TY - JOUR
T1 - Investigating potential causal relationships among carcass and meat quality traits using structural equation model in Nellore cattle
AU - Bresolin, Tiago
AU - Passafaro, Tiago Luciano
AU - Braz, Camila Urbano
AU - Alves, Anderson Antonio Carvalho
AU - Carvalheiro, Roberto
AU - Chardulo, Luiz Artur Loyola
AU - de Magalhães Rosa, Guilherme Jordão
AU - de Albuquerque, Lucia Galvão
N1 - The authors would like to acknowledge DeltaGen , PAINT and Cia de Melhoramento breeding programs for providing the data. We also would like to acknowledge the resources supplied by the Center for Scientific Computing (NCC/GridUNESP) of the São Paulo State University (UNESP) also supported this research.
This work was supported by the São Paulo Research Foundation (FAPESP) (grants: # 2009/16118-5 , # 2016/02366-0 and # 2017/18779-5 ), National Council for Scientific and Technological Development (CNPq) , and Coordination for the Improvement of Higher Education Personnel (CAPES) – Financial Code 001 .
This work was supported by the S?o Paulo Research Foundation (FAPESP) (grants: #2009/16118-5, #2016/02366-0 and #2017/18779-5), National Council for Scientific and Technological Development (CNPq), and Coordination for the Improvement of Higher Education Personnel (CAPES) ? Financial Code 001.The authors would like to acknowledge DeltaGen, PAINT and Cia de Melhoramento breeding programs for providing the data. We also would like to acknowledge the resources supplied by the Center for Scientific Computing (NCC/GridUNESP) of the S?o Paulo State University (UNESP) also supported this research.
PY - 2022/5
Y1 - 2022/5
N2 - The objective of this study was to investigate potential causal relationships among hot carcass weight (HCW), longissimus muscle area (LMA), backfat thickness (BF), Warner-Bratzler shear force (WBSF), and marbling score (MB) traits in Nellore cattle using structural equation models (SEM). The SEM fitted comprises the following links between traits: WBSF → LMA, WBSF → HCW, HCW → LMA, BF → HCW, and BF → MB, where the arrows indicate the causal direction between traits, with structural coefficients posterior means (posterior standard deviation) equal to −0.29 cm2/kg (0.09), 0.43 kg/kg (0.29), 0.10 cm2/kg (0.006), 1.92 kg/mm (0.28), and 0.03 score-grade/mm (0.006), respectively. The final SEM revealed some important putative causal relationships among the traits studied here. The implied causal effects suggest that interventions on meat tenderness and fat content would affect overall growth and muscle deposition. Knowledge regarding potential causal relationships inferred among the traits studied here can have important implications for the genetic selection and management of Nellore cattle for improvement of carcass and meat quality.
AB - The objective of this study was to investigate potential causal relationships among hot carcass weight (HCW), longissimus muscle area (LMA), backfat thickness (BF), Warner-Bratzler shear force (WBSF), and marbling score (MB) traits in Nellore cattle using structural equation models (SEM). The SEM fitted comprises the following links between traits: WBSF → LMA, WBSF → HCW, HCW → LMA, BF → HCW, and BF → MB, where the arrows indicate the causal direction between traits, with structural coefficients posterior means (posterior standard deviation) equal to −0.29 cm2/kg (0.09), 0.43 kg/kg (0.29), 0.10 cm2/kg (0.006), 1.92 kg/mm (0.28), and 0.03 score-grade/mm (0.006), respectively. The final SEM revealed some important putative causal relationships among the traits studied here. The implied causal effects suggest that interventions on meat tenderness and fat content would affect overall growth and muscle deposition. Knowledge regarding potential causal relationships inferred among the traits studied here can have important implications for the genetic selection and management of Nellore cattle for improvement of carcass and meat quality.
KW - Beef cattle
KW - Causal effect
KW - Inductive causation
KW - Structural coefficients
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U2 - 10.1016/j.meatsci.2022.108771
DO - 10.1016/j.meatsci.2022.108771
M3 - Article
C2 - 35220196
AN - SCOPUS:85125460401
SN - 0309-1740
VL - 187
JO - Meat Science
JF - Meat Science
M1 - 108771
ER -