NeuroEcology Lab, Department of Psychology, UNAM, CDMX, México.
Investigadoras por México, Posdoc-CONACyT, Facultad de Psicología, Universidad Nacional Autónoma de México (UNAM), CDMX, México.
PLoS One. 2023 Jun 29;18(6):e0281385. doi: 10.1371/journal.pone.0281385. eCollection 2023.
The gut microbiota-brain axis is a complex communication network essential for host health. Any long-term disruption can affect higher cognitive functions, or it may even result in several chronic neurological diseases. The type and diversity of nutrients an individual consumes are essential for developing the gut microbiota (GM) and the brain. Hence, dietary patterns might influence networks communication of this axis, especially at the age that both systems go through maturation processes. By implementing Mutual Information and Minimum Spanning Tree (MST); we proposed a novel combination of Machine Learning and Network Theory techniques to study the effect of animal protein and lipid intake on the connectivity of GM and brain cortex activity (BCA) networks in children from 5-to 10 years old from an indigenous community in the southwest of México. Socio-ecological conditions in this nonwestern lifestyle community are very homogeneous among its inhabitants but it shows high individual heterogeneity in the consumption of animal products. Results suggest that MST, the critical backbone of information flow, diminishes under low protein and lipid intake. So, under these nonwestern regimens, deficient animal protein and lipid consumption diets may significantly affect the GM-BCA connectivity in crucial development stages. Finally, MST offers us a metric that unifies biological systems of different nature to evaluate the change in their complexity in the face of environmental pressures or disturbances. Effect of Diet on gut microbiota and brain networks connectivity.
肠道微生物群-大脑轴是一个复杂的通讯网络,对宿主健康至关重要。任何长期的破坏都可能影响更高的认知功能,甚至可能导致几种慢性神经疾病。个体所消耗的营养物质的类型和多样性对于发展肠道微生物群(GM)和大脑至关重要。因此,饮食模式可能会影响该轴的网络通讯,尤其是在这两个系统都经历成熟过程的年龄。通过实施互信息和最小生成树(MST);我们提出了一种机器学习和网络理论技术的新组合,以研究动物蛋白和脂质摄入对来自墨西哥西南部一个土著社区 5 至 10 岁儿童肠道微生物群和大脑皮层活动(BCA)网络连接的影响。在这个非西方生活方式社区中,社会生态条件在居民之间非常相似,但在动物产品的消费方面存在很高的个体异质性。结果表明,MST 是信息流的关键骨干,在低蛋白和脂质摄入下会减少。因此,在这些非西方饮食方案下,缺乏动物蛋白和脂质的饮食可能会显著影响关键发育阶段的 GM-BCA 连接。最后,MST 为我们提供了一个统一不同性质的生物系统的指标,以评估它们在面临环境压力或干扰时复杂性的变化。饮食对肠道微生物群和大脑网络连接的影响。