Table 1.
Summary of reported GWAS on domestic animals
No. | Trait | Chip | Animal | Method | Significant level | Result | Ref |
---|---|---|---|---|---|---|---|
1 |
Milk yield |
50K |
62,343 Holstein Friesian cows sired by 798 sires |
Mixed linear models |
P < 0.001 |
Identified 362 significant SNPs |
[4] |
2 |
Milk yield |
50K |
767 Holstein bulls |
Single and Multiple trait regression analysis |
P < 0.001 |
Identified 169 significant SNPs |
[5] |
3 |
Milk yield |
50K |
2,093 Chinese Holstein from the Holstein cattle farms in Beijing, China |
Single locus regression analysis |
Bonferroni P < 0.05 level |
Identified 105 significant SNPs including two SNPs located close to the DGAT1 gene (160bp apart) and within the GHR gene, respectively |
[6] |
4 |
Milk yield |
50K |
1,039 bulls with pedigree information from Danish Jersey cattle |
Regression analysis |
Bonferroni correction P < 1.5e−6 |
Identified 98 significant SNPs |
[7] |
5 |
Milk quality traits |
50K |
780 Holstein sons of 142 sires |
Bayesian analysis (BayesA) |
P ≤ 0.001 |
Identified 73-461 significant SNPs (depending on trait) |
[8] |
6 |
Milk quality traits |
50K |
3,356 Japanese Black cattle from Yamagata Prefecture |
GRAMMAR-CG method |
Bonferroni correction P < 1.28e-6 (5%); P < 2.57e-7 (1%) |
Identified 32 significant SNPs mainly in region of 49-55 Mb on BTA19 containing FASN gene |
[9] |
7 |
Milk quality traits |
50K |
1,905 Dutch Holstein Friesian cows from 398 commercial farms throughout the Netherlands |
Two step single SNP association analysis using general linear model and animal model |
FDR < 0.05 |
Identified 54 significant regions mainly on BTA14, 19, and 26 containing ABCG2, PPARGC1A, ACSS2, DGAT1, ACLY, SREBF1, STAT5A, GH, FASN, SCD1and AGPAT6 |
[10] |
8 |
Milk quality traits |
50K |
1,912 Holstein-Friesian cows from 398 commercial herds throughout the Netherlands |
General linear model |
FDR <0.01 |
Identified several important regions mainly on BTA5, 6, 11 and 14 |
[11] |
9 |
Fertility trait |
10K |
10 low-fertility and 10 high-fertility bulls of Pure Holstein |
Regression analysis |
P < 0.01 |
Identified 97 significant SNPs including one SNP in Integrin beta 5 gene |
[12] |
10 |
Fertility trait |
50K |
267 Holstein cows |
Generalized linear mixed model |
P < 0.05 |
Identified 27 significant SNPs |
[13] |
11 |
Fertility trait |
50K |
2,531 Danish and Swedish Holstein bulls |
Mixed model analysis |
Bonferroni correction P < 2.16e-5 (BTA1); P < 7.41e-5 (BTA28) |
Identified 74 significant SNPs mainly on BTA 3, 5, 10, 13, 19, 20, and 24 |
[14] |
12 |
Fertility trait |
50K |
2,062 Danish and Swedish Holstein bulls |
Mixed model analysis |
Bonferroni correction P < 2.16e-5 (BTA1); P < 7.41e-5 (BTA28) |
Identified several important regions on BTA4, 6, 12, 18, 20, and 25 |
[15] |
13 |
Growth trait |
50K |
150 sires representing 7 breeds including Angus, Charolais, Gelbvieh, Hereford, Limousin, Red Angus and Simmental |
ANOVA test |
FDR < 0.01 |
Identified 231 significant SNPs |
[16] |
14 |
Growth trait |
10K; 50K |
852 steers from 7 different pure breeds including Angus, Murray Grey, Shorthorn, Hereford, Brahman, Santa Gertrudis and Belmont Red |
Regression analysis |
P <0.001 |
Identified 75 significant SNPs mainly on BTA3, 5, 7, and 8 |
[17] |
15 |
Meat quality and carcass traits |
50K |
940 Beef cattle |
Regression analysis |
P <0.001 |
Identified 87 significant SNPs for meat quality traits and 127 significant SNPs for carcass traits |
[18] |
16 |
Classical bovine spongiform encephalopathy (BSE) |
50K |
Holstein cows including 143 BSE affected (case) and 173 unaffected (control) collected in Southern England |
Chi-square test |
P < 5e-5 |
Identified one SNP on chromosome 1 at 29.15 Mb and another locus on chromosome 14 |
[19] |
17 |
Bovine Tuberculosis (TB) |
50K |
14,013 Irish Holstein- Friesian cows |
Regression analysis |
Bonferroni correction P < 1.21e-6 |
Identified 3 significant SNPs in a 65kb genomic region on BTA 22 containing SLC6A6 gene |
[20] |
18 |
Bovine Paratuberculosis |
50K |
Italian and American Holstein cows including Group A with 590 cases vs 600 controls and Group B with 590 cases vs 117 controls |
GRAMMAR-CG method |
P < 5e-5 |
Identified 6 significant SNPs on BTA 1, 12 and 15 and several other significant SNPs on BTA 1, 6, 7, 13, 16, 21, 23 and 25 |
[21] |
19 |
Dominant White Phenotype and Bilateral Deafness |
770K |
Seven white and 79 spotted German Fleckvieh |
General Linear Model (GLM) |
-log10Praw = 254.4; -log10PBonferroni-adjusted = 248.6 |
Identified a most significant region on BTA 22 containing MITF gene |
[22] |
20 |
Androstenone |
60K |
987 pigs divergent for androstenone concentration from a commercial Duroc- based sire line |
QFAM test |
FDR of q-value ≤ 0.05 |
Identified 37 significant SNPs mainly on SSC1 and SSC6 |
[23] |
21 |
skatole levels |
60K |
891 pigs from a composite Duroc sire line |
QFAM test |
FDR of q-value ≤ 0.05 |
Identified 16 significant SNPs on SSC6: 0-6Mb |
[24] |
22 |
Boar taint and related sex steroids |
60K |
1,251 purebred Norwegian Landrace and 918 purebred Duroc male pigs |
ANOVA test |
P < 0.05 |
Identified g 28 regions related to boar taint |
[25] |
23 |
Boar taint and fertility traits |
60K |
1,533 purebred Landrace and 1,027 purebred Duroc male pigs |
ANOVA test |
P < 0.05 |
Identified 34 significant regions mainly on SSC1, 2, 3, 4, 7, 13, 14 and 15 |
[26] |
24 |
Knobbed acrosome defect |
60K |
14 Finnish Yorkshire boars affected with KAD and 21 controls |
Chi-square test |
Permutation correction P < 0.0002 |
Identified a significant 0.7 Mb region on SSC15 containing STK17b and HECW2 genes |
[27] |
25 |
Body Composition and Structural Soundness Traits |
60K |
412 Large White line pigs and 408 pigs from a Large White × Landrace cross |
Bayes C |
Bootstrap correction 0.001 < P < 0.002 |
Identified several important genes including MC4R, IGF2, CHCHD3, BMP2 and HOXA |
[28] |
26 |
Fat area |
60K |
150 crossbred pigs [Pietrain × (German Large White × German Landrace)] |
ANOVA test |
P < 1.0e-5 |
Identified 663 important genes |
[29] |
27 |
Brown coat colour |
60K |
Brown pigs (n = 121) vs non-brown-coated pigs (n = 745) |
Chi-square test |
Permutation test |
Identified TYRP1 gene |
[30] |
28 |
Racing distance |
50K |
118 elite Thoroughbred racehorses divergent for race distance aptitude |
Chi-square test |
Bonferroni correction Punadj. = 1.61e-9; PBonf. = 6.58e-5 |
Identified a significant 690 kb region on ECA18 containing MSTN gene |
[31] |
29 |
Dwarfism |
50K |
Ten Friesian dwarf horses vs ten controls |
Chi-square test |
Bonferroni correction P < 1.72e-6 |
Identified a significant region on ECA14: 3.8-5.4 Mb containing PROP1 gene |
[33] |
30 |
Lavender Foal Syndrome (LFS) |
50K |
Egyptian Arabian including 7 affected foals, their 31 relatives, as well as 114 controls |
Fisher’s exact test |
P < 0.05 |
Identified a significant region containing RAB27A and MYO5A genes |
[34] |
31 |
Recurrent laryngeal neuropathy (RLN) |
50K |
234 cases (196 Warmbloods, 20 Trotters, 14 Thoroughbreds, and 4 Draft horses), 228 breed-matched controls |
Chi-square test |
Bonferroni correction P < 1.09e-6 (significant); P < 2.11e-5 (suggestive) |
Identified two significant SNPs on ECA21 and ECA31 |
[35] |
32 |
Horn morphology |
50K |
107 Soay sheep from the neighbouring island of Soay |
Chi-square test |
Keff correction of P < 1.859e-6 |
Identified a significant region on Chr10 including RXFP2 gene |
[36] |
33 |
Inherited Rickets |
50K |
Corriedale sheep including 17 affected and 3 carriers |
IBD analysis |
P < 0.05 |
Identified a 6Mb region on Chr6 including DMP1 gene |
[40] |
34 |
Degenerative myelopathy (DM) |
50K |
Pembroke Welsh corgi including 38 DM-affected cases and 17 controls |
Chi-square test |
P < 0.01 |
Identified a region of 28.91-29.67 Mb on CFA31 including SOD1 gene |
[43] |
35 |
Canine atopic dermatitis (cAD) |
20K |
48 Golden Retrievers including 25 with atopic dermatitis and 23 healthy controls |
Chi-square test |
P < 0.001 |
Identified 35 significant SNPs |
[46] |
36 |
Arrhythmogenic right ventricular cardiomyopathy (ARVC) |
50K |
65 ARVC-affected boxer dogs vs 100 controls |
Chi-square test |
P < 0.05 |
Identified a region of CFA17: 32,256,760-32, 388,077bp containing STRN gene |
[47] |
37 |
Intervertebral Disc Calcification |
20K |
Dachshund dogs including 48 cases and 46 controls |
Chi-square test |
Permutation test using 100,000 permutations |
Identified a region of CFA12: 36.8-38.6Mb with 36 significant SNPs |
[48] |
38 |
Fatness |
3K |
720 birds from two populations including F2: Broiler × Fayoumi and F2: Broiler × Leghorn |
One-way ANOVA test |
P < 0.01 |
Identified 39 significant SNPs mainly on GGA1, 2, 3, 4, 7, 8, 10, 12, 15 and 27 |
[49] |
39 |
Body weight |
60K |
278 individuals from F2 population crossed by Silky Fowl × White Plymouth Rock |
Linear regression analyses |
Bonferroni correction P < 1.92e-6 (significant); P < 3.85e-5 (suggestive) |
Identified 9 significant SNPs on GGA4: 71.6-80.2 Mb including LDB2 gene |
[50] |
40 |
Growth traits |
60K |
489 birds from F2 population crossed by WRR × XH |
Generalized least square analysis |
Bonferroni correction P < 4.08e-8 (highly significant); P < 2.04e-6 (significant); P < 4.08e-5 (suggestive) |
Identified 68 significant SNPs and 23 genes for 18 growth traits |
[51] |
41 | Egg production and quality | 60K | 385 White leghorn and 361 brown-egg dwarf layers | Fisher’s combined probability method | Bonferroni correction P < 1.5 e-6, | Identified 8 significant SNPs and two genes including GRB14 and GALNT1 | [52] |