Response Surface Models for Effects of Previous Sodium Chloride and Temperature on Growth Kinetics of Salmonella Typhimurium on Cooked Chicken Breast Thomas P. Oscar USDA, ARS Microbial Food Safety Research Unit Princess Anne, MD
Previous Growth Conditions b Broth Culture Previous pH (5.5 to 8.5)Previous pH (5.5 to 8.5) b Cooked Chicken Breast Burgers Previous temperature (16 to 34°C)Previous temperature (16 to 34°C)
Model Development b Full 3 x 9 Factorial 0.5, 2.5, 4.5% NaCl0.5, 2.5, 4.5% NaCl 10, 12, 14, 16, 20, 24, 28, 34, 40 o C10, 12, 14, 16, 20, 24, 28, 34, 40 o C b 55 Growth Curves
Stage 1: Pre-incubation b Brain Heart Infusion Broth, pH to 4.5% NaCl0.5 to 4.5% NaCl b Salmonella Typhimurium ATCC o C for 23 h34 o C for 23 h
Stage 2: Incubation b Cooked Chicken Breast Burgers 10 to 40 o C10 to 40 o C b Salmonella Typhimurium 100,000 CFU per burger100,000 CFU per burger
Growth Curve Fit
Data Set
Lag Time Model
Lag Time Data
Growth Rate Model
Growth Rate Data
Model Validation b Full 2 x 8 Factorial 1.5, 3.5% NaCl1.5, 3.5% NaCl 11, 13, 15, 18, 22, 26, 31, 37°C11, 13, 15, 18, 22, 26, 31, 37°C b 16 Growth Curves
Validation Terms b Relative Error Predicted - Observed/ObservedPredicted - Observed/Observed b Mean Absolute Relative Error (MARE) Prediction AccuracyPrediction Accuracy b Median Relative Error (MRE) Prediction BiasPrediction Bias
Validation Results
RE of Lag Time
RE of Growth Rate
In-House Comparison
Poultry Food Assess Risk Model (Poultry FARM)
Conclusions b The models provide reliable predictions within the matrix of factors modeled. b Previous NaCl (0.5 to 4.5%) is not a major factor affecting growth of S. typhimurium.