Leveraging Rfid Technology to Investigate the Genetic Associations Between Feeding Behavior and Leg Health in Floor-Raised Broilers

Abstract Leg disorders (LD) pose serious welfare issues in broiler chickens. The objective of this study was to investigate the suitability of using feeding behavior (FB) traits as potential leg health indicators in floor-raised broilers. The data used were recorded from 95,711 pure-line chickens of both sexes. The individual FB was monitored continuously on a feeder visit basis with a radio-frequency antenna system. The visit-log data were clustered into daily observations for different FB traits and averaged for the 1st week period after the trial started. The FB traits were daily feed intake (DFI1), number of visits (NV1), time spent at the feeder (TSF1), visiting activity interval (VAI1), number of visited feeders (NVF1), and walked distance visiting feeders (WD1). The LD traits were tibial dyschondroplasia (TD), hock-burn (HB), footpad (FP), rotated legs (RO), bowed-in (BI), and bowed-out (BO) leg structure deformities. Multi-trait linear-threshold models were fitted using Bayesian inference for estimating (co)variance components. The heritability (h2) posterior averages and standard deviations (within parentheses) ranged between 0.09 (0.01) and 0.52 (0.03) for LD traits, and between 0.09 (0.01) and 0.47 (0.02) for FB traits. Genetic correlations (rg) between FB and LD traits ranged from null to weak. TD presented negative rg with NV1 (-0.13), TSF1 (-0.14), NVF1 (-0.11), and WD1 (-0.14), indicating that some alleles involved in broiler activity are favorably associated with a potential reduction in the risk of TD-caused bone lesions. Conversely, FP presented unfavorable rg with the same traits (ranging from 0.21 to 0.32), except for TSF1 (-0.08). When compared with the remaining FB traits, DFI1 generally presented the opposite relationships with TD and FP, with positive (0.16) and negative (-0.18) genetic correlations observed for the first and the latter, respectively. Angular and rotational deformities (RO, BI, and BO) did not present significant correlations with FB traits, apart from the weak correlation found between BO and TSF1 (0.11). General activity indicators such as NV1, NVF1, and WD1 could represent earlier selection criteria to reduce TD incidence, although the potential undesired selection response for FP must be further investigated.