TABLE 1.
Comparison of regression-based LD mapping methods with identity-by-descent (IBD) methods when the QTL explains 5% of the phenotypic variance
| No. SNPs included in model | Marker density (no. SNPs in 11-cM region)
|
||||||||
|---|---|---|---|---|---|---|---|---|---|
| 6
|
10
|
20
|
|||||||
| Geno | Haplo | IBD | Geno | Haplo | IBD | Geno | Haplo | IBD | |
| Power to detect QTL (%) | |||||||||
| 1 | 67 | — | 48 | 77 | — | 52 | 85 | — | 53 |
| 2 | 69 | 69 | 69 | 78 | 79 | 78 | 85 | 84 | 81 |
| 4 | 68 | 59 | 76 | 79 | 70 | 82 | 84 | 74 | 77 |
| 6 | — | — | 75 | — | — | 85 | — | — | 83 |
| 8 | — | — | — | — | — | 84 | — | — | — |
| Mean absolute error of position (cM) for significant QTL | |||||||||
| 1 | 1.05 | — | 1.14 | 0.79 | — | 0.90 | 0.64 | — | 0.81 |
| 2 | 1.20 | 1.21 | 1.17 | 0.92 | 0.92 | 0.87 | 0.67 | 0.64 | 0.64 |
| 4 | 1.38 | 1.34 | 1.11 | 1.31 | 1.30 | 0.85 | 0.88 | 0.91 | 0.62 |
| 6 | — | — | 1.21 | — | — | 0.86 | — | — | 0.62 |
| 8 | — | — | — | — | — | 0.93 | — | — | — |
| Mean absolute error of position (cM) for all QTL | |||||||||
| 1 | 1.34 | — | 1.33 | 0.96 | — | 1.00 | 0.74 | — | 0.82 |
| 2 | 1.40 | 1.36 | 1.32 | 1.05 | 1.05 | 0.98 | 0.76 | 0.74 | 0.69 |
| 4 | 1.38 | 1.36 | 1.22 | 1.37 | 1.37 | 0.93 | 0.94 | 1.01 | 0.66 |
| 6 | — | — | 1.31 | — | — | 0.93 | — | — | 0.66 |
| 8 | — | — | — | — | — | 1.01 | — | — | — |
Power (detection at 1% regionwise level) and precision are shown for each LD mapping method: (1) Geno, regression on genotypes at 1, 2, or 4 adjacent SNPs; (2) Haplo, regression on assumed known haplotypes of 2 or 4 adjacent SNPs; and (3) IBD, identity-by-descent methods using single SNP genotype or assumed known haplotypes of 2, 4, 6, or 8 adjacent SNPs. In the base population, SNPs were simulated with allele frequency of 0.5 and in linkage equilibrium, and a QTL was simulated with unique alleles at the center of the 11-cM region. The other parameters are Ne = 100, number of generations since mutation = 100, and sample size in generation 100 = 500. Results are based on 10,000 replicates.