Table 2.

The evolution of local adaptation and the genetic architecture in 2 populations with different trait optima, assuming no pleiotropy

Population 1Population 2
mσε2z¯1z¯211VG22VG12VGz¯1z¯211VG22VG12VG
004.01 (0.04)−0.05 (0.04)0.102 (0.011)0.099 (0.010)0.000 (0.000)−3.95 (0.04)0.05 (0.04)0.101 (0.012)0.084 (0.010)0.000 (0.000)
0.00203.69 (0.03)0.00 (0.03)0.597 (0.024)0.101 (0.009)−0.001 (0.002)−3.77 (0.03)0.01 (0.03)0.682 (0.030)0.103 (0.010)−0.001 (0.001)
0.00403.67 (0.03)0.02 (0.03)1.109 (0.041)0.104 (0.011)0.000 (0.001)−3.68 (0.03)0.03 (0.02)1.124 (0.041)0.096 (0.011)0.000 (0.001)
0.00803.52 (0.03)−0.01 (0.02)1.903 (0.047)0.106 (0.007)0.001 (0.002)−3.51 (0.02)−0.02 (0.02)1.865 (0.051)0.106 (0.007)0.000 (0.002)
0.01603.24 (0.03)0.00 (0.02)3.108 (0.083)0.105 (0.083)−0.005 (0.002)−3.22 (0.03)0.01 (0.03)3.062 (0.079)0.106 (0.010)−0.004 (0.002)
0.03202.81 (0.02)0.00 (0.02)4.761 (0.107)0.108 (0.011)−0.002 (0.002)−2.78 (0.03)0.01 (0.02)4.689 (0.108)0.111 (0.011)−0.001 (0.002)
0.06402.02 (0.04)0.04 (0.03)6.075 (0.149)0.118 (0.010)−0.001 (0.002)−2.01 (0.03)0.04 (0.03)6.045 (0.137)0.116 (0.010)0.000 (0.002)
0.12800.79 (0.03)−0.02 (0.02)4.348 (0.215)0.107 (0.010)−0.004 (0.002)−0.80 (0.04)−0.02 (0.02)4.421 (0.228)0.108 (0.010)−0.005 (0.002)
0.25600.03 (0.02)0.00 (0.02)0.322 (0.042)0.109 (0.007)−0.001 (0.001)−0.02 (0.02)0.00 (0.02)0.323 (0.042)0.109 (0.007)−0.001 (0.001)
01.63.95 (0.04)0.00 (0.06)0.189 (0.015)0.137 (0.011)0.001 (0.008)−4.01 (0.05)−0.08 (0.05)0.162 (0.011)0.163 (0.022)0.000 (0.011)
0.0021.63.88 (0.05)−0.07 (0.04)0.699 (0.046)0.285 (0.034)−0.010 (0.034)−3.82 (0.05)−0.01 (0.04)0.667 (0.033)0.279 (0.031)0.002 (0.014)
0.0041.63.76 (0.05)−0.09 (0.05)1.166 (0.053)0.382 (0.043)−0.014 (0.034)−3.66 (0.04)0.08 (0.05)1.065 (0.046)0.411 (0.037)−0.060 (0.031)
0.0081.63.58 (0.04)0.04 (0.05)1.797 (0.083)0.440 (0.056)0.012 (0.036)−3.59 (0.04)0.10 (0.05)1.798 (0.066)0.359 (0.045)0.005 (0.039)
0.0161.63.27 (0.05)−0.05 (0.05)2.707 (0.063)0.392 (0.072)0.005 (0.066)−3.23 (0.04)0.07 (0.06)2.771 (0.108)0.397 (0.059)−0.105 (0.064)
0.0321.62.84 (0.06)−0.03 (0.06)4.557 (0.135)0.439 (0.061)−0.135 (0.072)−2.80 (0.06)0.12 (0.05)4.347 (0.130)0.466 (0.079)−0.132 (0.084)
0.0641.62.12 (0.04)0.16 (0.04)6.144 (0.153)0.345 (0.050)0.161 (0.087)−2.07 (0.05)0.02 (0.05)6.070 (0.169)0.341 (0.046)0.202 (0.085)
0.1281.60.58 (0.05)0.05 (0.03)3.334 (0.273)0.325 (0.024)−0.032 (0.071)−0.60 (0.05)0.06 (0.04)3.354 (0.258)0.330 (0.027)0.008 (0.076)
0.2561.60.00 (0.03)0.00 (0.03)0.191 (0.019)0.117 (0.008)−0.002 (0.006)−0.03 (0.03)0.00 (0.03)0.191 (0.020)0.117 (0.008)−0.002 (0.006)
Population 1Population 2
mσε2z¯1z¯211VG22VG12VGz¯1z¯211VG22VG12VG
004.01 (0.04)−0.05 (0.04)0.102 (0.011)0.099 (0.010)0.000 (0.000)−3.95 (0.04)0.05 (0.04)0.101 (0.012)0.084 (0.010)0.000 (0.000)
0.00203.69 (0.03)0.00 (0.03)0.597 (0.024)0.101 (0.009)−0.001 (0.002)−3.77 (0.03)0.01 (0.03)0.682 (0.030)0.103 (0.010)−0.001 (0.001)
0.00403.67 (0.03)0.02 (0.03)1.109 (0.041)0.104 (0.011)0.000 (0.001)−3.68 (0.03)0.03 (0.02)1.124 (0.041)0.096 (0.011)0.000 (0.001)
0.00803.52 (0.03)−0.01 (0.02)1.903 (0.047)0.106 (0.007)0.001 (0.002)−3.51 (0.02)−0.02 (0.02)1.865 (0.051)0.106 (0.007)0.000 (0.002)
0.01603.24 (0.03)0.00 (0.02)3.108 (0.083)0.105 (0.083)−0.005 (0.002)−3.22 (0.03)0.01 (0.03)3.062 (0.079)0.106 (0.010)−0.004 (0.002)
0.03202.81 (0.02)0.00 (0.02)4.761 (0.107)0.108 (0.011)−0.002 (0.002)−2.78 (0.03)0.01 (0.02)4.689 (0.108)0.111 (0.011)−0.001 (0.002)
0.06402.02 (0.04)0.04 (0.03)6.075 (0.149)0.118 (0.010)−0.001 (0.002)−2.01 (0.03)0.04 (0.03)6.045 (0.137)0.116 (0.010)0.000 (0.002)
0.12800.79 (0.03)−0.02 (0.02)4.348 (0.215)0.107 (0.010)−0.004 (0.002)−0.80 (0.04)−0.02 (0.02)4.421 (0.228)0.108 (0.010)−0.005 (0.002)
0.25600.03 (0.02)0.00 (0.02)0.322 (0.042)0.109 (0.007)−0.001 (0.001)−0.02 (0.02)0.00 (0.02)0.323 (0.042)0.109 (0.007)−0.001 (0.001)
01.63.95 (0.04)0.00 (0.06)0.189 (0.015)0.137 (0.011)0.001 (0.008)−4.01 (0.05)−0.08 (0.05)0.162 (0.011)0.163 (0.022)0.000 (0.011)
0.0021.63.88 (0.05)−0.07 (0.04)0.699 (0.046)0.285 (0.034)−0.010 (0.034)−3.82 (0.05)−0.01 (0.04)0.667 (0.033)0.279 (0.031)0.002 (0.014)
0.0041.63.76 (0.05)−0.09 (0.05)1.166 (0.053)0.382 (0.043)−0.014 (0.034)−3.66 (0.04)0.08 (0.05)1.065 (0.046)0.411 (0.037)−0.060 (0.031)
0.0081.63.58 (0.04)0.04 (0.05)1.797 (0.083)0.440 (0.056)0.012 (0.036)−3.59 (0.04)0.10 (0.05)1.798 (0.066)0.359 (0.045)0.005 (0.039)
0.0161.63.27 (0.05)−0.05 (0.05)2.707 (0.063)0.392 (0.072)0.005 (0.066)−3.23 (0.04)0.07 (0.06)2.771 (0.108)0.397 (0.059)−0.105 (0.064)
0.0321.62.84 (0.06)−0.03 (0.06)4.557 (0.135)0.439 (0.061)−0.135 (0.072)−2.80 (0.06)0.12 (0.05)4.347 (0.130)0.466 (0.079)−0.132 (0.084)
0.0641.62.12 (0.04)0.16 (0.04)6.144 (0.153)0.345 (0.050)0.161 (0.087)−2.07 (0.05)0.02 (0.05)6.070 (0.169)0.341 (0.046)0.202 (0.085)
0.1281.60.58 (0.05)0.05 (0.03)3.334 (0.273)0.325 (0.024)−0.032 (0.071)−0.60 (0.05)0.06 (0.04)3.354 (0.258)0.330 (0.027)0.008 (0.076)
0.2561.60.00 (0.03)0.00 (0.03)0.191 (0.019)0.117 (0.008)−0.002 (0.006)−0.03 (0.03)0.00 (0.03)0.191 (0.020)0.117 (0.008)−0.002 (0.006)

These simulations used the core set of parameter values (Table 1). Each quantitative trait was determined by 4 quantitative trait loci, and these loci were not pleiotropic (i.e., each of the 2 traits was determined by an independent set of loci). The genome consisted of 4 linkage groups, with 1 QTL per trait per linkage group. The epistatic variance (σε2) indicates the variance of the normal distribution from which epistatic parameters were drawn, with a value of 0 indicating no epistatic effects. The 2 simulated populations differed with respect to the location of the bivariate optimum. The optimum for trait 1 in population 1 had a value of 4, whereas the trait 1 optimum in population 2 had a value of −4. Both populations had an optimum of 0 for trait 2. This table shows the migration rate (m), the aforementioned epistatic variance (σε2), the means of the 2 traits (z¯1 and z¯2), and the total genetic variances and covariance for the 2 traits (11VG, 22VG, and 12VG) for each of the 2 populations. Each value is a mean across 30 independent simulations, with the standard error of these means shown in parentheses.

Table 2.

The evolution of local adaptation and the genetic architecture in 2 populations with different trait optima, assuming no pleiotropy

Population 1Population 2
mσε2z¯1z¯211VG22VG12VGz¯1z¯211VG22VG12VG
004.01 (0.04)−0.05 (0.04)0.102 (0.011)0.099 (0.010)0.000 (0.000)−3.95 (0.04)0.05 (0.04)0.101 (0.012)0.084 (0.010)0.000 (0.000)
0.00203.69 (0.03)0.00 (0.03)0.597 (0.024)0.101 (0.009)−0.001 (0.002)−3.77 (0.03)0.01 (0.03)0.682 (0.030)0.103 (0.010)−0.001 (0.001)
0.00403.67 (0.03)0.02 (0.03)1.109 (0.041)0.104 (0.011)0.000 (0.001)−3.68 (0.03)0.03 (0.02)1.124 (0.041)0.096 (0.011)0.000 (0.001)
0.00803.52 (0.03)−0.01 (0.02)1.903 (0.047)0.106 (0.007)0.001 (0.002)−3.51 (0.02)−0.02 (0.02)1.865 (0.051)0.106 (0.007)0.000 (0.002)
0.01603.24 (0.03)0.00 (0.02)3.108 (0.083)0.105 (0.083)−0.005 (0.002)−3.22 (0.03)0.01 (0.03)3.062 (0.079)0.106 (0.010)−0.004 (0.002)
0.03202.81 (0.02)0.00 (0.02)4.761 (0.107)0.108 (0.011)−0.002 (0.002)−2.78 (0.03)0.01 (0.02)4.689 (0.108)0.111 (0.011)−0.001 (0.002)
0.06402.02 (0.04)0.04 (0.03)6.075 (0.149)0.118 (0.010)−0.001 (0.002)−2.01 (0.03)0.04 (0.03)6.045 (0.137)0.116 (0.010)0.000 (0.002)
0.12800.79 (0.03)−0.02 (0.02)4.348 (0.215)0.107 (0.010)−0.004 (0.002)−0.80 (0.04)−0.02 (0.02)4.421 (0.228)0.108 (0.010)−0.005 (0.002)
0.25600.03 (0.02)0.00 (0.02)0.322 (0.042)0.109 (0.007)−0.001 (0.001)−0.02 (0.02)0.00 (0.02)0.323 (0.042)0.109 (0.007)−0.001 (0.001)
01.63.95 (0.04)0.00 (0.06)0.189 (0.015)0.137 (0.011)0.001 (0.008)−4.01 (0.05)−0.08 (0.05)0.162 (0.011)0.163 (0.022)0.000 (0.011)
0.0021.63.88 (0.05)−0.07 (0.04)0.699 (0.046)0.285 (0.034)−0.010 (0.034)−3.82 (0.05)−0.01 (0.04)0.667 (0.033)0.279 (0.031)0.002 (0.014)
0.0041.63.76 (0.05)−0.09 (0.05)1.166 (0.053)0.382 (0.043)−0.014 (0.034)−3.66 (0.04)0.08 (0.05)1.065 (0.046)0.411 (0.037)−0.060 (0.031)
0.0081.63.58 (0.04)0.04 (0.05)1.797 (0.083)0.440 (0.056)0.012 (0.036)−3.59 (0.04)0.10 (0.05)1.798 (0.066)0.359 (0.045)0.005 (0.039)
0.0161.63.27 (0.05)−0.05 (0.05)2.707 (0.063)0.392 (0.072)0.005 (0.066)−3.23 (0.04)0.07 (0.06)2.771 (0.108)0.397 (0.059)−0.105 (0.064)
0.0321.62.84 (0.06)−0.03 (0.06)4.557 (0.135)0.439 (0.061)−0.135 (0.072)−2.80 (0.06)0.12 (0.05)4.347 (0.130)0.466 (0.079)−0.132 (0.084)
0.0641.62.12 (0.04)0.16 (0.04)6.144 (0.153)0.345 (0.050)0.161 (0.087)−2.07 (0.05)0.02 (0.05)6.070 (0.169)0.341 (0.046)0.202 (0.085)
0.1281.60.58 (0.05)0.05 (0.03)3.334 (0.273)0.325 (0.024)−0.032 (0.071)−0.60 (0.05)0.06 (0.04)3.354 (0.258)0.330 (0.027)0.008 (0.076)
0.2561.60.00 (0.03)0.00 (0.03)0.191 (0.019)0.117 (0.008)−0.002 (0.006)−0.03 (0.03)0.00 (0.03)0.191 (0.020)0.117 (0.008)−0.002 (0.006)
Population 1Population 2
mσε2z¯1z¯211VG22VG12VGz¯1z¯211VG22VG12VG
004.01 (0.04)−0.05 (0.04)0.102 (0.011)0.099 (0.010)0.000 (0.000)−3.95 (0.04)0.05 (0.04)0.101 (0.012)0.084 (0.010)0.000 (0.000)
0.00203.69 (0.03)0.00 (0.03)0.597 (0.024)0.101 (0.009)−0.001 (0.002)−3.77 (0.03)0.01 (0.03)0.682 (0.030)0.103 (0.010)−0.001 (0.001)
0.00403.67 (0.03)0.02 (0.03)1.109 (0.041)0.104 (0.011)0.000 (0.001)−3.68 (0.03)0.03 (0.02)1.124 (0.041)0.096 (0.011)0.000 (0.001)
0.00803.52 (0.03)−0.01 (0.02)1.903 (0.047)0.106 (0.007)0.001 (0.002)−3.51 (0.02)−0.02 (0.02)1.865 (0.051)0.106 (0.007)0.000 (0.002)
0.01603.24 (0.03)0.00 (0.02)3.108 (0.083)0.105 (0.083)−0.005 (0.002)−3.22 (0.03)0.01 (0.03)3.062 (0.079)0.106 (0.010)−0.004 (0.002)
0.03202.81 (0.02)0.00 (0.02)4.761 (0.107)0.108 (0.011)−0.002 (0.002)−2.78 (0.03)0.01 (0.02)4.689 (0.108)0.111 (0.011)−0.001 (0.002)
0.06402.02 (0.04)0.04 (0.03)6.075 (0.149)0.118 (0.010)−0.001 (0.002)−2.01 (0.03)0.04 (0.03)6.045 (0.137)0.116 (0.010)0.000 (0.002)
0.12800.79 (0.03)−0.02 (0.02)4.348 (0.215)0.107 (0.010)−0.004 (0.002)−0.80 (0.04)−0.02 (0.02)4.421 (0.228)0.108 (0.010)−0.005 (0.002)
0.25600.03 (0.02)0.00 (0.02)0.322 (0.042)0.109 (0.007)−0.001 (0.001)−0.02 (0.02)0.00 (0.02)0.323 (0.042)0.109 (0.007)−0.001 (0.001)
01.63.95 (0.04)0.00 (0.06)0.189 (0.015)0.137 (0.011)0.001 (0.008)−4.01 (0.05)−0.08 (0.05)0.162 (0.011)0.163 (0.022)0.000 (0.011)
0.0021.63.88 (0.05)−0.07 (0.04)0.699 (0.046)0.285 (0.034)−0.010 (0.034)−3.82 (0.05)−0.01 (0.04)0.667 (0.033)0.279 (0.031)0.002 (0.014)
0.0041.63.76 (0.05)−0.09 (0.05)1.166 (0.053)0.382 (0.043)−0.014 (0.034)−3.66 (0.04)0.08 (0.05)1.065 (0.046)0.411 (0.037)−0.060 (0.031)
0.0081.63.58 (0.04)0.04 (0.05)1.797 (0.083)0.440 (0.056)0.012 (0.036)−3.59 (0.04)0.10 (0.05)1.798 (0.066)0.359 (0.045)0.005 (0.039)
0.0161.63.27 (0.05)−0.05 (0.05)2.707 (0.063)0.392 (0.072)0.005 (0.066)−3.23 (0.04)0.07 (0.06)2.771 (0.108)0.397 (0.059)−0.105 (0.064)
0.0321.62.84 (0.06)−0.03 (0.06)4.557 (0.135)0.439 (0.061)−0.135 (0.072)−2.80 (0.06)0.12 (0.05)4.347 (0.130)0.466 (0.079)−0.132 (0.084)
0.0641.62.12 (0.04)0.16 (0.04)6.144 (0.153)0.345 (0.050)0.161 (0.087)−2.07 (0.05)0.02 (0.05)6.070 (0.169)0.341 (0.046)0.202 (0.085)
0.1281.60.58 (0.05)0.05 (0.03)3.334 (0.273)0.325 (0.024)−0.032 (0.071)−0.60 (0.05)0.06 (0.04)3.354 (0.258)0.330 (0.027)0.008 (0.076)
0.2561.60.00 (0.03)0.00 (0.03)0.191 (0.019)0.117 (0.008)−0.002 (0.006)−0.03 (0.03)0.00 (0.03)0.191 (0.020)0.117 (0.008)−0.002 (0.006)

These simulations used the core set of parameter values (Table 1). Each quantitative trait was determined by 4 quantitative trait loci, and these loci were not pleiotropic (i.e., each of the 2 traits was determined by an independent set of loci). The genome consisted of 4 linkage groups, with 1 QTL per trait per linkage group. The epistatic variance (σε2) indicates the variance of the normal distribution from which epistatic parameters were drawn, with a value of 0 indicating no epistatic effects. The 2 simulated populations differed with respect to the location of the bivariate optimum. The optimum for trait 1 in population 1 had a value of 4, whereas the trait 1 optimum in population 2 had a value of −4. Both populations had an optimum of 0 for trait 2. This table shows the migration rate (m), the aforementioned epistatic variance (σε2), the means of the 2 traits (z¯1 and z¯2), and the total genetic variances and covariance for the 2 traits (11VG, 22VG, and 12VG) for each of the 2 populations. Each value is a mean across 30 independent simulations, with the standard error of these means shown in parentheses.

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