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近交系和回交系小鼠母性行为模式的隐马尔可夫模型分析。

Hidden Markov model analysis of maternal behavior patterns in inbred and reciprocal hybrid mice.

机构信息

Mouse Biology Unit, European Molecular Biology Laboratory, Monterotondo, Italy.

出版信息

PLoS One. 2011 Mar 8;6(3):e14753. doi: 10.1371/journal.pone.0014753.

Abstract

Individual variation in maternal care in mammals shows a significant heritable component, with the maternal behavior of daughters resembling that of their mothers. In laboratory mice, genetically distinct inbred strains show stable differences in maternal care during the first postnatal week. Moreover, cross fostering and reciprocal breeding studies demonstrate that differences in maternal care between inbred strains persist in the absence of genetic differences, demonstrating a non-genetic or epigenetic contribution to maternal behavior. In this study we applied a mathematical tool, called hidden Markov model (HMM), to analyze the behavior of female mice in the presence of their young. The frequency of several maternal behaviors in mice has been previously described, including nursing/grooming pups and tending to the nest. However, the ordering, clustering, and transitions between these behaviors have not been systematically described and thus a global description of maternal behavior is lacking. Here we used HMM to describe maternal behavior patterns in two genetically distinct mouse strains, C57BL/6 and BALB/c, and their genetically identical reciprocal hybrid female offspring. HMM analysis is a powerful tool to identify patterns of events that cluster in time and to determine transitions between these clusters, or hidden states. For the HMM analysis we defined seven states: arched-backed nursing, blanket nursing, licking/grooming pups, grooming, activity, eating, and sleeping. By quantifying the frequency, duration, composition, and transition probabilities of these states we were able to describe the pattern of maternal behavior in mouse and identify aspects of these patterns that are under genetic and nongenetic inheritance. Differences in these patterns observed in the experimental groups (inbred and hybrid females) were detected only after the application of HMM analysis whereas classical statistical methods and analyses were not able to highlight them.

摘要

哺乳动物的母性行为存在显著的遗传成分,其女儿的母性行为与母亲相似。在实验室小鼠中,具有不同遗传背景的近交系在产后第一周的母性行为上表现出稳定的差异。此外,交叉寄养和互交繁殖研究表明,即使不存在遗传差异,近交系之间的母性行为差异仍然存在,这表明母性行为存在非遗传或表观遗传贡献。在这项研究中,我们应用了一种称为隐马尔可夫模型(HMM)的数学工具来分析雌性小鼠在其幼崽存在时的行为。先前已经描述了小鼠的几种母性行为的频率,包括哺乳/梳理幼崽和照料巢穴。然而,这些行为之间的顺序、聚类和转换尚未得到系统描述,因此缺乏对母性行为的全面描述。在这里,我们使用 HMM 来描述两种具有不同遗传背景的小鼠品系(C57BL/6 和 BALB/c)及其遗传上相同的互交杂种雌性后代的母性行为模式。HMM 分析是一种强大的工具,可以识别聚类时间的事件模式,并确定这些聚类或隐藏状态之间的转换。对于 HMM 分析,我们定义了七个状态:拱形哺乳、毯子哺乳、舔舐/梳理幼崽、梳理、活动、进食和睡眠。通过量化这些状态的频率、持续时间、组成和转换概率,我们能够描述小鼠的母性行为模式,并确定这些模式在遗传和非遗传遗传方面的方面。只有在应用 HMM 分析后,才能检测到实验组(近交系和杂种雌性)中观察到的这些模式的差异,而经典的统计方法和分析无法突出这些差异。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7b7f/3050935/50a1dac0ae56/pone.0014753.g001.jpg

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