, which corresponds to the human T10663C mutation known to cause Leber’s hereditary optic neuropathy (LHON). Pedigree analysis revealed that the cows in which the mutation was identified belong to two different maternal lineages with 217 individual cows born between 1997 and 2020. The identified mutation and its maternal inheritance were confirmed by Sanger sequencing across multiple generations, whereas no single analysis revealed evidence of heteroplasmy. A closer clinical examination of one cow with the T10432C mutation revealed exophthalmos, whereas histopathological examination revealed retinal ablations, subretinal oedema, and haemorrhage. The results of these analyses confirm the presence of mitochondrial mutation T10432C with homoplasmic maternal inheritance as well as clinical and histopathological signs similar to LHON in humans. Live animals with the mutation could be used as a suitable animal model that can improve our understanding of the pathogenesis of LHON and other mitochondriopathies.
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Affiliation(s)
- Dinko Novosel
- Department of Pathology, Croatian Veterinary Institute, 10000 Zagreb, Croatia;
- Department of Animal Science, Faculty of Agriculture, University of Zagreb, 10000 Zagreb, Croatia; (V.B.); (V.C.-C.)
- Correspondence: (D.N.); (I.C.); Tel.: +385-91-5179431 (D.N.); +385-98-474406 (I.C.)
| | - Vladimir Brajković
- Department of Animal Science, Faculty of Agriculture, University of Zagreb, 10000 Zagreb, Croatia; (V.B.); (V.C.-C.)
| | - Mojca Simčič
- Department of Animal Science, Biotechnical Faculty, University of Ljubljana, 1000 Ljubljana, Slovenia; (M.S.); (M.Z.); (P.D.)
| | - Minja Zorc
- Department of Animal Science, Biotechnical Faculty, University of Ljubljana, 1000 Ljubljana, Slovenia; (M.S.); (M.Z.); (P.D.)
| | - Tanja Svara
- Institute of Pathology, Wild Animals, Fish and Bees, Veterinary Faculty, University of Ljubljana, 1000 Ljubljana, Slovenia;
| | | | - Andreja Jungić
- Department of Virology, Croatian Veterinary Institute, 10000 Zagreb, Croatia;
| | - Betka Logar
- Agricultural Institute of Slovenia, 1000 Ljubljana, Slovenia;
| | - Vlatka Cubric-Curik
- Department of Animal Science, Faculty of Agriculture, University of Zagreb, 10000 Zagreb, Croatia; (V.B.); (V.C.-C.)
| | - Peter Dovc
- Department of Animal Science, Biotechnical Faculty, University of Ljubljana, 1000 Ljubljana, Slovenia; (M.S.); (M.Z.); (P.D.)
| | - Ino Curik
- Department of Animal Science, Faculty of Agriculture, University of Zagreb, 10000 Zagreb, Croatia; (V.B.); (V.C.-C.)
- Correspondence: (D.N.); (I.C.); Tel.: +385-91-5179431 (D.N.); +385-98-474406 (I.C.)
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