application of genomic selection on your dairy...12/11/2015 1 stepping forward december 9 & 10 |...

13
12/11/2015 1 Stepping Forward December 9 & 10 | Dairy Summit 2015 | Baraboo, Wis. Application of Genomic Selection on Your Dairy P. C. Hoffman Vita Plus Corp, Madison, WI 0 2 4 6 8 10 12 14 19000 21000 23000 25000 27000 29000 31000 33000 35000 37000 39000 % of 1st Lactation Cows 305 d Milk Yield, lbs 1st Lactation Milk Production (30,000 lb herd) Bred AI 50 + years Genetic variance of milk production is increasing not decreasing!

Upload: others

Post on 24-Feb-2021

3 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Application of Genomic Selection on Your Dairy...12/11/2015 1 Stepping Forward December 9 & 10 | Dairy Summit 2015 | Baraboo, Wis. Application of Genomic Selection on Your Dairy P

12/11/2015

1

Stepping ForwardDecember 9 & 10 | Dairy Summit 2015 | Baraboo, Wis.

Application of Genomic Selection on Your Dairy

P. C. Hoffman

Vita Plus Corp, Madison, WI

0

2

4

6

8

10

12

14

19000 21000 23000 25000 27000 29000 31000 33000 35000 37000 39000

% o

f 1s

t L

acta

tion

Cow

s

305 d Milk Yield, lbs

1st Lactation Milk Production (30,000 lb herd)Bred AI 50 + years

Genetic variance of milk production is increasing not decreasing!

Page 2: Application of Genomic Selection on Your Dairy...12/11/2015 1 Stepping Forward December 9 & 10 | Dairy Summit 2015 | Baraboo, Wis. Application of Genomic Selection on Your Dairy P

12/11/2015

2

Stepping ForwardDecember 9 & 10 | Dairy Summit 2015 | Baraboo, Wis.

0

2

4

6

8

10

12

14

19000

21000

23000

25000

27000

29000

31000

33000

35000

37000

39000

% of 1st Lactation Cows

305 d Milk Yield, lbs

What causes the variance?

Parent Average +

Mendelian Sampling Effect

Environment/Management

Genetic variance of milk production is worth more $$ today!

How do we find more of the variance ?

Page 3: Application of Genomic Selection on Your Dairy...12/11/2015 1 Stepping Forward December 9 & 10 | Dairy Summit 2015 | Baraboo, Wis. Application of Genomic Selection on Your Dairy P

12/11/2015

3

Stepping ForwardDecember 9 & 10 | Dairy Summit 2015 | Baraboo, Wis.

Single Nucleotide Polymorphism

5

SNP

SNP

Courtesy of George Wiggans, USDA‐AIPL

Stepping ForwardDecember 9 & 10 | Dairy Summit 2015 | Baraboo, Wis.

Estimating SNP Effects on Production

6

-50

-30

-10

10

30

50

70

90

0 1 2

PT

A f

or

Pro

tein

Yie

ld

Number of Copies of the ND-SNP Allele

Slope of the line indicates the estimated SNP effect, which is the change in PTA protein per extra copy of a given SNP allele

Page 4: Application of Genomic Selection on Your Dairy...12/11/2015 1 Stepping Forward December 9 & 10 | Dairy Summit 2015 | Baraboo, Wis. Application of Genomic Selection on Your Dairy P

12/11/2015

4

Genomics- Commercial Testing ABCs

Reg. #

USD

A AIN

Vacc. #

Oth

er

6751 982000133517324 x US4071556 F HO 11/21/2010 7H7853 355HE8261

6754 982000133517327 x US4071540 F HO 11/28/2010 200H3218 35SHE8183

6758 982000133517331 x US4071529 F HO 11/30/2010 200H6004 35SHE7962

6759 982000133517332 x US4071533 F HO 11/30/2010 7H10489 35SHE7938

6764 982000133517337 x US4071521 F HO 12/6/2010 14H4929 35SHE7999

6766 982000133517339 x US4071517 F HO 12/8/2010 11H9703 35SLS7488

6768 982000133517341 x US4071525 F HO 12/9/2010 7H9030 35SHE5165

6770 982000133517343 x US4071550 F HO 12/12/2010 29H13245 35SHE5981

6771 982000133517344 x US4071513 F HO 12/12/2010 14H4929 840003003932331

6775 982000133517348 x US4071554 F HO 12/15/2010 29H13245 35TDN0336

6857 98200013351430 x US4071536 F HO 4/12/2011 29H13245 35SHE5128

Hand Entry

Dairy Comp 305 (Cut and Paste)

On‐farm ID (Herd 

Management #)

Sire 

Registration #

Birth Date 

(yyyy/mm/d

d) or Birth 

YearSex

Sample 

Collector 

Barcode

Official ID (Registration 

#, USDA AIN, Calfhood 

Vaccination #)

Breed 

(HO/JE/

BS)

Dam Registration # or 

USDA AIN

Fill out the Form- Done by bar code to Dairy Comp- Improper Parent/Sire/Dam/Breed ID = 10-15 % Normal

Page 5: Application of Genomic Selection on Your Dairy...12/11/2015 1 Stepping Forward December 9 & 10 | Dairy Summit 2015 | Baraboo, Wis. Application of Genomic Selection on Your Dairy P

12/11/2015

5

Genomic Lab Results* Samples Due 1st of Month

* Lab Turnaround = 30-40 days

GPTA Milk +1114 +141 -1041 +490Average = 176 GPTA Milk

• Genomic Results GPTA Milk (4 Heifer Example)

Page 6: Application of Genomic Selection on Your Dairy...12/11/2015 1 Stepping Forward December 9 & 10 | Dairy Summit 2015 | Baraboo, Wis. Application of Genomic Selection on Your Dairy P

12/11/2015

6

11 Presentation Title – 00/00/12 (Optional)

University of Wisconsin(Marshfield, Arlington, UW Dairy Cattle Center)

Data AnalysisMarch 2015

12 Presentation Title – 00/00/12 (Optional)

Sire of ConceptionBull # Herd

PregnantMilk PTA

NM$ PTA

DPR PTA

Rel.

GOLD CHIP (7H10920) 46 -151 139 0.7 95

TABBER (29H14258) 44 519 307 0.6 91

ARMITAGE (29H14961) 44 656 395 3.8 94

YANCE (7H9925) 44 1427 433 1 91

ALTAMETEOR (11H10661) 44 1233 475 1.4 96

•The strategy to using genomic-proven bulls is to use a group, spreading semen usage over more bulls.

•This strategy will minimize the impact of PTAs changing for any one sire due to the lower reliability.

•UW is primarily using daughter-proven bulls•~20% of conceptions are to genomic-proven bulls

Page 7: Application of Genomic Selection on Your Dairy...12/11/2015 1 Stepping Forward December 9 & 10 | Dairy Summit 2015 | Baraboo, Wis. Application of Genomic Selection on Your Dairy P

12/11/2015

7

13 Presentation Title – 00/00/12 (Optional)

305ME Production=28847+3.8*GPTA MilkCorrelation=0.45

Herd Response to Genetic Selection

Observed 3.8lbs/GPTA MilkExpected 2lbs/GPTA Milk

Genomics management is just trying to find the top and the bottom. A dairy can’t cullall their heifers!

Page 8: Application of Genomic Selection on Your Dairy...12/11/2015 1 Stepping Forward December 9 & 10 | Dairy Summit 2015 | Baraboo, Wis. Application of Genomic Selection on Your Dairy P

12/11/2015

8

EffectiveUseofGenomicsinSireSelectionandReplacementHeiferManagement

Dr.KentA.WeigelDepartmentofDairyScience

UniversityofWisconsin– Madison

ResultsfromtheUW‐MadisonHerd

27,498

29,247

29,67329,864

26,780

27,864

30,050

31,581

24000

25000

26000

27000

28000

29000

30000

31000

32000

Bottom 25% Bottom 25‐50% Top 25‐50% Top 25%

Sorted by Sire's Current PTA Milk

Sorted by Genomic PTA Milk as a Yearling Heifer

First Lactation 305‐Day M

E Milk Yield (lb) 

Quartile Ranking

Average first lactation ME 305‐day milk yield for 411 Holstein cows in the AllensteinDairy Herd at UW‐Madison, according to quartile for genomic PTA milk at 12 months of age and quartile for sire’s current PTA for milk yield.

2,366 lb

4,801 lb

Page 9: Application of Genomic Selection on Your Dairy...12/11/2015 1 Stepping Forward December 9 & 10 | Dairy Summit 2015 | Baraboo, Wis. Application of Genomic Selection on Your Dairy P

12/11/2015

9

ResultsfromtheUW‐MadisonHerd

116.5

124.9

104.9

113.1

125.9

114.9113.6

104.9

90

95

100

105

110

115

120

125

130

Bottom 25% Bottom 25‐50% Top 25‐50% Top 25%

Sorted by Sire's Current PTA DPR

Sorted by Genomic PTA DPR as a Yearling Heifer

Quartile Ranking

First Lactation Days Open

Average days open in first lactation for 240 Holstein cows in the Allenstein Dairy Herd at UW‐Madison, according to quartile for genomic PTA for daughter pregnancy rate at 12 months of age and quartile for sire’s current PTA for daughter pregnancy rate.

3.4 d21.0 d

ResultsfromtheUW‐MadisonHerd

2.202.14

2.22

1.65

2.38

2.162.10

1.56

1.25

1.50

1.75

2.00

2.25

2.50

Bottom 25% Bottom 25‐50% Top 25‐50% Top 25%

Sorted by Sire's Current PTA SCS

Sorted by Genomic PTA SCS as a Yearling Heifer

Quartile Ranking

First Lactation log SCC

Average log somatic cell count in first lactation for 216 Holstein cows in the Allenstein Dairy Herd at UW‐Madison, according to quartile for genomic PTA for somatic cell score at 12 months of age and quartile for sire’s current PTA for somatic cell score.

0.820.55

Page 10: Application of Genomic Selection on Your Dairy...12/11/2015 1 Stepping Forward December 9 & 10 | Dairy Summit 2015 | Baraboo, Wis. Application of Genomic Selection on Your Dairy P

12/11/2015

10

ResultsfromtheaCommercialHerd

Genomic PTA computed in August 2013 was compared with actual first lactation production, fertility, and udder health

All Holstein cows that had first calving after August 2013 were included in the analysis

ResultsfromaCommercialHerd

Quartile Ranking

First Lactation 305‐Day M

E Milk Yield

Average standardized 305‐day ME milk yield in first lactation for 407 Holstein cows in the herd, according to quartile for genomic PTA for milk yield prior to first calving.

27,341

30,331 30,218

32,402

29,314

29,868

30,296

30,779

26000

27000

28000

29000

30000

31000

32000

33000

34000

Bottom 25% Bottom 25‐50% Top 25‐50% Top 25%

Genomic PTA as a Yearling Heifer

Current Sire PTA

1,465 lb

5,061 lb

MILK

Page 11: Application of Genomic Selection on Your Dairy...12/11/2015 1 Stepping Forward December 9 & 10 | Dairy Summit 2015 | Baraboo, Wis. Application of Genomic Selection on Your Dairy P

12/11/2015

11

ResultsfromaCommercialHerd

Quartile Ranking

First Lactation 305‐Day M

E Fat Yield

Average standardized 305‐day ME fat yield in first lactation for 407 Holstein cows in the herd, according to quartile for genomic PTA for fat yield prior to first calving.

1,286

1,332

1,380

1,391

1,311

1,343 1,345

1,385

1260

1280

1300

1320

1340

1360

1380

1400

1420

Bottom 25% Bottom 25‐50% Top 25‐50% Top 25%

Genomic PTA as a Yearling Heifer

Current Sire PTA

74 lb

105 lb

FAT

ResultsfromaCommercialHerd

Quartile Ranking

First Lactation 305‐Day M

E Protein Yield

Average standardized 305‐day ME protein yield in first lactation for 407 Holstein cows in the herd, according to quartile for genomic PTA for protein yield prior to first calving.

922

972

996

1,015

933

982

989

999

900

920

940

960

980

1000

1020

1040

Bottom 25% Bottom 25‐50% Top 25‐50% Top 25%

Genomic PTA as a Yearling Heifer

Current Sire PTA

66 lb

93 lb

PROTEIN

Page 12: Application of Genomic Selection on Your Dairy...12/11/2015 1 Stepping Forward December 9 & 10 | Dairy Summit 2015 | Baraboo, Wis. Application of Genomic Selection on Your Dairy P

12/11/2015

12

ResultsfromaCommercialHerd

Quartile Ranking

First Lactation Days Open

Average days open in first lactation for 192 Holstein cows in the herd, according to quartile for genomic PTA for daughter pregnancy rate prior to first calving.

143

120

117

112

146

112

109

125

100

110

120

130

140

150

160

Bottom 25% Bottom 25‐50% Top 25‐50% Top 25%

Genomic PTA as a Yearling Heifer

Current Sire PTA

21 d

31 d

DAYS OPEN

ResultsfromaCommercialHerd

Quartile Ranking

First Lactation Somatic Cell Score

Average somatic cell score in first lactation for 407 Holstein cows in the herd, according to quartile for genomic PTA for somatic cell score prior to first calving.

2.48

2.03

1.97

1.92

2.19 2.19

2.10

1.93

1.70

1.80

1.90

2.00

2.10

2.20

2.30

2.40

2.50

2.60

Bottom 25% Bottom 25‐50% Top 25‐50% Top 25%

Genomic PTA as a Yearling Heifer

Current Sire PTA

SOMATIC CELL SCORE

0.26

0.56

Page 13: Application of Genomic Selection on Your Dairy...12/11/2015 1 Stepping Forward December 9 & 10 | Dairy Summit 2015 | Baraboo, Wis. Application of Genomic Selection on Your Dairy P

12/11/2015

13

Stepping ForwardDecember 9 & 10 | Dairy Summit 2015 | Baraboo, Wis.

Take Home Messages 

To increase genetic progress and revenue, genomics requires a protocol for sire selection, sexed semen, genomic testing, health status, early culling, etc.

There is no perfect “one size fits all” protocol

The appropriate protocol for a given herd will depend on genetic level, facilities, expansion plans, feed costs, cash flow, and other factors

Genomic information is not research data. It is an enhancement of genetic probabilities

Like other new management tools (rBST, BMR, GMO) genomics has its share of detractors