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不同生存和阈值模型的比较及其在杂交系仔猪断奶前生存中的应用。

A comparison between different survival and threshold models with an application to piglet preweaning survival in a dry-cured ham-producing crossbred line.

机构信息

Department of Animal Science, University of Padova, Viale dell'Università 16, 35020 Legnaro, PD, Italy.

出版信息

J Anim Sci. 2010 Jun;88(6):1990-8. doi: 10.2527/jas.2009-2460. Epub 2010 Feb 26.

DOI:10.2527/jas.2009-2460
PMID:20190176
Abstract

Different approaches for predicting genetic merit of piglet preweaning survival were compared using proportional hazard, threshold (TM), and sequential threshold (STM) models. Data were from 13,924 crossbred piglets (1,347 litters), born from 2000 to 2006, and originated by mating 189 Large White C21 Gorzagri boars to 328 Large White-derived crossbred sows. A frailty proportional hazard model was fitted assuming 2 different baseline hazard functions (Cox and Weibull time-dependent model) and including sire and nursed litter as random effects. The TM and STM included the same effects as considered in the proportional hazard model. Model fitting was evaluated in terms of goodness of fit and predictive ability. The goodness-of-fit was evaluated using the local weighted regression and the mean squared error, whereas the predictive ability was assessed by using a cross-validation procedure. Estimated sire variances for piglet preweaning mortality were low, and heritability ranged from 0.04 to 0.06. All 4 models led to similar ranking of sires. Results suggest that STM may be preferred to the other models for genetic evaluation of piglet preweaning survival, both for its better predictive ability and its easier interpretation. Further, STM is computationally less demanding than survival models and allows for estimating different variance components from birth up to weaning.

摘要

使用比例风险、门限(TM)和序贯门限(STM)模型比较了预测仔猪断奶前存活率遗传优势的不同方法。数据来自于 2000 年至 2006 年间出生的 13924 头杂交仔猪(1347 窝),由 189 头大白 C21 公猪与 328 头大白衍生杂交母猪交配产生。假设存在 2 种不同的基线风险函数(Cox 和 Weibull 时变模型),并包含公猪和哺乳窝作为随机效应,拟合了易逝比例风险模型。TM 和 STM 包含了与比例风险模型相同的效果。根据拟合优度和预测能力来评估模型拟合情况。使用局部加权回归和均方误差评估拟合优度,使用交叉验证程序评估预测能力。仔猪断奶前死亡率的估计公猪方差较低,遗传力范围在 0.04 到 0.06 之间。所有 4 种模型都导致了类似的公猪排名。结果表明,STM 可能优于其他模型,用于仔猪断奶前存活率的遗传评估,因为它具有更好的预测能力和更容易解释。此外,STM 在计算上比生存模型要求更低,并允许从出生到断奶估计不同的方差分量。

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