Biotechnology Bulletin ›› 2026, Vol. 42 ›› Issue (7): 341-350.doi: 10.13560/j.cnki.biotech.bull.1985.2025-0982
JIANG Jing1,2, LYU Shi-peng1,2, CHEN Hao-lin3, XIONG Ting4, SUN Xiao-yan1,2, LI Jie1,2, CHEN Can-can1,2, WANG Gao-fu1,2(
), REN Hang-xing1,2(
)
Received:2025-09-12
Online:2026-07-26
Published:2026-07-20
Contact:
WANG Gao-fu, REN Hang-xing
E-mail:wanggaofs20031216@163.com;rhxe@163.com
JIANG Jing, LYU Shi-peng, CHEN Hao-lin, XIONG Ting, SUN Xiao-yan, LI Jie, CHEN Can-can, WANG Gao-fu, REN Hang-xing. Genome-Wide Association Analysis of Litter Size Trait in Four Goat Breeds in Southwest China[J]. Biotechnology Bulletin, 2026, 42(7): 341-350.
分组 Grouping | 样本量 Sample size | 最大值 Max | 最小值 Min | 平均值 Mean | 标准差 Standard deviation | 变异系数 CV (%) |
|---|---|---|---|---|---|---|
| 高产组 High litter size group | 60 | 4 | 2.5 | 2.69 | 0.27 | 10.04 |
| 低产组 Low litter size group | 54 | 1.5 | 1 | 1.27 | 0.17 | 13.38 |
Table 1 Descriptive statistics of litter size traits in high and low litter size groups
分组 Grouping | 样本量 Sample size | 最大值 Max | 最小值 Min | 平均值 Mean | 标准差 Standard deviation | 变异系数 CV (%) |
|---|---|---|---|---|---|---|
| 高产组 High litter size group | 60 | 4 | 2.5 | 2.69 | 0.27 | 10.04 |
| 低产组 Low litter size group | 54 | 1.5 | 1 | 1.27 | 0.17 | 13.38 |
Fig. 1 Results of the population analysisA: Distribution density of SNPs on each chromosome. B: PCA of populations. C: LD attenuation diagram of populations. D: Kinship matrix heatmap
Fig. 2 Manhattan plots of population genetic differentiation index (Fst) and GWAS, along with the GWAS Q-Q plotA: Manhattan plot of population genetic differentiation index (Fst). B: Manhattan plot of genome-wide association study (GWAS). C: Q-Q plot of GWAS
染色体 Chromosome | Fst显著选择区域 Fst significant selection regions | 平均Fst值 Average Fst value | 显著关联的变异位点数量 Number of significantly associated variant sites | 相对基因位置 Location relative to gene | 区域内基因 Genes in the region |
|---|---|---|---|---|---|
| 2 | chr2:113 280 001-113 460 000 | 0.04 | 36 | Downstream | SP3 |
| 4 | chr4:98 210 001-98 430 000 | 0.05 | 5 | Upstream, Intron | ETV1 |
| X | chrX:26 050 001-26 470 000 | 0.08 | 2 | Upstream | PLS3 |
| X | chrX:34 890 001-35 350 000 | 0.07 | 24 | Upstream, Intron | COL4A5、COL4A6 |
Table 2 Fst and GWAS analysis results of litter size traits in goats
染色体 Chromosome | Fst显著选择区域 Fst significant selection regions | 平均Fst值 Average Fst value | 显著关联的变异位点数量 Number of significantly associated variant sites | 相对基因位置 Location relative to gene | 区域内基因 Genes in the region |
|---|---|---|---|---|---|
| 2 | chr2:113 280 001-113 460 000 | 0.04 | 36 | Downstream | SP3 |
| 4 | chr4:98 210 001-98 430 000 | 0.05 | 5 | Upstream, Intron | ETV1 |
| X | chrX:26 050 001-26 470 000 | 0.08 | 2 | Upstream | PLS3 |
| X | chrX:34 890 001-35 350 000 | 0.07 | 24 | Upstream, Intron | COL4A5、COL4A6 |
Fig. 5 Haplotype-based association analysis of ETV1 and COL4A6 genesA: Haplotype block diagram of 5 significant SNPs annotated to the ETV1 gene. B: Violin plot of the major haplotypes annotated to the ETV1 gene. C: Haplotype block diagram of 24 significant loci annotated to the COL4A6 gene. D: Violin plot of the major haplotypes annotated to the COL4A6 gene
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