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使用年龄、体重、睾丸形态测量和驴的综合生物特征指标对精子质量参数进行贝叶斯线性回归建模

Bayesian Linear Regression Modelling for Sperm Quality Parameters Using Age, Body Weight, Testicular Morphometry, and Combined Biometric Indices in Donkeys.

作者信息

Martins-Bessa Ana, Quaresma Miguel, Leiva Belén, Calado Ana, Navas González Francisco Javier

机构信息

Department of Veterinary Sciences, School of Agrarian and Veterinary Sciences, University of Trás-os-Montes and Alto Douro, 5000-801 Vila Real, Portugal.

CECAV, Animal and Veterinary Research Center, University of Trás-os-Montes and Alto Douro, 5000-801 Vila Real, Portugal.

出版信息

Animals (Basel). 2021 Jan 13;11(1):176. doi: 10.3390/ani11010176.

Abstract

The aim of the present study is to define and compare the predictive power of two different Bayesian models for donkey sperm quality after the evaluation of linear and combined testicular biometry indices and their relationship with age and body weight (BW). Testicular morphometry was ultrasonographically obtained from 23 donkeys (six juveniles and 17 adults), while 40 ejaculates from eight mature donkeys were analyzed for sperm output and quality assessment. Bayesian linear regression analyses were considered to build two statistical models using gel-free volume, concentration, total sperm number, motility, total motile sperm, and morphology as dependent variables. Predictive model 1 comprised the covariate of age and the independent factors testicular measurements (length, height and width), while model 2 included the covariate of age and the factors of BW, testicular volume, and gonadosomatic ratio. Although goodness-of-fit was similar, the combination of predictors in model 1 evidenced higher likelihood to predict gel-free volume (mL), concentration (×10/mL), and motility (%). Alternatively, the combination of predictors in model 2 evidenced higher predictive power for total sperm number (×10), morphologically normal spermatozoa (%), and total motile sperm count (×10). The application of the present models may be useful to gather relevant information that could be used hereafter for assisted reproductive technologies.

摘要

本研究的目的是在评估线性和综合睾丸生物测量指标及其与年龄和体重(BW)的关系后,定义并比较两种不同贝叶斯模型对驴精子质量的预测能力。通过超声检查从23头驴(6头幼年驴和17头成年驴)获取睾丸形态测量数据,同时对8头成年驴的40份精液进行精子产量和质量评估。采用贝叶斯线性回归分析,以无凝胶体积、浓度、精子总数、活力、总活动精子数和形态作为因变量构建两个统计模型。预测模型1包括年龄协变量和睾丸测量的独立因素(长度、高度和宽度),而模型2包括年龄协变量以及BW、睾丸体积和性腺体比等因素。尽管拟合优度相似,但模型1中的预测变量组合在预测无凝胶体积(mL)、浓度(×10/mL)和活力(%)方面具有更高的可能性。另外,模型2中的预测变量组合在预测精子总数(×10)、形态正常精子百分比(%)和总活动精子计数(×10)方面具有更高的预测能力。本模型的应用可能有助于收集相关信息,这些信息此后可用于辅助生殖技术。

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