Serum and Muscle Metabolomics for the Prediction of Ultimate pH, a Key Factor for Chicken-Meat Quality

J Proteome Res. 2016 Apr 1;15(4):1168-78. doi: 10.1021/acs.jproteome.5b01050. Epub 2016 Mar 18.

Abstract

Variations in muscle glycogen storage are highly correlated with variations in meat ultimate pH (pHu), a key factor for poultry meat quality. A total of two chicken lines were divergently selected on breast pHu to understand the biological basis for variations in meat quality (i.e., the pHu- and the pHu+ lines that are characterized by a 17% difference in muscle glycogen content). The effects of this selection on bird metabolism were investigated by quantifying muscle metabolites by high-resolution NMR ((1)H and (31)P) and serum metabolites by (1)H NMR. A total of 20 and 26 discriminating metabolites between the two lines were identified by orthogonal partial least-squares discriminant analysis (OPLS-DA) in the serum and muscle, respectively. There was over-representation of carbohydrate metabolites in the serum and muscle of the pHu- line, consistent with its high level of muscle glycogen. However, the pHu+ line was characterized by markers of oxidative stress and muscle catabolism, probably because of its low level of energy substrates. After OPLS-DA multiblock analysis, a metabolic set of 15 high-confidence biomarkers was identified that could be used to predict the quality of poultry meat after validation on an independent population.

Keywords: 1H NMR; 31P NMR; biomarkers; chicken; meat quality; metabolomics; ultimate pH.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Animals
  • Chickens
  • Discriminant Analysis
  • Energy Metabolism / physiology
  • Glycogen / metabolism*
  • Hydrogen-Ion Concentration
  • Magnetic Resonance Spectroscopy
  • Male
  • Meat / analysis*
  • Metabolomics*
  • Models, Statistical*
  • Muscle, Skeletal / chemistry
  • Muscle, Skeletal / metabolism*
  • Oxidative Stress
  • Species Specificity

Substances

  • Glycogen