Predictive modeling of the early stages of semi-solid food ripening: Spatio-temporal dynamics in semi-solid casein matrices

Int J Food Microbiol. 2021 Jul 2:349:109230. doi: 10.1016/j.ijfoodmicro.2021.109230. Epub 2021 May 4.

Abstract

A mechanistic, spatio-temporal model to predict early stage semi-solid food ripening, exemplary for semi-solid casein matrices, was created using software based on the finite element method (FEM). The model was refined and validated by experimental data obtained during 8 wk of ripening of a casein matrix that was inoculated by one single central injection of starter culture. The resulting spatio-temporal distributions of lactococci strains, lactose, lactic acid/lactate and pH allowed us to optimize a number of parameters of the predictive model. Using the optimized model, the agreement between simulation and experiment was found to be satisfactory, with the pH matching best. The predictive model unveiled that effective diffusion of substrate and metabolites were crucial for an eventual homogeneous distribution of the measured substances. Hence, while using the optimized parameters from the single injection model, an injection technology for starter culture to inoculate and ferment casein matrices homogeneously was developed by means of solving another optimization problem with respect to injection positions. The casein matrix inoculated by the proposed injection pattern (21 injections, distance = 19 mm) showed sufficient homogeneity (bacterial activity and pH distribution) after the early stages of ripening, demonstrating the potential of application of the injection technology for fermentation of casein-based foods e.g. cheese.

Keywords: Cheese ripening; Model validation; Optimization; Reaction-diffusion equations; Spatio-temporal predictive modeling in food.

MeSH terms

  • Caseins / analysis*
  • Caseins / metabolism
  • Cheese / analysis
  • Cheese / microbiology
  • Fermentation
  • Food Handling / methods*
  • Food Microbiology
  • Hydrogen-Ion Concentration
  • Lactic Acid / metabolism
  • Lactococcus / metabolism
  • Lactose / metabolism
  • Models, Theoretical*

Substances

  • Caseins
  • Lactic Acid
  • Lactose