utilizing claw health information in traditional and...

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UTILIZING CLAW HEALTH INFORMATION IN TRADITIONAL AND GENOMIC SELECTION FOR NORWEGIAN RED Cecilie Ødegård 12 , Morten Svendsen 1 and Bjørg Heringstad 12 1 Geno Breeding and A.I. Association, Ås, Norway 2 Department of Animal and Aquacultural Sciences , Norwegian University of Life Sciences, Ås, Norway EAAP, Warsaw, Poland September 2, 2015

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Page 1: UTILIZING CLAW HEALTH INFORMATION IN TRADITIONAL AND …eaap.org/Annual_Meeting/2015_warsaw/S27_09.pdf · GENETIC PARAMETERS OF CLAW DISORDERS (FROM MULTIVARIATE THRESHOLD MODELS)

UTILIZING CLAW HEALTH INFORMATION IN

TRADITIONAL AND GENOMIC SELECTION

FOR NORWEGIAN RED

Cecilie Ødegård12, Morten Svendsen1 and Bjørg Heringstad12 1Geno Breeding and A.I. Association, Ås, Norway

2Department of Animal and Aquacultural Sciences , Norwegian University of Life Sciences, Ås, Norway

EAAP, Warsaw, Poland

September 2, 2015

Page 2: UTILIZING CLAW HEALTH INFORMATION IN TRADITIONAL AND …eaap.org/Annual_Meeting/2015_warsaw/S27_09.pdf · GENETIC PARAMETERS OF CLAW DISORDERS (FROM MULTIVARIATE THRESHOLD MODELS)

CLAW HEALTH

• Important for farmers economy and animal welfare

• Recorded at claw trimming since 2004 to the Norwegian Dairy Herd

Recording System

AIM:

Genetic analyses of claw disorders recorded at claw

trimming, to find an efficient breeding strategy for improved

claw health in Norwegian Red cows

Page 3: UTILIZING CLAW HEALTH INFORMATION IN TRADITIONAL AND …eaap.org/Annual_Meeting/2015_warsaw/S27_09.pdf · GENETIC PARAMETERS OF CLAW DISORDERS (FROM MULTIVARIATE THRESHOLD MODELS)

CLAW HEALTH RECORDING

• Date of claw trimming

• ID of animal

• Normal claws or one or more claw disorders

• Other disorders or remarks

• Claw trimmer ID

Electronic recording of claw health

– Terminals sent to 20 professional claw trimmers

Page 4: UTILIZING CLAW HEALTH INFORMATION IN TRADITIONAL AND …eaap.org/Annual_Meeting/2015_warsaw/S27_09.pdf · GENETIC PARAMETERS OF CLAW DISORDERS (FROM MULTIVARIATE THRESHOLD MODELS)

HARMONIZATION OF CLAW DISORDERS

• Denmark, Finland and Sweden

– Due to implementation of electronic recording

– 19 claw disorders

• ICAR Claw Health Atlas

– International standard

– 23 claw disorders

– http://www.icar.org/Documents/ICAR_Claw_Health_Atlas.pdf

Page 5: UTILIZING CLAW HEALTH INFORMATION IN TRADITIONAL AND …eaap.org/Annual_Meeting/2015_warsaw/S27_09.pdf · GENETIC PARAMETERS OF CLAW DISORDERS (FROM MULTIVARIATE THRESHOLD MODELS)

CLAW DISORDERS

• Corkscrew claw

• Dermatitis

• Heel horn erosion

• Interdigital phlegmon

• Sole ulcer

• White line disorder

• Hemorrhage of sole and white line

Infectious claw disorders

Laminitis-related claw

disorders

Photo: Katrine Haugaard

Corkscrew claw

Page 6: UTILIZING CLAW HEALTH INFORMATION IN TRADITIONAL AND …eaap.org/Annual_Meeting/2015_warsaw/S27_09.pdf · GENETIC PARAMETERS OF CLAW DISORDERS (FROM MULTIVARIATE THRESHOLD MODELS)

DATA 2004-2014

Total 2014

Claw health

records 550,000 85,000

Cows 280,000 65,000

Herds 6,900 3,000

Sires 3,500 1,800

0

2

4

6

8

10

12

Pe

rce

nt

Frequency of claw disorders in percentage of all claw health records

Laminitis-

related

claw disorders

~ 7%

Infectious

claw disorders

~ 7%

Page 7: UTILIZING CLAW HEALTH INFORMATION IN TRADITIONAL AND …eaap.org/Annual_Meeting/2015_warsaw/S27_09.pdf · GENETIC PARAMETERS OF CLAW DISORDERS (FROM MULTIVARIATE THRESHOLD MODELS)

EDITING OF DATA

• Lactating cows with claw health records

• Herds with less than 10% or less than 10 normal claws reported

during 2004 to September 2013 were excluded

• Daughters of Norwegian Red AI sires

• At least one claw trimming record in the parity

Trait definition:

In each parity a cow was defined as unaffected (0) or affected (1) for

the single claw disorders and the groups of claw disorders

Page 8: UTILIZING CLAW HEALTH INFORMATION IN TRADITIONAL AND …eaap.org/Annual_Meeting/2015_warsaw/S27_09.pdf · GENETIC PARAMETERS OF CLAW DISORDERS (FROM MULTIVARIATE THRESHOLD MODELS)

MODEL

• Threshold sire model – estimation of genetic parameters

• Linear animal model – prediction of breeding values

– Fixed effects: − Lactation number

− Calving year and month

− Time for claw trimming (months after calving)

− Claw trimmer

− Housing system (animal model only)

– Random effects: − Herd

− Permanent environment (animal model only)

− Sire/Animal

− Residual

Page 9: UTILIZING CLAW HEALTH INFORMATION IN TRADITIONAL AND …eaap.org/Annual_Meeting/2015_warsaw/S27_09.pdf · GENETIC PARAMETERS OF CLAW DISORDERS (FROM MULTIVARIATE THRESHOLD MODELS)

GENETIC PARAMETERS OF CLAW DISORDERS (FROM MULTIVARIATE THRESHOLD MODELS)

• Genetic correlations between claw disorders and foot and leg

conformation traits ranged from -0.86 to 0.26

Ødegård et al., 2013 JDS 96:7274-7283; Ødegård et al., 2014 JDS 97:4522-4529

Claw disorder Heritability Genetic correlation

CSC HH DE SU

Corkscrew claw (CSC) 0.22

Heel horn erosion (HH) 0.08 0.13

Dermatitis (DE) 0.18 0.02 0.65

Sole ulcer (SU) 0.16 0.42 0.42 0.19

White line disorder 0.05 0.04 0.22 0.04 0.79

Infectious claw disorder 0.10

Laminitis-related claw disorder 0.10

Page 10: UTILIZING CLAW HEALTH INFORMATION IN TRADITIONAL AND …eaap.org/Annual_Meeting/2015_warsaw/S27_09.pdf · GENETIC PARAMETERS OF CLAW DISORDERS (FROM MULTIVARIATE THRESHOLD MODELS)

CLAW HEALTH INDEX

• 4% weight in the total merit index for Norwegian Red

• Implemented 2014

Claw disorder Weight %

Corkscrew claw 50

Infectious claw disorders 30

Laminitis-related claw disorders 20

Page 11: UTILIZING CLAW HEALTH INFORMATION IN TRADITIONAL AND …eaap.org/Annual_Meeting/2015_warsaw/S27_09.pdf · GENETIC PARAMETERS OF CLAW DISORDERS (FROM MULTIVARIATE THRESHOLD MODELS)

GENOMIC SELECTION AND CLAW HEALTH

• Results from GBLUP showed low predictive correlations of GEBV

– Novel traits with limited historical data

– Low heritabilities

– Small daughter groups per sire

• AIM: Evaluate whether use of single-step GBLUP (ssGBLUP)

and inclusion of both sire and cow genotypes improve genomic

predictions of claw disorders.

Ødegård et al., 2015 JDS 98:4139-4147

Page 12: UTILIZING CLAW HEALTH INFORMATION IN TRADITIONAL AND …eaap.org/Annual_Meeting/2015_warsaw/S27_09.pdf · GENETIC PARAMETERS OF CLAW DISORDERS (FROM MULTIVARIATE THRESHOLD MODELS)

TRAITS

• Corkscrew claw, infectious claw disorders and laminitis-related claw disorders

– 318,349 claw health records from 206,533 cows and 6,303 herds

SNP DATA

• Customized 54K Affymetrix SNP-chip

– 54,574 SNP

– 1,726 genotyped cows with claw health records of 2,037 genotyped sires

ANALYSES

• 10-fold cross-validation

– 1,202 sires (>30 daughters with claw health records) were randomly assign to 10 groups

Page 13: UTILIZING CLAW HEALTH INFORMATION IN TRADITIONAL AND …eaap.org/Annual_Meeting/2015_warsaw/S27_09.pdf · GENETIC PARAMETERS OF CLAW DISORDERS (FROM MULTIVARIATE THRESHOLD MODELS)

SINGLE-STEP GBLUP

• Three relationship matrices:

1. A-matrix (pedigree information only)

2. A-matrix and genotypes of sires combined to H-matrix

3. A-matrix and genotypes of sires and cows combined to H-matrix

Correlation between:

EBV from validation sets* and EBV from full dataset**

*EBV from BLUP or ssGBLUP, dataset where phenotypes of daughters of validationbulls left out

**Full dataset using ssGBLUP, H-matrix including pedigree and genotypes of sires and cows

Page 14: UTILIZING CLAW HEALTH INFORMATION IN TRADITIONAL AND …eaap.org/Annual_Meeting/2015_warsaw/S27_09.pdf · GENETIC PARAMETERS OF CLAW DISORDERS (FROM MULTIVARIATE THRESHOLD MODELS)

BLUP ssGBLUP

(sire)

ssGBLUP

(sire+cow)

Mean 0.67 (0.04) 0.79 (0.04) 0.79 (0.04)

BLUP ssGBLUP

(sire)

ssGBLUP

(sire+cow)

Mean 0.67 (0.04) 0.77 (0.03) 0.78 (0.03)

RESULTS (CORRELATION BETWEEN EBV FROM VALIDATION DATA AND FULL DATASET)

Corkscrew claw

Infectious claw

disorder

Laminitis-related claw

disorder

BLUP ssGBLUP

(sire)

ssGBLUP

(sire+cow)

Mean 0.68 (0.05) 0.80 (0.04) 0.81 (0.04)

Page 15: UTILIZING CLAW HEALTH INFORMATION IN TRADITIONAL AND …eaap.org/Annual_Meeting/2015_warsaw/S27_09.pdf · GENETIC PARAMETERS OF CLAW DISORDERS (FROM MULTIVARIATE THRESHOLD MODELS)

HOW TO IMPROVE GENOMIC PREDICTIONS OF CLAW HEALTH?

• Increase number and quality of phenotypic records

• Increase number of available genotypes (both sires and cows)

• Improvement of methods and models

Dermatitis Sole ulcer

Page 16: UTILIZING CLAW HEALTH INFORMATION IN TRADITIONAL AND …eaap.org/Annual_Meeting/2015_warsaw/S27_09.pdf · GENETIC PARAMETERS OF CLAW DISORDERS (FROM MULTIVARIATE THRESHOLD MODELS)

SUMMARY

• Claw health index implemented in the total merit index for Norwegian

Red, September 2014

• Use of ssGBLUP to utilize all available information

– Genotype more cows having claw health records

Page 17: UTILIZING CLAW HEALTH INFORMATION IN TRADITIONAL AND …eaap.org/Annual_Meeting/2015_warsaw/S27_09.pdf · GENETIC PARAMETERS OF CLAW DISORDERS (FROM MULTIVARIATE THRESHOLD MODELS)