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肥胖和衰老对人类精子 DNA 甲基化特征的综合影响:将 BMI 纳入父系生殖系年龄预测模型。

The combined effect of obesity and aging on human sperm DNA methylation signatures: inclusion of BMI in the paternal germ line age prediction model.

机构信息

Andrology and IVF Laboratory, Division of Urology, Department of Surgery, University of Utah School of Medicine, Salt Lake City, UT, 84108, USA.

Department of Human Genetics, University of Utah School of Medicine, Salt Lake City, UT, 84108, USA.

出版信息

Sci Rep. 2020 Sep 21;10(1):15409. doi: 10.1038/s41598-020-71979-8.

Abstract

Male aging and obesity have both been shown to contribute to declines in fertility in men. Recent work in aging has shown consistent epigenetic changes to sperm as a man ages. In fact, our lab has built a tool that utilizes DNA methylation signatures from sperm to effectively predict an individual's age. Herein, we performed this preliminary cohort study to determine if increased BMI accelerates the epigenetic aging in sperm. A total of 96 participants were divided into four age groups (22-24, 30, 40-41, and > 48 years of age) and additionally parsed into two BMI sub-categories (normal and high/obese). We found no statistically significant epigenetic age acceleration. However, it is important to note that within each age category, high BMI individuals were predicted to be older on average than their actual age (~ 1.4 years), which was not observed in the normal BMI group. To further investigate this, we re-trained a model using only the present data with and without BMI as a feature. We found a modest but non-significant improvement in prediction with BMI [r = 0.8814, mean absolute error (MAE) = 3.2913] compared to prediction without BMI (r = 0.8739, MAE = 3.3567). Future studies with higher numbers of age-matched individuals are needed to definitively understand the impact of BMI on epigenetic aging in sperm.

摘要

男性衰老和肥胖都被证明会导致男性生育能力下降。最近的衰老研究表明,随着男性年龄的增长,精子的表观遗传变化是一致的。事实上,我们的实验室已经开发了一种工具,利用精子中的 DNA 甲基化特征来有效地预测个体的年龄。在此,我们进行了这项初步的队列研究,以确定 BMI 的增加是否会加速精子的表观遗传衰老。共有 96 名参与者被分为四个年龄组(22-24 岁、30 岁、40-41 岁和>48 岁),并进一步分为两个 BMI 亚组(正常和高/肥胖)。我们没有发现统计学上显著的表观遗传年龄加速。然而,值得注意的是,在每个年龄组内,高 BMI 个体的平均预测年龄比实际年龄大(约 1.4 岁),而在正常 BMI 组中则没有观察到这种情况。为了进一步研究这一点,我们使用仅包含当前数据以及包含和不包含 BMI 作为特征的数据集重新训练了一个模型。我们发现,与不包含 BMI 的预测相比,使用 BMI 作为特征的预测有适度但不显著的改善[r=0.8814,平均绝对误差(MAE)=3.2913]。未来需要进行更多数量的年龄匹配个体的研究,以明确 BMI 对精子表观遗传衰老的影响。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a6b0/7506015/446721893e3b/41598_2020_71979_Fig1_HTML.jpg

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