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Determination of meat quality with 
non-invasive technologies in live 
animals 
Jørgen Kongsro
history and organization
Determination of 
meat quality with 
non-invasive 
technologies in live 
animals 
Jørgen Kongsro
Difficult to measure in vivo meat quality 
Correlated or confounding traits 
Need for accurate phenotypes of meat quality 
Measure meat quality earlier in production chain 
for animals and meat 
value for industry
www.fao.org
sampling
NIR 
CT 
Ultrasound 
its all about the variation 
n=10000
Growth 
- + 
- 
Carcass Meat quality
Correlation between traits 
Degree of variation 
Accuracy of technology 
prerequisite
Ultrasound
Specie Author Variables Mean (STD) RMSE (val) 
Pig Newcom et 
al. 2010 
W, BF, LA 
Image 
parameters 
3.76 (1.21) 1.02 
Cattle Aass, et al. 
2006 
DIFF, BF, LD, 
H 1.25 (0.61) 0.46 
IMF - ultrasound
Computed tomography (CT)
Specie Author Variables Mean (STD) RMSE (val) 
Lamb Clelland et al. 
2014 
Pr_Cfat 
MD, FD, MA, 
FA 
1.48 (0.68) 0.30 
Pig 
Kongsro & 
Gerlaug-Enger 
2013 
HU pixels 
(histogram) 
Energy levels 
1.78 (0.44) 0.48 
Beef Prieto et al. 
2010 
HU pixels 
(histogram) 
3.23 (0.97) 
2.60 (0.87) 
0.57 
0.54 
Pork Font-i-Furnols 
et al. 2013 
HU pixels 
(histogram) 
Energy levels 
2.22 (1.14) 0.46 
IMF - CT
Magnetic resonance imaging (MRI) 
Courtesy of Maren Bernau Courtesy of Stephane Quellec (IRSTEA) and Mathieu Monziols (IFIP)
Specie Author Variables Mean (STD) RMSE (val) 
Pig (NMR, 
Ville et al. 1997 NMR spect. 1.19-1.76 
biopsy) (0.24-0.40) 0.54 
Pig loin 
Monziols et al. 
HU pixels 
(carcass) 
2006 
whole cut 6.6 (1.9) 0.88 
IMF - MRI
Biopsy 
Courtesy of Tobias Revold (NMBU)
www.knowledgescotland.org 
emerging technologies - NIR 
www.immunochemistry.com
Narsaiah and Shyam, 2012 
emerging technologies - biosensors
emerging technologies - electronic nose
boar taint 
Ampuero & Bee, 2006
+ 
- 
- 
SE FP 
FN SP 
+ 
TRUE 
PRED 
SE = sensitivity 
SP = specificity 
FN = false negatives 
FP = false positives
What is meat quality? 
Its all about variation and sampling 
CT and ultrasound can be used to measure body composition. 
With respect to meat quality, variation is required. 
MRI has greater potential to measure soft tissue changes like IMF, 
water holding capacity and saturation level in fat. 
Biosensors, electronic nose and NIR can open new opportunities for 
measuring meat quality. 
summary
Thank you for your attention 
Jørgen Kongsro 
jorgen.kongsro@norsvin.no

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Detemination of meat quality with non-invasive technologies in live animals (invited talk)

  • 1. Determination of meat quality with non-invasive technologies in live animals Jørgen Kongsro
  • 2.
  • 4.
  • 5. Determination of meat quality with non-invasive technologies in live animals Jørgen Kongsro
  • 6.
  • 7. Difficult to measure in vivo meat quality Correlated or confounding traits Need for accurate phenotypes of meat quality Measure meat quality earlier in production chain for animals and meat value for industry
  • 10. NIR CT Ultrasound its all about the variation n=10000
  • 11. Growth - + - Carcass Meat quality
  • 12. Correlation between traits Degree of variation Accuracy of technology prerequisite
  • 13.
  • 15. Specie Author Variables Mean (STD) RMSE (val) Pig Newcom et al. 2010 W, BF, LA Image parameters 3.76 (1.21) 1.02 Cattle Aass, et al. 2006 DIFF, BF, LD, H 1.25 (0.61) 0.46 IMF - ultrasound
  • 17. Specie Author Variables Mean (STD) RMSE (val) Lamb Clelland et al. 2014 Pr_Cfat MD, FD, MA, FA 1.48 (0.68) 0.30 Pig Kongsro & Gerlaug-Enger 2013 HU pixels (histogram) Energy levels 1.78 (0.44) 0.48 Beef Prieto et al. 2010 HU pixels (histogram) 3.23 (0.97) 2.60 (0.87) 0.57 0.54 Pork Font-i-Furnols et al. 2013 HU pixels (histogram) Energy levels 2.22 (1.14) 0.46 IMF - CT
  • 18. Magnetic resonance imaging (MRI) Courtesy of Maren Bernau Courtesy of Stephane Quellec (IRSTEA) and Mathieu Monziols (IFIP)
  • 19. Specie Author Variables Mean (STD) RMSE (val) Pig (NMR, Ville et al. 1997 NMR spect. 1.19-1.76 biopsy) (0.24-0.40) 0.54 Pig loin Monziols et al. HU pixels (carcass) 2006 whole cut 6.6 (1.9) 0.88 IMF - MRI
  • 20. Biopsy Courtesy of Tobias Revold (NMBU)
  • 21. www.knowledgescotland.org emerging technologies - NIR www.immunochemistry.com
  • 22. Narsaiah and Shyam, 2012 emerging technologies - biosensors
  • 23. emerging technologies - electronic nose
  • 24. boar taint Ampuero & Bee, 2006
  • 25. + - - SE FP FN SP + TRUE PRED SE = sensitivity SP = specificity FN = false negatives FP = false positives
  • 26. What is meat quality? Its all about variation and sampling CT and ultrasound can be used to measure body composition. With respect to meat quality, variation is required. MRI has greater potential to measure soft tissue changes like IMF, water holding capacity and saturation level in fat. Biosensors, electronic nose and NIR can open new opportunities for measuring meat quality. summary
  • 27. Thank you for your attention Jørgen Kongsro jorgen.kongsro@norsvin.no