Meta-analysis to predict the effects of temperature stress on meat quality of poultry

Abstract

Temperature stress (TS) is a significant issue in poultry production, which has implications for animal health and welfare, productivity, and industry profitability. Temperature stress, including both hot (heat stress) and cold conditions (cold stress), is associated with increased incidence of meat quality defects such as pale, soft, and exudative (PSE) and dark, firm, and dry (DFD) meat costing poultry industries millions of dollars annually. A meta-analysis was conducted to determine the effect of ambient TS on meat quality parameters of poultry. Forty-eight publications which met specific criteria for inclusion were identified through a systematic literature review. Temperature stress was defined by extracting 2 descriptors for each treatment mean from the chosen studies: (1) temperature imposed for the experimental treatments (°C) and duration of temperature exposure. Treatment duration was categorized for analysis into acute (≤24 h) or chronic (>24 h) treatments. Meat quality parameters considered were color (L*-a*-b* scheme), pH (initial and ultimate), drip loss, cooking loss, and shear force. Linear mixed model analysis, including study as a random effect, was used to determine the effect of treatment temperature and duration on meat quality. Model evaluation was conducted by performing a k-fold cross-validation to estimate test error, and via assessment of the root mean square prediction error (RMSPE), and concordance correlation coefficient (CCC). Across both acute and chronic durations, treatment temperature was found to have a significant effect on all studied meat quality parameters. As treatment temperature increased, meat demonstrated characteristics of PSE meat and, as temperature decreased, meat demonstrated characteristics of DFD meat. The interaction between treatment temperature and duration was significant for most traits, however, the relative impact of treatment duration on the studied traits was inconsistent. Acute TS had a larger effect than chronic TS on ultimate pH, and chronic stress had a more considerable impact on color traits (L* and a*). This meta-analysis quantifies the effect of ambient TS on poultry meat quality. However, quantitative effects were generally small, and therefore may or may not be of practical significance from a processing perspective.

Keywords: color; cooking loss; drip loss; pH; shear force.

Figure 1

Literature funnel (Preferred reporting items for systematic reviews and meta-analyses (PRISMA) diagram adapted from (Moher et al., 2009).

Figure 2

Predicted vs. observed and predicted vs. residual plots for the best prediction models for lightness (L*) (A and B), redness (a*) (C and D), and yellowness (b*) (E and F). Symbols that share the same shape and color are treatment means from the same study.

Figure 3

Predicted vs. observed and predicted vs. residual plots for the best prediction models for initial pH (A and B) and ultimate pH (C and D). Symbols that share the same shape and color are treatment means from the same study.

Figure 4

Predicted vs. observed and predicted vs. residual plots for the best prediction models for drip loss (%) (A and B), cooking loss (%) (C and D), and shear force (N) (E and F). Symbols that share the same shape and color are treatment means from the same study.