Katherine Daiy, Kyle Wiley, Jacob Allen, Michael T Bailey, Amanda M Dettmer
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The fecal microbiome was quantified from rectal swabs via 16S rRNA sequencing. Factor analysis was used to identify \"co-abundance factors\" describing patterns of microbial composition. We used multiple linear regressions with AIC Model Selection and differential abundance analysis (<i>MaAsLin2</i>) to evaluate relationships between co-abundance factors, microbiome diversity, and neuro-/cognitive development outcomes. At 30 days of age, a gut microbiome co-abundance factor, or pattern, with high <i>Prevotella</i> and <i>Lactobacillus</i> (<i>β</i> = -0.88, <i>p</i> = 0.04, AIC Weight = 68%) and gut microbiome alpha diversity as measured by Shannon diversity (<i>β</i> = -1.33, <i>p</i> = 0.02, AIC Weight = 80%) were both negatively associated with infant emotional responsivity. At 30 days of age, being NR was also associated with lower emotional responsivity (Factor 1 model: <i>β</i> = -3.13, <i>p</i> < 0.01; Shannon diversity model: <i>β</i> = -3.77, <i>p</i> < 0.01). The infant gut microbiome, along with early-rearing environments, may shape domains of neuro-/cognitive development related to temperament.</p>","PeriodicalId":49167,"journal":{"name":"Journal of Developmental Origins of Health and Disease","volume":"16 ","pages":"e1"},"PeriodicalIF":1.8000,"publicationDate":"2025-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11731890/pdf/","citationCount":"0","resultStr":"{\"title\":\"Associations among rearing environment and the infant gut microbiome with early-life neurodevelopment and cognitive development in a nonhuman primate model (<i>Macaca mulatta</i>).\",\"authors\":\"Katherine Daiy, Kyle Wiley, Jacob Allen, Michael T Bailey, Amanda M Dettmer\",\"doi\":\"10.1017/S2040174424000400\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Early gut microbiome development may impact brain and behavioral development. Using a nonhuman primate model (<i>Macaca mulatta</i>), we investigated the association between social environments and the gut microbiome on infant neurodevelopment and cognitive function. Infant rhesus monkeys (<i>n</i> = 33) were either mother-peer-reared (MPR) or nursery-reared (NR). Neurodevelopmental outcomes, namely emotional responsivity, visual orientation, and motor maturity, were assessed with the Primate Neonatal Neurobehavioral Assessment (PNNA) at 14-30 days. Cognitive development was assessed through tasks evaluating infant reward association, cognitive flexibility, and impulsivity at 6-8 months. The fecal microbiome was quantified from rectal swabs via 16S rRNA sequencing. Factor analysis was used to identify \\\"co-abundance factors\\\" describing patterns of microbial composition. We used multiple linear regressions with AIC Model Selection and differential abundance analysis (<i>MaAsLin2</i>) to evaluate relationships between co-abundance factors, microbiome diversity, and neuro-/cognitive development outcomes. At 30 days of age, a gut microbiome co-abundance factor, or pattern, with high <i>Prevotella</i> and <i>Lactobacillus</i> (<i>β</i> = -0.88, <i>p</i> = 0.04, AIC Weight = 68%) and gut microbiome alpha diversity as measured by Shannon diversity (<i>β</i> = -1.33, <i>p</i> = 0.02, AIC Weight = 80%) were both negatively associated with infant emotional responsivity. At 30 days of age, being NR was also associated with lower emotional responsivity (Factor 1 model: <i>β</i> = -3.13, <i>p</i> < 0.01; Shannon diversity model: <i>β</i> = -3.77, <i>p</i> < 0.01). The infant gut microbiome, along with early-rearing environments, may shape domains of neuro-/cognitive development related to temperament.</p>\",\"PeriodicalId\":49167,\"journal\":{\"name\":\"Journal of Developmental Origins of Health and Disease\",\"volume\":\"16 \",\"pages\":\"e1\"},\"PeriodicalIF\":1.8000,\"publicationDate\":\"2025-01-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11731890/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Developmental Origins of Health and Disease\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1017/S2040174424000400\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Developmental Origins of Health and Disease","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1017/S2040174424000400","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH","Score":null,"Total":0}
引用次数: 0
摘要
早期肠道微生物群的发育可能会影响大脑和行为的发育。利用非人灵长类动物模型(猕猴),我们研究了社会环境和肠道微生物组对婴儿神经发育和认知功能的影响。幼恒河猴(n = 33)分为母辈饲养(MPR)和幼崽饲养(NR)。神经发育结果,即情绪反应,视觉取向和运动成熟度,在14-30天用灵长类新生儿神经行为评估(PNNA)进行评估。在6-8个月时,通过评估婴儿奖励关联、认知灵活性和冲动性的任务来评估认知发展。通过16S rRNA测序对直肠拭子粪便微生物组进行定量。因子分析用于确定描述微生物组成模式的“共丰度因子”。我们使用多元线性回归与AIC模型选择和差异丰度分析(MaAsLin2)来评估共同丰度因素,微生物组多样性和神经/认知发展结果之间的关系。30日龄时,肠道菌群共丰度因子(β = -0.88, p = 0.04, AIC Weight = 68%)和Shannon多样性测量的肠道菌群α多样性(β = -1.33, p = 0.02, AIC Weight = 80%)与婴儿情绪反应均呈负相关。在30日龄时,NR也与较低的情绪反应性相关(因子1模型:β = -3.13, p < 0.01;Shannon多样性模型:β = -3.77, p < 0.01)。婴儿肠道微生物群,以及早期的养育环境,可能会塑造与气质相关的神经/认知发展领域。
Associations among rearing environment and the infant gut microbiome with early-life neurodevelopment and cognitive development in a nonhuman primate model (Macaca mulatta).
Early gut microbiome development may impact brain and behavioral development. Using a nonhuman primate model (Macaca mulatta), we investigated the association between social environments and the gut microbiome on infant neurodevelopment and cognitive function. Infant rhesus monkeys (n = 33) were either mother-peer-reared (MPR) or nursery-reared (NR). Neurodevelopmental outcomes, namely emotional responsivity, visual orientation, and motor maturity, were assessed with the Primate Neonatal Neurobehavioral Assessment (PNNA) at 14-30 days. Cognitive development was assessed through tasks evaluating infant reward association, cognitive flexibility, and impulsivity at 6-8 months. The fecal microbiome was quantified from rectal swabs via 16S rRNA sequencing. Factor analysis was used to identify "co-abundance factors" describing patterns of microbial composition. We used multiple linear regressions with AIC Model Selection and differential abundance analysis (MaAsLin2) to evaluate relationships between co-abundance factors, microbiome diversity, and neuro-/cognitive development outcomes. At 30 days of age, a gut microbiome co-abundance factor, or pattern, with high Prevotella and Lactobacillus (β = -0.88, p = 0.04, AIC Weight = 68%) and gut microbiome alpha diversity as measured by Shannon diversity (β = -1.33, p = 0.02, AIC Weight = 80%) were both negatively associated with infant emotional responsivity. At 30 days of age, being NR was also associated with lower emotional responsivity (Factor 1 model: β = -3.13, p < 0.01; Shannon diversity model: β = -3.77, p < 0.01). The infant gut microbiome, along with early-rearing environments, may shape domains of neuro-/cognitive development related to temperament.
期刊介绍:
JDOHaD publishes leading research in the field of Developmental Origins of Health and Disease (DOHaD). The Journal focuses on the environment during early pre-natal and post-natal animal and human development, interactions between environmental and genetic factors, including environmental toxicants, and their influence on health and disease risk throughout the lifespan. JDOHaD publishes work on developmental programming, fetal and neonatal biology and physiology, early life nutrition, especially during the first 1,000 days of life, human ecology and evolution and Gene-Environment Interactions.
JDOHaD also accepts manuscripts that address the social determinants or education of health and disease risk as they relate to the early life period, as well as the economic and health care costs of a poor start to life. Accordingly, JDOHaD is multi-disciplinary, with contributions from basic scientists working in the fields of physiology, biochemistry and nutrition, endocrinology and metabolism, developmental biology, molecular biology/ epigenetics, human biology/ anthropology, and evolutionary developmental biology. Moreover clinicians, nutritionists, epidemiologists, social scientists, economists, public health specialists and policy makers are very welcome to submit manuscripts.
The journal includes original research articles, short communications and reviews, and has regular themed issues, with guest editors; it is also a platform for conference/workshop reports, and for opinion, comment and interaction.