4.6 Article

Bayesian estimation of genetic parameters for superovulatory response traits in Japanese Black donor cows using count data models

期刊

THERIOGENOLOGY
卷 190, 期 -, 页码 38-45

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ELSEVIER SCIENCE INC
DOI: 10.1016/j.theriogenology.2022.07.005

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Bayesian count data analysis; Generalized mixed linear model; Genetic parameter estimation; Japanese black cattle; Superovulatory response trait

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Genetic parameters for two superovulatory response traits in Japanese Black donor cows were estimated using Bayesian count regression analysis. The study revealed relatively high heritabilities and repeatabilities for these traits, as well as correlations between the probability of zero counts and breeding values for superovulation response.
We estimated genetic parameters for two in vivo embryo production-related superovulatory response traits-total number of embryos and oocytes (TNE) and number of good embryos (NGE)-in Japanese Black donor cows through Bayesian count regression analysis. We used 20,257 records of superovulation treatments from 1546 Japanese Black cows, with 1102 (5.4%) zero-count records for TNE and 3533 (17.4%) for NGE. Two generalized mixed linear models (MLMs; repeatability animal models)-Poisson (POI) and zero-inflated Poisson (ZIP) regression models-were fitted to the untransformed phenotypic records. A Gaussian MLM was also fitted to untransformed phenotypic records (GAU), natural log-transformed records (LOG), and records with Anscombe's variance stabilizing transformation (ANS). The estimated heritabilities and repeatabilities of TNE were 0.30 and 0.43 by POI, 0.35 and 0.47 by ZIP, 0.27 and 0.36 by GAU, 0.21 and 0.31 by LOG, and 0.24 and 0.35 by ANS, respectively. Those of NGE were 0.29 and 0.36 by POI, 0.31 and 0.40 by ZIP, 0.18 and 0.25 by GAU, 0.19 and 0.24 by LOG, and 0.20 and 0.25 by ANS, respectively. Under the ZIP, the estimated heritabilities and repeatabilities of the probability of zero counts were 0.43 and 0.71 for TNE and 0.42 and 0.51 for NGE, respectively, and the rank correlations between estimated breeding values of the 1546 donor cows for superovulation response and those for the probability of zero count were around -0.40 for TNE and -0.50 for NGE.(c) 2022 The Authors. Published by Elsevier Inc. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).

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