Title: Selection
1Lecture 20
Selection
2Selection for quantitative traits
3Selection for quantitative traits 1) Estimate
merit (BVs)
4Selection for quantitative traits 1) Estimate
merit (BVs) 2) Determine accuracy of
estimation
5Selection for quantitative traits 1) Estimate
merit (BVs) 2) Determine accuracy of
estimation 3) Predict response to
selection
6Assessment of Genetic Merit
7Assessment of Genetic Merit
Ancestors Sire Dam Sibs Sibs Indivi
dual (i) Progeny Future Descendants
8Assessment of Genetic Merit
Every animal shares genes in common with animal i.
Ancestors Sire Dam Sibs Sibs Indivi
dual (i) Progeny Future Descendants
9What building is at the East end of tower
road? 0.02 pts
10Genetic Evaluation Examples
11Genetic Evaluation Examples
-- combine all information weighted
appropriately for the source -- degree of
relatedness is important
12Genetic Evaluation Examples
1) n records on one animal, i or a relative
13Genetic Evaluation Examples
1) n records on one animal, i or a
relative 2) 1 record on each of q equally
related relatives
14Bell Ranch, New Mexico
15Lecture 20
Selection Estimating BVs
16Genetic Evaluation Examples
1) n records on one animal, i or a
relative 2) 1 record on each of q equally
related relatives 3) pedigree index
17Estimation of BVs
18Estimation of BVs
-- obtained as a regression of a phenotypic
deviation
19Estimation of BVs
-- obtained as a regression of a phenotypic
deviation Phenotypic deviation -- records
deviated from a mean
20Estimation of BVs
-- obtained as a regression of a phenotypic
deviation Phenotypic deviation -- records
deviated from a mean Regression -- BV on
the phenotypic deviations
211) Records on Animal j
Want BV of animal i
(if own record j i)
221) Records on Animal j
(if own record j i)
Regression coefficient bBVi on Pj aij
n h2 1 (n - 1) r
231) Records on Animal j
(if own record j i)
Regression coefficient bBVi on Pj aij
n h2 1 (n - 1) r aij relationship of i
and j h2 heritability of the trait r
repeatability of the trait
241) Records on Animal j
EBVi bBVi on Pj ? (Pjk - ?k) n k
record number 1 to n
251) Records on Animal j
EBVi bBVi on Pj ? (Pjk - ?k) n k
record number 1 to n
Example 1 8 pups Mean 7 2 10
8 3 9 9
261) Records on Animal j
EBVi bBVi on Pj ? (Pjk - ?k) n k
record number 1 to n Special Case j i n
1 regression h2 EBVi h2 (Pi - ?)
271) Records on Animal j
EBVi bBVi on Pj ? (Pjk - ?k) n k
record number 1 to n Special Case j i n
1 regression h2 EBVi h2 (Pi - ?) --
Remember h2 proportion of total variation due
to variation in BVs --
281) Records on Animal j
As n increases the regression gets larger. h2
.25 r .50 aij 1
291) Records on Animal j
As n increases the regression gets larger. h2
.25 r .50 aij 1 n regression 1 .25
0
301) Records on Animal j
As n increases the regression gets larger. h2
.25 r .50 aij 1 n regression 1 .25
0 2 .330
311) Records on Animal j
As n increases the regression gets larger. h2
.25 r .50 aij 1 n regression 1 .25
0 2 .330 3 .375 4 .400 ? h2/r
321) Records on Animal j
As n increases the regression gets larger. h2
.25 r .50 aij 1 n regression 1 .25
0 2 .330 3 .375 4 .400 ? h2/r
.08
331) Records on Animal j
As n increases the regression gets larger. h2
.25 r .50 aij 1 n regression 1 .25
0 2 .330 3 .375 4 .400 ? h2/r
.08 .045 .025 .50 Important
34Question
- Which Tompkins County water falls was used in the
filming of the old Tarzan films? - What is the name of the state park at the south
end of Seneca Lake? - Which of the following parks is the largest in
acres Adirondacks, Yellowstone, Yosemite or
Glacier?
35Answers
Taughannock Falls
Watkins Glen State Park
Adirondacks
362) Records on q relatives
(q number of relatives)
372) Records on q relatives
(q number of relatives)
a) all q relatives are equally related to i
382) Records on q relatives
(q number of relatives)
a) all q relatives are equally related to
i b) all q relatives are equally related among
themselves
392) Records on q relatives
(q number of relatives)
a) all q relatives are equally related to
i b) all q relatives are equally related among
themselves i individual j one relative j
second relative
402) Records on q relatives
(q number of relatives)
a) all q relatives are equally related to
i b) all q relatives are equally related among
themselves i individual j one relative j
second relative
sire (i) 1 2 j j q q half sibs
412) Records on q relatives
Pj average of q relatives records
422) Records on q relatives
Pj average of q relatives records aij
relationship of i to any relative
432) Records on q relatives
Pj average of q relatives records aij
relationship of i to any relative ajj
relationship of j to any other relative
with a record
44Regression for EBV
45Regression for EBV
one record on each of q relatives bbvi on Pi
(aij/ ajj)q q ?
46Regression for EBV
one record on each of q relatives bbvi on Pi
(aij/ ajj)q q ? where ?
(1/ ajj) - h2 h2
47EBVi bBVi on Pj (Pj - ?)
48EBVi bBVi on Pj (Pj - ?) Example PHS progeny
test of a male
49EBVi bBVi on Pj (Pj - ?) Example PHS progeny
test of a male ajj 1/4 aij 1/2 aij
2 1 4 ajj ajj
50 regression h2 ? q 10 q
40 .10 .25 .50
51 regression h2 ? q 10 q
40 .10 39 .41 1.01 .25 .50
52 regression h2 ? q 10 q
40 .10 39 .41 1.01 .25 15 .80 1.45 .50
53 regression h2 ? q 10 q
40 .10 39 .41 1.01 .25 15 .80 1.45 .50
7 1.17 1.78
54 regression h2 ? q 10 q
40 .10 39 .41 1.01 .25 15 .80 1.45 .50
7 1.17 1.78 -- The more progeny, the
higher the regression.
55 regression h2 ? q 10 q
40 .10 39 .41 1.01 .25 15 .80 1.45 .50
7 1.17 1.78 -- The more progeny, the
higher the regression. -- The higher the h2, the
higher the regression.
563) Pedigree Index
573) Pedigree Index
EBVi 1/2 ( EBVsire i EBVdam i)
583) Pedigree Index
EBVi 1/2 ( EBVsire i EBVdam i) Remember ETA
1/2 EBV, so EBVi ETAsire i ETAdam i
59Lecture 21
Accuracy
60Accuracy
-- measures of how well the BV of an animal is
estimated
61Accuracy
-- measures of how well the BV of an animal is
estimated rBV,EBV theoretical correlation
between BV and EBV
62Accuracy
-- measures of how well the BV of an animal is
estimated rBV,EBV theoretical correlation
between BV and EBV aij bBVi on Pj
63Accuracy
-- measures of how well the BV of an animal is
estimated rBV,EBV theoretical correlation
between BV and EBV aij bBVi on Pj --
Accuracy ranges from 0 to 1 and the higher the
value, the more accurate the estimate.
64Repeated Records
65Repeated Records rBV, EBV aij aij n
h2 1 (n - 1) r
66Repeated Records rBV, EBV aij aij n
h2 1 (n - 1) r aij n
h2 1 (n - 1) r
67Repeated Records
For n 1 gt aij h2
68Repeated Records
For n 1 gt aij h2 h2 aij 1 .09 .3 .49
.7 individual
69Repeated Records
For n 1 gt aij h2 h2 aij 1 1/2 .09 .3 .1
5 .49 .7 .35 individual full sib
or parent
70Repeated Records
For n 1 gt aij h2 h2 aij 1 1/2 1/4 .09 .3
.15 .075 .49 .7 .35 .175 individual full
sib or half sib or parent grandparent
71Accuracy n records on i itself rBV,EBV
aij nh2 1 (n - 1) r
Assume h2 .25, r .50, and aij 1.
72Accuracy n records on i itself
Records Accuracy 1 .50
73Accuracy n records on i itself
Records Accuracy 1 .50 2 .57
74Accuracy n records on i itself
Records Accuracy 1 .50 2 .57 3 .61 4 .63
? .71
75Accuracy n records on i itself
Records Accuracy 1 .50 2 .57 3 .61 4 .63
? .71
.07
76Accuracy n records on i itself
Records Accuracy 1 .50 2 .57 3 .61 4 .63
? .71
.07 .04 .02
77Accuracy n records on i itself
Records Accuracy 1 .50 2 .57 3 .61 4 .63
? .71
.07 .04 .02 from h2/r
78Summary 1) Accuracy increases as n
increases.
79Summary 1) Accuracy increases as n
increases. 2) Increases at a diminishing
rate.
80Summary 1) Accuracy increases as n
increases. 2) Increases at a diminishing
rate. 3) Limit is aij h2 /r as n gt ?
813) Limit is aij h2 /r as n gt ? Note
823) Limit is aij h2 /r as n gt ? Note h2
?2BV / ?2P r (?2G ?2PE) / ?2P
833) Limit is aij h2 /r as n gt ? Note h2
?2BV / ?2P r (?2G ?2PE) / ?2P h2
?2BV r ?2G ?2PE
843) Limit is aij h2 /r as n gt ? Note h2
?2BV / ?2P r (?2G ?2PE) / ?2P h2
?2BV r ?2G ?2PE -- If ?2D ?2I ?2PE are
large relative to ?2BV limit is lower. --