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Leading the way in Agriculture and Rural Research, Education and Consulting What do new CT measurements tell us? N. Clelland, L. Bunger, K.A. McLean, S. Knott, C. Donaldson and N.R. Lambe Sheep Breeders Round Table Nottingham 2015

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Page 1: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

Leading the way in Agriculture and Rural Research, Education and Consulting

What do new CT measurements tell us?

N. Clelland, L. Bunger, K.A. McLean,

S. Knott, C. Donaldson and N.R. Lambe

Sheep Breeders Round Table

Nottingham 2015

Page 2: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

What CT already tells us

22/11/2015 2

Currently a two-stage selection method (US and CT

scanning) is used in UK terminal sire breeding programmes

Improve growth, carcass composition; overall fatness,

muscularity

Lambs US scanned at 21 weeks, selection candidates

are then CT scanned within 2 weeks

Page 3: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

What CT already tells us

22/11/2015 3

• Predicted carcass tissue weights (Muscle/Fat/Bone)

• Killing out %

• Muscle to Bone ratio

• Muscle to Fat ratio

• Gigot shape

• Eye muscle Area/Width/Depth

• % Muscle in Leg/Loin/Chest (High value cuts)

Page 4: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

Outline

• Spine Traits

– What is measured?

– Is there variation of spine characteristics in sheep?

– Are spine traits under genetic control?

• Meat quality

– Is it important?

– How is it measured?

– Are CT meat quality traits under genetic control?

22/11/2015 4

Page 5: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

Background

• If novel CT traits (e.g. IMF, spine

length) are to be included in current

breeding programmes we need to

estimate

– Heritability (h2) of novel CT traits

– Genetic correlations (rg) with traits

in current genetic evaluations

22/11/2015 5

Page 6: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

The Mammalian Spine

22/11/2015 6

• Consists of 5 regions

• Our focus: thoracolumbar region in sheep

• High quality loin muscle runs the length of the

region

Page 7: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

22/11/2015 7

• Spine characteristics…

What Is Measured

Page 8: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

22/11/2015 8

How It Is Measured

• X-ray computed tomography (CT)

Page 9: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

Is there variation?

22/11/2015 9

• In pigs: selection for body length increased number of

vertebrae

– wild boar ancestors = 19

– commercial pig breeds = 21- 23

– highly heritable (h2 ~ 0.6)

– affects loin yield and meat:fat

• In sheep: CT shows variation in spine traits (length/vertebrae no.)

– between and within breeds

– Texel shortest spine; 17-21 TL vertebrae

– low-moderate h2 in research flock

– genetic associations?

Claire Donaldson, PhD thesis, 2015

Page 10: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

22/11/2015 10

Data used

• 2,583 commercial Texel rams CT scanned– 94 flocks over 15 years

• CT data collected– predicted tissue weights, muscularity, [ IMF ]

– vertebrae number

– spine length

• Combined with data from breeding scheme– weights (8 and 21 weeks)

– ultrasound fat and muscle depths

• Genetic analysis (ASReml), animal model– adjusting for year, flock, litter size, dam age, CT

scanner, age or live weight, as appropriate

Page 11: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

22/11/2015 11

Genetic Parameters

Spine Traits

• Genetic correlations

– Number of vertebrae in the entire region highly correlated with

lumbar and thoracic regions (rg 0.96, 0.69)

– Spine length in the entire region highly correlated with lumbar

and thoracic regions (rg 0.81, 0.80)

• Heritabilities

– Low for number of vertebra (h2 0.05-0.11)

– Moderate for spine length (h2 0.21-0.43)

𝑟𝑔 =𝐶𝑂𝑉 𝐴 (𝑡𝑟𝑎𝑖𝑡 1,2

𝑉 𝐴 (𝑡𝑟𝑎𝑖𝑡 1 ∗ 𝑉 𝐴(𝑡𝑟𝑎𝑖𝑡 2

Page 12: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

22/11/2015 12

Genetic Parameters

Spine Traits vs Production traits/CT traits

• Low correlations with: growth traits; CT predicted tissue

weights and muscularity; US tissue depths (<± 0.25)

• Moderate with CT-predicted IMF (-0.2 – 0.45)

– Positive for lumbar number/length

– Negative for thoracic number/length

• Suggests selection for spine traits would not affect

current breeding goals

Page 13: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

Measuring meat quality (IMF)

• IMF estimates are of interest as an objective proxy trait

for meat (eating) quality

• Accurate estimates of IMF were previously limited to

laboratory methods (post-mortem)

– Destructive/expensive

• In-vivo CT methods overcome previous

invasive/destructive methods

• CT scanning provides very accurate in-vivo estimates

of IMF (Adj R2 > 0.65, Clelland et al 2013; 2014; 2015)

22/11/2015 13

Page 14: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

How it is measured

• X-Ray Computed Tomography (CT)• Separate carcass from non-carcass tissues

• Pixels allocated to fat, muscle or bone

22/11/2015 14

94 Models

Accuracies

• IMF >65%

• Shear force ~ 14%

Page 15: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

Data used

• Performance records from 1,971 entire male Texel lambs over 12 years

525 Sires, 1,576 Dams, 70 Flocks

– US records (Fat depth, Muscle depth), Live weights (8 weeks, 21

weeks), CT records (Fat weight, Muscle weight, Muscularity and Eye

muscle area)

– CT-predicted IMF (including carcass fat = PIMF1, and excluding

carcass fat = PIMF2)

• Genetic analysis (ASReml), animal model

– adjusting for Birth type, Dam age, Scanner, Flock, Year, Flock x Year

(Age at US/CT)

22/11/2015 15

Page 16: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

22/11/2015 16

CT predicted IMF

• Genetic correlations

– CT fat weight highly correlated with PIMF1 and PIMF2 (rg 0.88,

rg 0.68)

– PIMF1 and PIMF2 highly correlated (rg 0.92)

• Heritabilities

– Moderate for both PIMF1 and PIMF2 (h2 0.42 and 0.31)

Genetic Parameters

Page 17: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

22/11/2015 17

Genetic Parameters

CT IMF vs Production traits/CT traits

• Moderate/High correlations with: growth traits

(rg 0.27 – 0.62)

• High correlation with USFD (~0.57)

• PIMF1 Low correlations with US and CT muscularity

– rg 0.22-0.38

• PIMF2 non-significant for US and CT muscularity

Page 18: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

Conclusions

22/11/2015 18

• Genetic selection for spine traits and IMF possible

– spine region lengths as selection criteria (more heritable)

• Genetic results suggest selection for spine traits would not affect

current breeding goals

– Heritability estimates for CT-predicted IMF (PIMF1, PIMF2) similar

to chemical IMF in previous studies (h2 = 0.32-0.48)

• Indicative of the CT measurement accuracy in PIMF

• CT IMF is heritable and partially under different

genetic control from fat weight

– Potential to select for ‘correlation breakers’

Page 19: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

0

0.5

1

1.5

2

2.5

3

3.5

4

0 2 4 6 8 10 12

CT

IM

F

CT Carcass fat

22/11/2015 19

‘Correlation breakers’

Page 20: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

Conclusions

• Including spine traits/IMF in breeding programmes

– minimal extra expense; measured on existing images from routine CT of

elite rams; adding value ££££

– unlikely to affect current breeding goals (growth, carcass fat and muscle,

gigot muscularity)

– could increase % meat yield from high-priced loin cut & carcass value of

slaughter lambs

– Potential to select candidates for leanness and optimal IMF (‘Correlation

breakers’)

22/11/2015 20

Page 21: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

Leading the way in Agriculture and Rural Research, Education and Consulting

Research is funded by the joint levy bodies AHDB beef and lamb, HCC and QMS

With acknowledgments to the Texel society for access to performance records

ASDA and BBSRC during Claire Donaldson’s PhD

SRUC receives financial support from the Scottish Government

Page 22: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

Leading the way in Agriculture and Rural Research, Education and Consulting

Page 23: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

Genetic Parameters

22/11/2015 23

Trait 8WWT 21WWT USFD USMD CTFW CTMW CTmusc CTema PIMF1 PIMF2

8WWT 0.30 (0.07) 0.61

(0.02)

0.17 (0.03) 0.20

(0.03)

0.52

(0.02)

0.53

(0.02)

0.11 (0.03) 0.30

(0.02)

0.43

(0.02)

0.29

(0.02)

21WWT 0.76 (0.08) 0.43

(0.06)

0.45 (0.02) 0.43

(0.02)

0.73

(0.01)

0.80

(0.01)

0.22 (0.03) 0.48

(0.02)

0.58

(0.02)

0.38

(0.02)

USFD 0.39 (0.15) 0.42

(0.11)

0.39 (0.07) 0.27

(0.02)

0.65

(0.02)

0.30

(0.02)

0.08 (0.03) 0.21

(0.03)

0.57

(0.02)

0.51

(0.02)

USMD 0.39 (0.16) 0.52

(0.12)

0.24 (0.13) 0.34

(0.06)

0.33

(0.02)

0.49

(0.02)

0.24 (0.02) 0.65

(0.02)

0.18

(0.03)

0.09

(0.03)

CTFW 0.84 (0.09) 0.71

(0.06)

0.60 (0.08) 0.49

(0.12)

0.39

(0.07)

0.61

(0.02)

0.18 (0.03) 0.40

(0.02)

0.89

(0.01)

0.73

(0.01)

CTMW 0.57 (0.10) 0.77

(0.05)

0.26 (0.12) 0.71

(0.09)

0.57

(0.09)

0.41

(0.06)

0.28 (0.02) 0.68

(0.01)

0.43

(0.02)

0.21

(0.02)

CTmus

c

0.25 (0.14) 0.37

(0.12)

ns 0.39

(0.12)

0.32

(0.13)

0.49

(0.11)

0.39 (0.06) 0.35

(0.02)

0.12

(0.03)

0.07

(0.03)

CTema 0.54 (0.12) 0.54

(0.09)

0.28 (0.12) 0.87

(0.06)

0.54

(0.11)

0.74

(0.06)

0.47 (0.10) 0.40

(0.06)

0.21

(0.03)

0.09

(0.03)

PIMF1 0.62 (0.12) 0.54

(0.09)

0.58 (0.09) 0.29

(0.13)

0.88

(0.03)

0.38

(0.12)

0.22 (0.13) 0.24

(0.13)

0.42

(0.07)

0.91

(0.01)

PIMF2 0.38 (0.15) 0.27

(0.13)

0.56 (0.11) ns 0.68

(0.08)

ns ns ns 0.92

(0.02)

0.31

(0.07)

Page 24: What do new CT measurements tell us? · SRUC PowerPoint Template Widescreen 16by10 Author: erobertson Keywords: v3; 16:10 template Created Date: 11/22/2015 7:00:29 PM

22/11/2015 24

0

0.5

1

1.5

2

2.5

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4

0 2 4 6 8 10 12

CT

IM

F

CT Carcass fat