de la Cuesta-Zuluaga Jacobo, Kelley Scott T, Chen Yingfeng, Escobar Juan S, Mueller Noel T, Ley Ruth E, McDonald Daniel, Huang Shi, Swafford Austin D, Knight Rob, Thackray Varykina G
Department of Microbiome Science, Max Planck Institute for Developmental Biology, Tübingen, Germany.
Department of Biology, San Diego State University, San Diego, California, USA.
mSystems. 2019 May 14;4(4). doi: 10.1128/mSystems.00261-19. eCollection 2019 Jul-Aug.
Gut microbial diversity changes throughout the human life span and is known to be associated with host sex. We investigated the association of age, sex, and gut bacterial alpha diversity in three large cohorts of adults from four geographical regions: subjects from the United States and United Kingdom in the American Gut Project (AGP) citizen-science initiative and two independent cohorts of Colombians and Chinese. In three of the four cohorts, we observed a strong positive association between age and alpha diversity in young adults that plateaued after age 40 years. We also found sex-dependent differences that were more pronounced in younger adults than in middle-aged adults, with women having higher alpha diversity than men. In contrast to the other three cohorts, no association of alpha diversity with age or sex was observed in the Chinese cohort. The association of alpha diversity with age and sex remained after adjusting for cardiometabolic parameters in the Colombian cohort and antibiotic usage in the AGP cohort. We further attempted to predict the microbiota age in individuals using a machine-learning approach for the men and women in each cohort. Consistent with our alpha-diversity-based findings, U.S. and U.K. women had a significantly higher predicted microbiota age than men, with a reduced difference being seen above age 40 years. This difference was not observed in the Colombian cohort and was observed only in middle-aged Chinese adults. Together, our results provide new insights into the influence of age and sex on the biodiversity of the human gut microbiota during adulthood while highlighting similarities and differences across diverse cohorts. Microorganisms in the human gut play a role in health and disease, and in adults higher gut biodiversity has been linked to better health. Since gut microorganisms may be pivotal in the development of microbial therapies, understanding the factors that shape gut biodiversity is of utmost interest. We performed large-scale analyses of the relationship of age and sex to gut bacterial diversity in adult cohorts from four geographic regions: the United States, the United Kingdom, Colombia, and China. In the U.S., U.K., and Colombian cohorts, bacterial biodiversity correlated positively with age in young adults but plateaued at about age 40 years, with no positive association being found in middle-aged adults. Young, but not middle-aged, adult women had higher gut bacterial diversity than men, a pattern confirmed via supervised machine learning. Interestingly, in the Chinese cohort, minimal associations were observed between gut biodiversity and age or sex. Our results highlight the patterns of adult gut biodiversity and provide a framework for future research.
肠道微生物多样性在人类生命周期中不断变化,且已知与宿主性别相关。我们在来自四个地理区域的三个大型成年人群队列中,研究了年龄、性别与肠道细菌α多样性之间的关联:美国肠道计划(AGP)公民科学倡议中的美国和英国受试者,以及两个独立的哥伦比亚人和中国人队列。在四个队列中的三个队列中,我们观察到年轻成年人中年龄与α多样性之间存在强烈的正相关,这种相关性在40岁以后趋于平稳。我们还发现了性别依赖性差异,这种差异在年轻成年人中比中年成年人中更为明显,女性的α多样性高于男性。与其他三个队列不同,在中国队列中未观察到α多样性与年龄或性别的关联。在哥伦比亚队列中调整了心脏代谢参数,在美国肠道计划队列中调整了抗生素使用情况后,α多样性与年龄和性别的关联仍然存在。我们进一步尝试使用机器学习方法预测每个队列中男性和女性的微生物群年龄。与我们基于α多样性的研究结果一致,美国和英国女性的预测微生物群年龄显著高于男性,40岁以上这种差异有所减小。在哥伦比亚队列中未观察到这种差异,仅在中年中国成年人中观察到。总之,我们的研究结果为成年期年龄和性别对人类肠道微生物群生物多样性的影响提供了新的见解,同时突出了不同队列之间的异同。人类肠道中的微生物在健康和疾病中发挥作用,在成年人中,更高的肠道生物多样性与更好的健康状况相关。由于肠道微生物可能在微生物疗法的发展中起关键作用,了解影响肠道生物多样性的因素至关重要。我们对来自四个地理区域(美国、英国、哥伦比亚和中国)的成年人群队列中年龄和性别与肠道细菌多样性的关系进行了大规模分析。在美国、英国和哥伦比亚队列中,细菌生物多样性在年轻成年人中与年龄呈正相关,但在约40岁时趋于平稳,中年成年人中未发现正相关。年轻成年女性而非中年成年女性的肠道细菌多样性高于男性,这一模式通过监督机器学习得到证实。有趣的是,在中国队列中,肠道生物多样性与年龄或性别之间的关联极小。我们的研究结果突出了成年肠道生物多样性的模式,并为未来研究提供了一个框架。