Department of Computer Science, Baylor University, Waco, TX, 76798, USA.
Skeletal Biology Laboratory, School of Nutrition and Public Health, Oregon State University, Corvallis, OR, 97331, USA.
Sci Rep. 2024 Jun 19;14(1):14137. doi: 10.1038/s41598-024-65021-4.
Ethanol consumption is associated with positive, negative, and neutral effects on the skeletal system. Our previous work using a nonhuman primate model of voluntary ethanol consumption showed that chronic ethanol use has an impact on skeletal attributes, most notably on biochemical markers of bone turnover. However, these studies were limited by small sample sizes and resulting lack of statistical power. Here, we applied a machine learning framework to integrate data from 155 monkeys (100 ethanol and 55 controls) to identify the bone features associated with chronic ethanol use. Specifically, we analyzed the influence of ethanol consumption on biomarkers of bone turnover and cancellous and cortical bone architecture in tibia. We hypothesized that chronic ethanol use for 6 months to 2.5 years would result in measurable changes to cancellous features and the biochemical markers compared to control animals. We observed a decrease in bone turnover in monkeys exposed to ethanol; however, we did not find that ethanol consumption resulted in measurable changes in bone architecture.
乙醇摄入对骨骼系统既有积极影响,也有消极影响,还有中性影响。我们之前使用非人类灵长类动物自愿饮酒模型进行的研究表明,慢性乙醇使用会对骨骼属性产生影响,尤其是对骨转换的生化标志物产生影响。然而,这些研究受到样本量小的限制,因此缺乏统计学效力。在这里,我们应用机器学习框架整合了来自 155 只猴子的数据(100 只乙醇组和 55 只对照组),以确定与慢性乙醇使用相关的骨骼特征。具体来说,我们分析了乙醇摄入对胫骨骨转换生物标志物和松质骨及皮质骨结构的影响。我们假设,与对照组动物相比,慢性乙醇使用 6 个月至 2.5 年将导致松质骨特征和生化标志物发生可测量的变化。我们观察到暴露于乙醇的猴子的骨转换减少;然而,我们没有发现乙醇摄入导致骨结构发生可测量的变化。