Title: Estimation of Genetic Multipliers for Douglas-Fir Height- and Diameter-Growth Models Peter J. Gould, David D. Marshall, Randy Johnson and Greg Johnson
1Estimation of Genetic Multipliers for Douglas-Fir
Height- and Diameter-Growth Models Peter J.
Gould, David D. Marshall, Randy Johnson and Greg
Johnson
21. Estimate growth differences between average
(woods-run) tree and individual families in
terms of genetic-gain multipliers. 2. Relate
multipliers to breeding value (BV percent gain
at age 10).3. Evaluate multipliers effects in
model.
Study Objectives
3Effect of Multipliers
Initial Size Advantage
Gain Multiplier 0.05
Typical Tree
4Coop breeding zone. Completely independent
families. Sites Geographical locations within
coops.
NWTIC 1st-Generation Progeny Tests
5DBH Data Variation between Coops
10-YR GROWTH PERIOD
6DBH Data Variation between Sites
10-YR GROWTH PERIOD
7DBH Data Variation between Sets
10-YR GROWTH PERIOD
8DBH Data Breeding Values
BV Age 10 Gain 1 (percent)
91. Average growth woods run.2. Multipliers
work with any unbiased growth model.3. Removing
sources of variation other than genetics is very
important.
Modeling Strategy Assumptions
10Strategy1. Fit models with random effects at
site-set level.2. Calculate genetic multiplier
(m) for each family at coop level. Obs m
Pred3. Estimate m from BV. m A0 A1
BV
11gt16 coopsgt 109 sitesgt 513 site-setsgt 2485
familiesgt 222 818 observations
10-YR Modeling Dataset HT Model
12?HT b1HTb2b3HTrandom effects on
b1,b2,b3Fixed Effects ?HT
231.7HT0.940.86HT
HT Model 1
13HT Model 1
Model R2
Base 37.6
Base random effect 69.0
Residual Variation () 31.0
Between Families () 2.4
14HT Model Results Family M
15gt7 coopsgt 45 sitesgt 193 site-setsgt 1160
familiesgt 76 012 observations
Modeling Datasets DBH Model
16?DBH b1DBHb2b3DBHb4BA REPrandom effects on
b1,b2,b3Fixed Effects ?DBH
3.7DBH0.31.01DBH0.97BA REP
DBH Model 1
17DBH Model 1
Model R2
Base 25.5
Base random effect 61.6
Residual Variation () 38.4
Between Families () 3.3
18DBH Model Results Family M
1910-yr A1 estimates
Study Ht Diameter
Gould 0.001434 0.001577
Marshall 0.001498 0.001657 --
R. Johnson (BV 13) 0.001145 --
G. Johnson (assume BV13) 0.001824 0?
20Other Periods
- Ht data for 5-yr (167,000 obs) and 15-yr (7600
obs) growth. - DBH data for 5-yr (7,700 obs) and 15-yr growth
(20,000). - Estimates of m are higher for 5-yr, but about
the same for 15-yr growth.
21Whats Next?
- Manuscript on multipliers.
- ORGANON interface.
- Test multipliers.