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Daiy K, Wiley K, Allen J, Bailey MT, Dettmer AM. Associations among rearing environment and the infant gut microbiome with early-life neurodevelopment and cognitive development in a nonhuman primate model ( Macaca mulatta). J Dev Orig Health Dis 2025; 16:e1. [PMID: 39781670 PMCID: PMC11731890 DOI: 10.1017/s2040174424000400] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2025]
Abstract
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.
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Affiliation(s)
- Katherine Daiy
- Department of Anthropology, Yale University, New Haven, CT, USA
| | - Kyle Wiley
- Department of Sociology and Anthropology, University of Texas at El Paso, El Paso, TX, USA
| | - Jacob Allen
- Department of Kinesiology and Community Health, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Michael T Bailey
- The Research Institute at Nationwide Children's Hospital, Center for Microbial Pathogenesis, Columbus, OH, USA
- Department of Pediatrics, The Ohio State University College of Medicine, Columbus, OH, USA
| | - Amanda M Dettmer
- Yale School of Medicine, Yale Child Study Center, New Haven, CT, USA
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2
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Long J, Chen J, Huang H, Liang J, Pang L, Yang K, Wei H, Liao Q, Gu J, Zeng X, Huang D, Qiu X. The associations between gut microbiota and fecal metabolites with intelligence quotient in preschoolers. BMC Microbiol 2024; 24:431. [PMID: 39455934 PMCID: PMC11515365 DOI: 10.1186/s12866-024-03579-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Accepted: 10/10/2024] [Indexed: 10/28/2024] Open
Abstract
BACKGROUND The awareness of the association between the gut microbiota and human intelligence levels is increasing, but the findings are inconsistent. Furthermore, few research have explored the potential role of gut microbial metabolites in this association. This study aimed to investigate the associations of the gut microbiota and fecal metabolome with intelligence quotient (IQ) in preschoolers. METHODS The 16 S rRNA sequencing and widely targeted metabolomics were applied to analyze the gut microbiota and fecal metabolites of 150 children aged 3-6 years. The Wechsler Preschool and Primary Scale of Intelligence, Fourth Edition (WPPSI-IV) was used to assess the cognitive competence. RESULTS The observed species index, gut microbiome health index, and microbial dysbiosis index presented significant differences between children with full-scale IQ (FSIQ) below the borderline (G1) and those with average or above-average (all P < 0.05). The abundance of Acinetobacter, Blautia, Faecalibacterium, Prevotella_9, Subdoligranulum, Collinsella, Dialister, Holdemanella, and Methanobrevibacter was significantly associated with preschooler's WPPSI-IV scores (P < 0.05). In all, 87 differential metabolites were identified, mainly including amino acid and its metabolites, fatty acyl, and benzene and substituted derivatives. The differential fecal metabolites carnitine C20:1-OH, 4-hydroxydebrisoquine, pantothenol, creatine, N,N-bis(2-hydroxyethyl) dodecanamide, FFA(20:5), zerumbone, (R)-(-)-2-phenylpropionic acid, M-toluene acetic acid, trans-cinnamaldehyde, isonicotinic acid, val-arg, traumatin, and 3-methyl-4-hydroxybenzaldehyde were significantly associated with the preschooler's WPPSI-IV scores (P < 0.05). The combination of Acinetobacter, Isonicotinic acid, and 3-methyl-4-hydroxybenzaldehydenine may demonstrate increased discriminatory power for preschoolers in G1. CONCLUSION This study reveals a potential association between gut microbiome and metabolites with IQ in preschoolers, providing new directions for future research and practical applications. However, due to limitations such as the small sample size, unclear causality, and the complexity of metabolites, more validation studies are still needed to further elucidate the mechanisms and stability of these associations.
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Affiliation(s)
- Jinghua Long
- Department of Prevention and Healthcare, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Jiehua Chen
- Department of Microbiology, School of Preclinical Medicine, Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Huishen Huang
- Department of Epidemiology and Health Statistics, School of Public Health, Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Jun Liang
- Department of Epidemiology and Health Statistics, School of Public Health, Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Lixiang Pang
- Department of Sanitary Chemistry, School of Public Health, Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Kaiqi Yang
- Department of Sanitary Chemistry, School of Public Health, Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Huanni Wei
- Liuzhou People's Hospital Affiliated to Guangxi Medical University, Liuzhou, Guangxi, 545006, China
| | - Qian Liao
- Department of Epidemiology and Health Statistics, School of Public Health, Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Junwang Gu
- Department of Epidemiology and Health Statistics, School of Public Health, Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Xiaoyun Zeng
- Department of Epidemiology and Health Statistics, School of Public Health, Guangxi Medical University, Nanning, Guangxi, 530021, China
| | - Dongping Huang
- Department of Sanitary Chemistry, School of Public Health, Guangxi Medical University, Nanning, Guangxi, 530021, China.
| | - Xiaoqiang Qiu
- Department of Epidemiology and Health Statistics, School of Public Health, Guangxi Medical University, Nanning, Guangxi, 530021, China.
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Gurung M, Mulakala BK, Schlegel BT, Rajasundaram D, Shankar K, Bode L, Ruebel ML, Sims C, Martinez A, Andres A, Yeruva L. Maternal immune cell gene expression associates with maternal gut microbiome, milk composition and infant gut microbiome. Clin Nutr ESPEN 2024; 63:903-918. [PMID: 39209027 DOI: 10.1016/j.clnesp.2024.08.027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2024] [Revised: 08/06/2024] [Accepted: 08/23/2024] [Indexed: 09/04/2024]
Abstract
BACKGROUND Pre-pregnancy overweight and obesity promote deleterious health impacts on both mothers during pregnancy and the offspring. Significant changes in the maternal peripheral blood mononuclear cells (PBMCs) gene expression due to obesity are well-known. However, the impact of pre-pregnancy overweight on immune cell gene expression during pregnancy and its association with maternal and infant outcomes is not well explored. METHODS Blood samples were collected from healthy normal weight (NW, pre-pregnancy BMI 18.5-24.9) or overweight (OW, pre-pregnancy BMI 25-29.9) 2nd parity pregnant women at 12, 24 and 36 weeks of pregnancy. PBMCs were isolated from the blood and subjected to mRNA sequencing. Maternal and infant microbiota were analyzed by 16S rRNA gene sequencing. Integrative multi-omics data analysis was performed to evaluate the association of gene expression with maternal diet, gut microbiota, milk composition, and infant gut microbiota. RESULTS Gene expression analysis revealed that 453 genes were differentially expressed in the OW women compared to NW women at 12 weeks of pregnancy, out of which 354 were upregulated and 99 were downregulated. Several up-regulated genes in the OW group were enriched in inflammatory, chemokine-mediated signaling and regulation of interleukin-8 production-related pathways. At 36 weeks of pregnancy healthy eating index score was positively associated with several genes that include, DTD1, ELOC, GALNT8, ITGA6-AS1, KRT17P2, NPW, POT1-AS1 and RPL26. In addition, at 36 weeks of pregnancy, genes involved in adipocyte functions, such as NG2 and SMTNL1, were negatively correlated to human milk 2'FL and total fucosylated oligosaccharides content collected at 1 month postnatally. Furthermore, infant Akkermansia was positively associated with maternal PBMC anti-inflammatory genes that include CPS1 and RAB7B, at 12 and 36 weeks of pregnancy. CONCLUSIONS These findings suggest that prepregnancy overweight impacts the immune cell gene expression profile, particularly at 12 weeks of pregnancy. Furthermore, deciphering the complex association of PBMC's gene expression levels with maternal gut microbiome and milk composition and infant gut microbiome may aid in developing strategies to mitigate obesity-mediated effects.
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Affiliation(s)
- Manoj Gurung
- Microbiome and Metabolism Research Unit (MMRU), Southeast Area, USDA-ARS, Arkansas Children's Nutrition Center, Little Rock, AR, USA
| | - Bharath Kumar Mulakala
- Microbiome and Metabolism Research Unit (MMRU), Southeast Area, USDA-ARS, Arkansas Children's Nutrition Center, Little Rock, AR, USA; Texas A & M, IHA, College Station, TX, USA
| | - Brent Thomas Schlegel
- University of Pittsburgh Medical Center (UPMC), Children's Hospital of Pittsburgh, PA, USA
| | - Dhivyaa Rajasundaram
- University of Pittsburgh Medical Center (UPMC), Children's Hospital of Pittsburgh, PA, USA
| | - Kartik Shankar
- Department of Pediatrics, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Lars Bode
- Larsson-Rosenquist Foundation Mother-Milk-Infant Center of Research Excellence, University of California San Diego, La Jolla, CA, USA; Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Meghan L Ruebel
- Microbiome and Metabolism Research Unit (MMRU), Southeast Area, USDA-ARS, Arkansas Children's Nutrition Center, Little Rock, AR, USA
| | - Clark Sims
- Department of Pediatrics, University of Arkansas of Medical Sciences, Little Rock, AR, USA
| | - Audrey Martinez
- Department of Pediatrics, University of Arkansas of Medical Sciences, Little Rock, AR, USA
| | - Aline Andres
- Department of Pediatrics, University of Arkansas of Medical Sciences, Little Rock, AR, USA
| | - Laxmi Yeruva
- Microbiome and Metabolism Research Unit (MMRU), Southeast Area, USDA-ARS, Arkansas Children's Nutrition Center, Little Rock, AR, USA.
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Willemsen Y, Ou Y, Belzer C, Arias Vásquez A, Smidt H, Beijers R, de Weerth C. A longitudinal study of the gut microbiota during the first three years of life: Links with problem behavior and executive functions at preschool age. Dev Psychopathol 2024; 36:2032-2048. [PMID: 37994488 DOI: 10.1017/s0954579423001402] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2023]
Abstract
Early life is a sensitive period when microbiota-gut-brain interactions may have important impact on development. This study investigated the associations of the gut microbiota in the first three years of life (two, six, and 12 weeks, and one and three years) with problem behavior and executive functions in N = 64 three-year-old children. Higher relative abundance of Streptococcus at the age of two weeks, as well as its trajectory over time (including ages two, six and 12 weeks, and one and three years), was related to worse executive functions. Higher relative abundance of [Ruminococcus] torques group at the age of three years, as well as its trajectory from one to three years, was associated with less internalizing behavior. Besides, several robust age-specific associations were identified: higher Bifidobacterium relative abundance (age three years) was associated with more internalizing and externalizing issues; higher Blautia relative abundance (age three years) was linked to less internalizing behavior; and increased relative abundance of an unidentified Enterobacteriaceae genus (age two weeks) was related to more externalizing behavior. Our findings provide important longitudinal evidence that early-life gut microbiota may be linked to behavioral and cognitive development in low-risk children.
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Affiliation(s)
- Yvonne Willemsen
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Yangwenshan Ou
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Center, Nijmegen, The Netherlands
- Laboratory of Microbiology, Wageningen University & Research, Wageningen, The Netherlands
| | - Clara Belzer
- Laboratory of Microbiology, Wageningen University & Research, Wageningen, The Netherlands
| | - Alejandro Arias Vásquez
- Department of Psychiatry and Human Genetics, Donders Center for Medical Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Hauke Smidt
- Laboratory of Microbiology, Wageningen University & Research, Wageningen, The Netherlands
| | - Roseriet Beijers
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Center, Nijmegen, The Netherlands
- Behavioral Science Institute, Radboud University, Nijmegen, The Netherlands
| | - Carolina de Weerth
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Center, Nijmegen, The Netherlands
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Castells-Nobau A, Mayneris-Perxachs J, Fernández-Real JM. Unlocking the mind-gut connection: Impact of human microbiome on cognition. Cell Host Microbe 2024; 32:1248-1263. [PMID: 39146797 DOI: 10.1016/j.chom.2024.07.019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Revised: 07/15/2024] [Accepted: 07/19/2024] [Indexed: 08/17/2024]
Abstract
This perspective explores the current understanding of the gut microbiota's impact on cognitive function in apparently healthy humans and in individuals with metabolic disease. We discuss how alterations in gut microbiota can influence cognitive processes, focusing not only on bacterial composition but also on often overlooked components of the gut microbiota, such as bacteriophages and eukaryotes, as well as microbial functionality. We examine the mechanisms through which gut microbes might communicate with the central nervous system, highlighting the complexity of these interactions. We provide a comprehensive overview of the emerging field of microbiota-gut-brain interactions and its significance for cognitive health. Additionally, we summarize novel therapeutic strategies designed to promote cognitive resilience and reduce the risk of cognitive disorders, focusing on interventions that target the gut microbiota. An in-depth understanding of the microbiome-brain axis is imperative for developing innovative treatments aimed at improving cognitive health.
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Affiliation(s)
- Anna Castells-Nobau
- Department of Diabetes, Endocrinology and Nutrition, Dr. Josep Trueta Hospital, Girona, Spain; Nutrition, Eumetabolism and Health Group, Girona Biomedical Research Institute (IDIBGI-CERCA), Girona, Spain; CIBER Centro de Investigación Biomédica en Red de Fisiopatología de la Obesidad y Nutrición (CIBERobn), Madrid, Spain; Integrative Systems Medicine and Biology Group, Girona Biomedical Research Institute (IDIBGI-CERCA), Girona, Spain
| | - Jordi Mayneris-Perxachs
- Department of Diabetes, Endocrinology and Nutrition, Dr. Josep Trueta Hospital, Girona, Spain; CIBER Centro de Investigación Biomédica en Red de Fisiopatología de la Obesidad y Nutrición (CIBERobn), Madrid, Spain; Integrative Systems Medicine and Biology Group, Girona Biomedical Research Institute (IDIBGI-CERCA), Girona, Spain
| | - José Manuel Fernández-Real
- Department of Diabetes, Endocrinology and Nutrition, Dr. Josep Trueta Hospital, Girona, Spain; Nutrition, Eumetabolism and Health Group, Girona Biomedical Research Institute (IDIBGI-CERCA), Girona, Spain; CIBER Centro de Investigación Biomédica en Red de Fisiopatología de la Obesidad y Nutrición (CIBERobn), Madrid, Spain; Department of Medical Sciences, School of Medicine, University of Girona, Girona, Spain.
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Guo T, Zeng Z, Lin L. Exploration of the impact of dysbiosis in the gut microbiota on microbial composition in children's neurodevelopment. Int J Neurosci 2024:1-7. [PMID: 38606533 DOI: 10.1080/00207454.2024.2341924] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2024] [Accepted: 04/07/2024] [Indexed: 04/13/2024]
Abstract
OBJECTIVE To investigate the impact of gut microbiota dysbiosis on neurodevelopment in children. METHODS This study included 338 children aged 0-3 years admitted to our hospital from January to December 2022, The children were divided into a normal neurodevelopment group (169 cases) and a poor neurodevelopment group (169 cases). Basic personal information and clinical data were collected through a detailed questionnaire, and the microbial composition in fecal samples was analyzed using 16S rRNA gene sequencing. RESULTS Children in the poor neurodevelopment group showed a significant decrease in gut microbiota diversity compared to those in the normal neurodevelopment group (Shannon index, p < 0.05). The abundance of Bifidobacterium and Veillonella genera significantly decreased (p < 0.05), while the abundance of Streptococcus genus increased significantly (p < 0.05). CONCLUSION There is an association between gut microbiota dysbiosis and poor neurodevelopment in children. The increased abundance of Streptococcus genus and decreased abundance of Bifidobacterium and Veillonella genera in the gut microbiota may be potential risk factors for poor neurodevelopment in preterm infants. Future research should further explore the potential beneficial effects of gut microbiota modulation on neurodevelopment in children.
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Affiliation(s)
- Ting Guo
- Department of Pediatrics, the Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian Province, China
| | - Zhenzhong Zeng
- Department of Pediatrics, the Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian Province, China
| | - Liangfeng Lin
- Department of Pediatrics, the Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian Province, China
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Cerdó T, Ruiz-Rodríguez A, Acuña I, Torres-Espínola FJ, Menchén-Márquez S, Gámiz F, Gallo M, Jehmlich N, Haange SB, von Bergen M, Campoy C, Suárez A. Infant gut microbiota contributes to cognitive performance in mice. Cell Host Microbe 2023; 31:1974-1988.e4. [PMID: 38052208 DOI: 10.1016/j.chom.2023.11.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Revised: 09/26/2023] [Accepted: 11/07/2023] [Indexed: 12/07/2023]
Abstract
Gut microbiota has been linked to infant neurodevelopment. Here, an association between infant composite cognition and gut microbiota composition is established as soon as 6 months. Higher diversity and evenness characterize microbial communities of infants with composite cognition above (Inf-aboveCC) versus below (Inf-belowCC) median values. Metaproteomic and metabolomic analyses establish an association between microbial histidine ammonia lyase and infant histidine metabolome with cognition. Fecal transplantation from Inf-aboveCC versus Inf-belowCC donors into germ-free mice shows that memory, assessed by a novel object recognition test, is a transmissible trait. Furthermore, Inf-aboveCC mice are enriched in species belonging to Phocaeicola, as well as Bacteroides and Bifidobacterium, previously linked to cognition. Finally, Inf-aboveCC mice show lower fecal histidine and urocanate:histidine and urocanate:glutamate ratios in the perirhinal cortex compared to Inf-belowCC mice. Overall, these findings reveal a causative role of gut microbiota on infant cognition, pointing at the modulation of histidine metabolite levels as a potential underlying mechanism.
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Affiliation(s)
- Tomás Cerdó
- Maimonides Biomedical Research Institute of Córdoba (IMIBIC), Reina Sofia University Hospital, University of Córdoba, 14004 Córdoba, Spain; Centre for Rheumatology Research, Division of Medicine, University College London, London WC1E 6JF, UK
| | - Alicia Ruiz-Rodríguez
- Department of Biochemistry and Molecular Biology 2, Nutrition and Food Technology Institute "José Mataix" (INYTA), Biomedical Research Centre (CIBM), University of Granada, 18016 Granada, Spain; Department of Microbiology, Nutrition and Food Technology Institute "José Mataix" (INYTA), Biomedical Research Centre (CIBM), University of Granada, 18016 Granada, Spain.
| | - Inmaculada Acuña
- Department of Biochemistry and Molecular Biology 2, Nutrition and Food Technology Institute "José Mataix" (INYTA), Biomedical Research Centre (CIBM), University of Granada, 18016 Granada, Spain
| | - Francisco José Torres-Espínola
- EURISTIKOS Excellence Centre for Pediatric Research, Institute of Neurosciences, Biomedical Research Centre (CIBM), University of Granada, 18016 Granada, Spain
| | - Sergio Menchén-Márquez
- Department of Psychobiology, Institute of Neurosciences, Biomedical Research Centre (CIBM), University of Granada, 18016 Granada, Spain
| | - Fernando Gámiz
- Department of Psychobiology, Institute of Neurosciences, Biomedical Research Centre (CIBM), University of Granada, 18016 Granada, Spain
| | - Milagros Gallo
- Department of Psychobiology, Institute of Neurosciences, Biomedical Research Centre (CIBM), University of Granada, 18016 Granada, Spain; Instituto de Investigación Biosanitaria (IBS), 18014 Granada, Spain
| | - Nico Jehmlich
- Department of Molecular System Biology, Helmholtz Centre for Environmental Research-UFZ, Permoserstraße 15, 04318 Leipzig, Germany
| | - Sven-Bastiaan Haange
- Department of Molecular System Biology, Helmholtz Centre for Environmental Research-UFZ, Permoserstraße 15, 04318 Leipzig, Germany
| | - Martin von Bergen
- Department of Molecular System Biology, Helmholtz Centre for Environmental Research-UFZ, Permoserstraße 15, 04318 Leipzig, Germany
| | - Cristina Campoy
- EURISTIKOS Excellence Centre for Pediatric Research, Institute of Neurosciences, Biomedical Research Centre (CIBM), University of Granada, 18016 Granada, Spain; Instituto de Investigación Biosanitaria (IBS), 18014 Granada, Spain; Department of Pediatrics, School of Medicine, University of Granada, 18016 Granada, Spain
| | - Antonio Suárez
- Department of Biochemistry and Molecular Biology 2, Nutrition and Food Technology Institute "José Mataix" (INYTA), Biomedical Research Centre (CIBM), University of Granada, 18016 Granada, Spain
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Chalifour B, Holzhausen EA, Lim JJ, Yeo EN, Shen N, Jones DP, Peterson BS, Goran MI, Liang D, Alderete TL. The potential role of early life feeding patterns in shaping the infant fecal metabolome: implications for neurodevelopmental outcomes. NPJ METABOLIC HEALTH AND DISEASE 2023; 1:2. [PMID: 38299034 PMCID: PMC10828959 DOI: 10.1038/s44324-023-00001-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/18/2023] [Accepted: 10/24/2023] [Indexed: 02/02/2024]
Abstract
Infant fecal metabolomics can provide valuable insights into the associations of nutrition, dietary patterns, and health outcomes in early life. Breastmilk is typically classified as the best source of nutrition for nearly all infants. However, exclusive breastfeeding may not always be possible for all infants. This study aimed to characterize associations between levels of mixed breastfeeding and formula feeding, along with solid food consumption and the infant fecal metabolome at 1- and 6-months of age. As a secondary aim, we examined how feeding-associated metabolites may be associated with early life neurodevelopmental outcomes. Fecal samples were collected at 1- and 6-months, and metabolic features were assessed via untargeted liquid chromatography/high-resolution mass spectrometry. Feeding groups were defined at 1-month as 1) exclusively breastfed, 2) breastfed >50% of feedings, or 3) formula fed ≥50% of feedings. Six-month groups were defined as majority breastmilk (>50%) or majority formula fed (≥50%) complemented by solid foods. Neurodevelopmental outcomes were assessed using the Bayley Scales of Infant Development at 2 years. Changes in the infant fecal metabolome were associated with feeding patterns at 1- and 6-months. Feeding patterns were associated with the intensities of a total of 57 fecal metabolites at 1-month and 25 metabolites at 6-months, which were either associated with increased breastmilk or increased formula feeding. Most breastmilk-associated metabolites, which are involved in lipid metabolism and cellular processes like cell signaling, were associated with higher neurodevelopmental scores, while formula-associated metabolites were associated with lower neurodevelopmental scores. These findings offer preliminary evidence that feeding patterns are associated with altered infant fecal metabolomes, which may be associated with cognitive development later in life.
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Affiliation(s)
- Bridget Chalifour
- Department of Integrative Physiology, University of Colorado Boulder, Boulder, CO USA
| | | | - Joseph J. Lim
- Department of Integrative Physiology, University of Colorado Boulder, Boulder, CO USA
| | - Emily N. Yeo
- Department of Integrative Physiology, University of Colorado Boulder, Boulder, CO USA
| | - Natalie Shen
- Rollins School of Public Health, Emory University, Atlanta, GA USA
| | - Dean P. Jones
- School of Medicine, Emory University, Atlanta, GA USA
| | | | | | - Donghai Liang
- Rollins School of Public Health, Emory University, Atlanta, GA USA
| | - Tanya L. Alderete
- Department of Integrative Physiology, University of Colorado Boulder, Boulder, CO USA
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9
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Ou Y, Belzer C, Smidt H, de Weerth C. Methodological recommendations for human microbiota-gut-brain axis research. MICROBIOME RESEARCH REPORTS 2023; 3:1. [PMID: 38455088 PMCID: PMC10917620 DOI: 10.20517/mrr.2023.33] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/26/2023] [Revised: 09/15/2023] [Accepted: 10/12/2023] [Indexed: 03/09/2024]
Abstract
Observational studies have determined numerous correlations between sequence-based gut microbiota data and human mental traits. However, these associations are often inconsistent across studies. This inconsistency is one of the reasons that mechanistic validation studies of the observed correlations are lagging, making it difficult to establish causal associations. The absence of consistent study findings may partially be due to the lack of clear guidelines for identifying confounders of relations between complex microbial communities and mental conditions. Gut microbial complexity also impedes deciphering microbiota-host relations by using a single analytical approach. The aim of the current review is to help solve these problems by providing methodological recommendations for future human microbiota-gut-brain axis research on the selection of confounders, the use of integrative biostatistical methods, and the steps needed to translate correlative findings into causal conclusions.
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Affiliation(s)
- Yangwenshan Ou
- Laboratory of Microbiology, Wageningen University & Research, P.O. Box 8033, 6700 EH Wageningen, The Netherlands
- Radboud university medical center, Donders Institute for Brain, Cognition and Behaviour, Department of Cognitive Neuroscience, P.O. Box 9010, 6500 GL Nijmegen, The Netherlands
| | - Clara Belzer
- Laboratory of Microbiology, Wageningen University & Research, P.O. Box 8033, 6700 EH Wageningen, The Netherlands
| | - Hauke Smidt
- Laboratory of Microbiology, Wageningen University & Research, P.O. Box 8033, 6700 EH Wageningen, The Netherlands
| | - Carolina de Weerth
- Radboud university medical center, Donders Institute for Brain, Cognition and Behaviour, Department of Cognitive Neuroscience, P.O. Box 9010, 6500 GL Nijmegen, The Netherlands
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10
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Olaguez-Gonzalez JM, Chairez I, Breton-Deval L, Alfaro-Ponce M. Machine Learning Algorithms Applied to Predict Autism Spectrum Disorder Based on Gut Microbiome Composition. Biomedicines 2023; 11:2633. [PMID: 37893007 PMCID: PMC10604849 DOI: 10.3390/biomedicines11102633] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Revised: 09/01/2023] [Accepted: 09/18/2023] [Indexed: 10/29/2023] Open
Abstract
The application of machine learning (ML) techniques stands as a reliable method for aiding in the diagnosis of complex diseases. Recent studies have related the composition of the gut microbiota to the presence of autism spectrum disorder (ASD), but until now, the results have been mostly contradictory. This work proposes using machine learning to study the gut microbiome composition and its role in the early diagnosis of ASD. We applied support vector machines (SVMs), artificial neural networks (ANNs), and random forest (RF) algorithms to classify subjects as neurotypical (NT) or having ASD, using published data on gut microbiome composition. Naive Bayes, k-nearest neighbors, ensemble learning, logistic regression, linear regression, and decision trees were also trained and validated; however, the ones presented showed the best performance and interpretability. All the ML methods were developed using the SAS Viya software platform. The microbiome's composition was determined using 16S rRNA sequencing technology. The application of ML yielded a classification accuracy as high as 90%, with a sensitivity of 96.97% and specificity reaching 85.29%. In the case of the ANN model, no errors occurred when classifying NT subjects from the first dataset, indicating a significant classification outcome compared to traditional tests and data-based approaches. This approach was repeated with two datasets, one from the USA and the other from China, resulting in similar findings. The main predictors in the obtained models differ between the analyzed datasets. The most important predictors identified from the analyzed datasets are Bacteroides, Lachnospira, Anaerobutyricum, and Ruminococcus torques. Notably, among the predictors in each model, there is the presence of bacteria that are usually considered insignificant in the microbiome's composition due to their low relative abundance. This outcome reinforces the conventional understanding of the microbiome's influence on ASD development, where an imbalance in the composition of the microbiota can lead to disrupted host-microbiota homeostasis. Considering that several previous studies focused on the most abundant genera and neglected smaller (and frequently not statistically significant) microbial communities, the impact of such communities has been poorly analyzed. The ML-based models suggest that more research should focus on these less abundant microbes. A novel hypothesis explains the contradictory results in this field and advocates for more in-depth research to be conducted on variables that may not exhibit statistical significance. The obtained results seem to contribute to an explanation of the contradictory findings regarding ASD and its relation with gut microbiota composition. While some research correlates higher ratios of Bacillota/Bacteroidota, others find the opposite. These discrepancies are closely linked to the minority organisms in the microbiome's composition, which may differ between populations but share similar metabolic functions. Therefore, the ratios of Bacillota/Bacteroidota regarding ASD may not be determinants in the manifestation of ASD.
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Affiliation(s)
- Juan M. Olaguez-Gonzalez
- School of Engineering and Science, Tecnologico de Monterrey, Monterrey 64849, Mexico; (J.M.O.-G.); (I.C.)
| | - Isaac Chairez
- School of Engineering and Science, Tecnologico de Monterrey, Monterrey 64849, Mexico; (J.M.O.-G.); (I.C.)
- Institute of Advanced Materials for Sustainable Manufacturing, Tecnologico de Monterrey, Monterrey 64849, Mexico
| | - Luz Breton-Deval
- Instituto de Biotecnología, Universidad Nacional Autónoma de México, Cuernavaca 62210, Mexico;
- Consejo Nacional de Ciencia y Tecnologia, Mexico City 03940, Mexico
| | - Mariel Alfaro-Ponce
- School of Engineering and Science, Tecnologico de Monterrey, Monterrey 64849, Mexico; (J.M.O.-G.); (I.C.)
- Institute of Advanced Materials for Sustainable Manufacturing, Tecnologico de Monterrey, Monterrey 64849, Mexico
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De Sales-Millán A, Aguirre-Garrido JF, González-Cervantes RM, Velázquez-Aragón JA. Microbiome-Gut-Mucosal-Immune-Brain Axis and Autism Spectrum Disorder (ASD): A Novel Proposal of the Role of the Gut Microbiome in ASD Aetiology. Behav Sci (Basel) 2023; 13:548. [PMID: 37503995 PMCID: PMC10376175 DOI: 10.3390/bs13070548] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Revised: 06/22/2023] [Accepted: 06/26/2023] [Indexed: 07/29/2023] Open
Abstract
Autism Spectrum Disorder (ASD) is a complex neurodevelopmental disorder characterised by deficits in social interaction and communication, as well as restricted and stereotyped interests. Due of the high prevalence of gastrointestinal disorders in individuals with ASD, researchers have investigated the gut microbiota as a potential contributor to its aetiology. The relationship between the microbiome, gut, and brain (microbiome-gut-brain axis) has been acknowledged as a key factor in modulating brain function and social behaviour, but its connection to the aetiology of ASD is not well understood. Recently, there has been increasing attention on the relationship between the immune system, gastrointestinal disorders and neurological issues in ASD, particularly in relation to the loss of specific species or a decrease in microbial diversity. It focuses on how gut microbiota dysbiosis can affect gut permeability, immune function and microbiota metabolites in ASD. However, a very complete study suggests that dysbiosis is a consequence of the disease and that it has practically no effect on autistic manifestations. This is a review of the relationship between the immune system, microbial diversity and the microbiome-gut-brain axis in the development of autistic symptoms severity and a proposal of a novel role of gut microbiome in ASD, where dysbiosis is a consequence of ASD-related behaviour and where dysbiosis in turn accentuates the autistic manifestations of the patients via the microbiome-gut-brain axis in a feedback circuit.
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Affiliation(s)
- Amapola De Sales-Millán
- División de Ciencias Biológicas y de la Salud, Universidad Autónoma Metropolitana-Lerma, Lerma 52006, Estado de Mexico, Mexico
| | - José Félix Aguirre-Garrido
- Departamento de Ciencias Ambientales, Universidad Autónoma Metropolitana-Lerma, Lerma 52006, Estado de Mexico, Mexico
| | - Rina María González-Cervantes
- Departamento de Ciencias Ambientales, Universidad Autónoma Metropolitana-Lerma, Lerma 52006, Estado de Mexico, Mexico
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12
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van de Wouw M, Rojas L, Vaghef-Mehrabani E, Wang Y, Fichter C, Workentine ML, Dewey D, Arrieta MC, Reimer RA, Tomfohr-Madsen L, Giesbrecht GF. Exploring Associations Between the Gut Microbiota and Full-Scale Intelligence in Preschool Children. Neurosci Lett 2023:137357. [PMID: 37355156 DOI: 10.1016/j.neulet.2023.137357] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 06/06/2023] [Accepted: 06/19/2023] [Indexed: 06/26/2023]
Abstract
The relationship between the gut microbiota and neurocognitive outcomes is becoming increasingly recognized; however, findings in humans are inconsistent. In addition, few studies have investigated the gut microbial metabolites that may mediate this relationship. The objective of this study was to investigate associations between full-scale intelligence (FSIQ) and the composition of the gut microbiota and metabolome in preschool children. Stool samples were collected from a community sample of 245 typically developing children (3-5 years) from the Alberta Pregnancy Outcomes and Nutrition (APrON) cohort. The faecal microbiome was assessed using 16S rRNA sequencing and the metabolome using LC-MS/MS. FSIQ and scores on the Verbal Comprehension, Visual Spatial, Working Memory indices of the Wechsler Preschool and Primary Scale of Intelligence-IV were used to assess neurocognition. Associations between the gut microbiota and FSIQ were determined using Pearson and Spearman correlations, which were corrected for multiple testing and relevant covariates. Verbal Comprehension negatively correlated with both Shannon alpha diversity (r=-0.14, p=0.032) and the caffeine-derived metabolite paraxanthine (r=-0.22, p<0.001). No other significant correlations were observed. Overall, the weak to modest correlations between Verbal Comprehension with alpha diversity and paraxanthine provide limited evidence of an association between the gut microbiota and neurocognitive outcomes in typically developing preschool children.
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Affiliation(s)
- Marcel van de Wouw
- Department of Pediatrics, University of Calgary, Calgary, Alberta, Canada.
| | - Laura Rojas
- Department of Pediatrics, University of Calgary, Calgary, Alberta, Canada.
| | | | - Yanan Wang
- Department of Pediatrics, University of Calgary, Calgary, Alberta, Canada; Microbiomes for One Systems Health, Health & Biosecurity, CSIRO, Adelaide, SA, Australia.
| | - Chloe Fichter
- Department of Pediatrics, University of Calgary, Calgary, Alberta, Canada.
| | - Matthew L Workentine
- UCVM Bioinformatics, Faculty of Veterinary Medicine, University of Calgary, Calgary, Alberta, Canada.
| | - Deborah Dewey
- Department of Pediatrics, University of Calgary, Calgary, Alberta, Canada; Alberta Children's Hospital Research Institute (ACHRI), Calgary, Alberta, Canada; Department of Community Health Sciences, University of Calgary, Calgary, Alberta, Canada; Hotchkiss Brain Institute (HBI), University of Calgary, Calgary, Alberta, Canada.
| | - Marie-Claire Arrieta
- Department of Pediatrics, University of Calgary, Calgary, Alberta, Canada; Department of Physiology and Pharmacology, University of Calgary, Calgary, AB, Canada; International Microbiome Centre, University of Calgary, Calgary, AB, Canada.
| | - Raylene A Reimer
- Alberta Children's Hospital Research Institute (ACHRI), Calgary, Alberta, Canada; Faculty of Kinesiology, University of Calgary, Calgary, Alberta, Canada; Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Alberta, Canada.
| | - Lianne Tomfohr-Madsen
- Department of Pediatrics, University of Calgary, Calgary, Alberta, Canada; Department of Psychology, University of Calgary, Calgary, Alberta, Canada; Alberta Children's Hospital Research Institute (ACHRI), Calgary, Alberta, Canada.
| | - Gerald F Giesbrecht
- Department of Pediatrics, University of Calgary, Calgary, Alberta, Canada; Department of Psychology, University of Calgary, Calgary, Alberta, Canada; Alberta Children's Hospital Research Institute (ACHRI), Calgary, Alberta, Canada; Department of Community Health Sciences, University of Calgary, Calgary, Alberta, Canada.
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13
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McMath AL, Aguilar-Lopez M, Cannavale CN, Khan NA, Donovan SM. A systematic review on the impact of gastrointestinal microbiota composition and function on cognition in healthy infants and children. Front Neurosci 2023; 17:1171970. [PMID: 37389363 PMCID: PMC10306408 DOI: 10.3389/fnins.2023.1171970] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Accepted: 05/23/2023] [Indexed: 07/01/2023] Open
Abstract
Evidence from animal models or children with neurodevelopmental disorders has implicated the gut microbiome (GM) in neurocognitive development. However, even subclinical impairement of cognition can have negative consequences, as cognition serves as the foundation for skills necessary to succeed in school, vocation and socially. The present study aims to identify gut microbiome characteristics or changes in gut microbiome characteristics that consistently associate with cognitive outcomes in healthy, neurotypical infants and children. Of the 1,520 articles identified in the search, 23 were included in qualitative synthesis after applying exclusion criteria. Most studies were cross-sectional and focused on behavior or motor and language skills. Bifidobacterium, Bacteroides, Clostridia, Prevotella, and Roseburia were related to these aspects of cognition across several studies. While these results support the role of GM in cognitive development, higher quality studies focused on more complex cognition are needed to understand the extent to which the GM contributes to cognitive development.
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Affiliation(s)
- Arden L. McMath
- Division of Nutritional Sciences, University of Illinois Urbana-Champaign, Urbana, IL, United States
| | - Miriam Aguilar-Lopez
- Department of Pathology and Immunology, Baylor College of Medicine, Houston, TX, United States
- Texas Children’s Microbiome Center, Department of Pathology, Texas Children’s Hospital, Houston, TX, United States
| | - Corinne N. Cannavale
- Department of Kinesiology and Community Health, University of Illinois Urbana-Champaign, Urbana, IL, United States
| | - Naiman A. Khan
- Division of Nutritional Sciences, University of Illinois Urbana-Champaign, Urbana, IL, United States
- Department of Kinesiology and Community Health, University of Illinois Urbana-Champaign, Urbana, IL, United States
- Neuroscience Program, University of Illinois Urbana-Champaign, Champaign, IL, United States
- Beckman Institute for Advanced Science and Technology, University of Illinois Urbana-Champaign, Champaign, IL, United States
| | - Sharon M. Donovan
- Division of Nutritional Sciences, University of Illinois Urbana-Champaign, Urbana, IL, United States
- Department of Food Science and Human Nutrition, University of Illinois Urbana-Champaign, Urbana, IL, United States
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14
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Lapidot Y, Maya M, Reshef L, Cohen D, Ornoy A, Gophna U, Muhsen K. Relationships of the gut microbiome with cognitive development among healthy school-age children. Front Pediatr 2023; 11:1198792. [PMID: 37274812 PMCID: PMC10235814 DOI: 10.3389/fped.2023.1198792] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/02/2023] [Accepted: 05/05/2023] [Indexed: 06/07/2023] Open
Abstract
Background The gut microbiome might play a role in neurodevelopment, however, evidence remains elusive. We aimed to examine the relationship between the intestinal microbiome and cognitive development of school-age children. Methods This cross-sectional study included healthy Israeli Arab children from different socioeconomic status (SES). The microbiome was characterized in fecal samples by implementing 16S rRNA gene sequencing. Cognitive function was measured using Stanford-Binet test, yielding full-scale Intelligence Quotient (FSIQ) score. Sociodemographics and anthropometric and hemoglobin measurements were obtained. Multivariate models were implemented to assess adjusted associations between the gut microbiome and FSIQ score, while controlling for age, sex, SES, physical growth, and hemoglobin levels. Results Overall, 165 children (41.2% females) aged 6-9 years were enrolled. SES score was strongly related to both FSIQ score and the gut microbiome. Measures of α-diversity were significantly associated with FSIQ score, demonstrating a more diverse, even, and rich microbiome with increased FSIQ score. Significant differences in fecal bacterial composition were found; FSIQ score explained the highest variance in bacterial β-diversity, followed by SES score. Several taxonomic differences were significantly associated with FSIQ score, including Prevotella, Dialister, Sutterella, Ruminococcus callidus, and Bacteroides uniformis. Conclusions We demonstrated significant independent associations between the gut microbiome and cognitive development in school-age children.
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Affiliation(s)
- Yelena Lapidot
- Department of Epidemiology and Preventive Medicine, School of Public Health, the Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Maayan Maya
- Department of Epidemiology and Preventive Medicine, School of Public Health, the Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Leah Reshef
- The Shmunis School of Biomedicine and Cancer Research, Faculty of Life Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Dani Cohen
- Department of Epidemiology and Preventive Medicine, School of Public Health, the Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Asher Ornoy
- Adelson School of Medicine, Ariel University, Ariel, Israel
- Department of Medical Neurobiology, The Hebrew University Hadassah Medical School, Jerusalem, Israel
| | - Uri Gophna
- The Shmunis School of Biomedicine and Cancer Research, Faculty of Life Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Khitam Muhsen
- Department of Epidemiology and Preventive Medicine, School of Public Health, the Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
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15
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Nieto-Ruiz A, Cerdó T, Jordano B, Torres-Espínola FJ, Escudero-Marín M, García-Ricobaraza M, Bermúdez MG, García-Santos JA, Suárez A, Campoy C. Maternal weight, gut microbiota, and the association with early childhood behavior: the PREOBE follow-up study. Child Adolesc Psychiatry Ment Health 2023; 17:41. [PMID: 36945049 PMCID: PMC10031971 DOI: 10.1186/s13034-023-00589-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Accepted: 03/08/2023] [Indexed: 03/23/2023] Open
Abstract
BACKGROUND AND AIM Maternal overweight and breastfeeding seem to have a significant impact on the gut microbiota colonization process, which co-occurs simultaneously with brain development and the establishment of the "microbiota-gut-brain axis", which potentially may affect behavior later in life. This study aimed to examine the influence of maternal overweight, obesity and/or gestational diabetes on the offspring behavior at 3.5 years of age and its association with the gut microbiota already established at 18 months of life. METHODS 156 children born to overweight (OV, n = 45), obese (OB, n = 40) and normoweight (NW, n = 71) pregnant women participating in the PREOBE study were included in the current analysis. Stool samples were collected at 18 months of life and gut microbiome was obtained by 16S rRNA gene sequencing. Behavioral problems were evaluated at 3.5 years by using the Child Behavior Checklist (CBCL). ANOVA, Chi-Square Test, ANCOVA, Spearman's correlation, logistic regression model and generalized linear model (GLM) were performed. RESULTS At 3.5 years of age, Children born to OV/OB mothers showed higher scores in behavioral problems than those born to NW mothers. Additionally, offspring born to OB mothers who developed gestational diabetes mellitus (GDM) presented higher scores in attention/deficit hyperactivity and externalizing problems than those born to GDM OV/NW mothers. Fusicatenibacter abundance found at 18 months of age was associated to lower scores in total, internalizing and pervasive developmental problems, while an unidentified genus within Clostridiales and Flavonifractor families abundance showed a positive correlation with anxiety/depression and somatic complaints, respectively. On the other hand, children born to mothers with higher BMI who were breastfed presented elevated anxiety, internalizing problems, externalizing problems and total problems scores; likewise, their gut microbiota composition at 18 months of age showed positive correlation with behavioral problems at 3.5 years: Actinobacteria abundance and somatic complaints and between Fusobacteria abundance and withdrawn behavior and pervasive developmental problems. CONCLUSIONS Our findings suggests that OV/OB and/or GDM during pregnancy is associated with higher behavioral problems scores in children at 3.5 years old. Additionally, associations between early life gut microbiota composition and later mental health in children was also found.
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Affiliation(s)
- Ana Nieto-Ruiz
- Department of Paediatrics, Faculty of Medicine, University of Granada, Avda. Investigación 11, 18016, Granada, Spain
- Biomedical Research Centre, EURISTIKOS Excellence Centre for Paediatric Research, University of Granada, 18016, Granada, Spain
- Instituto de Investigación Biosanitaria de Granada (Ibs.GRANADA), San Cecilio University Hospital. Health Sciences Technological Park, 18016, Granada, Spain
| | - Tomás Cerdó
- Maimonides Biomedical Research Institute of Córdoba (IMIBIC), Reina Sofia University Hospital, University of Córdoba, Córdoba, Spain
| | - Belén Jordano
- Department of Paediatrics, Faculty of Medicine, University of Granada, Avda. Investigación 11, 18016, Granada, Spain
- Biomedical Research Centre, EURISTIKOS Excellence Centre for Paediatric Research, University of Granada, 18016, Granada, Spain
- Instituto de Investigación Biosanitaria de Granada (Ibs.GRANADA), San Cecilio University Hospital. Health Sciences Technological Park, 18016, Granada, Spain
- Clinical University Hospital San Cecilio. Paediatric Service, Granada, Spain
| | - Francisco J Torres-Espínola
- Biomedical Research Centre, EURISTIKOS Excellence Centre for Paediatric Research, University of Granada, 18016, Granada, Spain
| | - Mireia Escudero-Marín
- Department of Paediatrics, Faculty of Medicine, University of Granada, Avda. Investigación 11, 18016, Granada, Spain
- Biomedical Research Centre, EURISTIKOS Excellence Centre for Paediatric Research, University of Granada, 18016, Granada, Spain
- Neurosciences Institute Dr. Federico Oloriz - University of Granada. Health Sciences Technological Park, Avda. del Conocimiento, S/N., 18016, Granada, Spain
| | - María García-Ricobaraza
- Department of Paediatrics, Faculty of Medicine, University of Granada, Avda. Investigación 11, 18016, Granada, Spain
- Biomedical Research Centre, EURISTIKOS Excellence Centre for Paediatric Research, University of Granada, 18016, Granada, Spain
- Instituto de Investigación Biosanitaria de Granada (Ibs.GRANADA), San Cecilio University Hospital. Health Sciences Technological Park, 18016, Granada, Spain
| | - Mercedes G Bermúdez
- Department of Paediatrics, Faculty of Medicine, University of Granada, Avda. Investigación 11, 18016, Granada, Spain
- Biomedical Research Centre, EURISTIKOS Excellence Centre for Paediatric Research, University of Granada, 18016, Granada, Spain
- Instituto de Investigación Biosanitaria de Granada (Ibs.GRANADA), San Cecilio University Hospital. Health Sciences Technological Park, 18016, Granada, Spain
| | - José A García-Santos
- Department of Paediatrics, Faculty of Medicine, University of Granada, Avda. Investigación 11, 18016, Granada, Spain
- Biomedical Research Centre, EURISTIKOS Excellence Centre for Paediatric Research, University of Granada, 18016, Granada, Spain
- Instituto de Investigación Biosanitaria de Granada (Ibs.GRANADA), San Cecilio University Hospital. Health Sciences Technological Park, 18016, Granada, Spain
| | - Antonio Suárez
- Department of Biochemistry and Molecular Biology 2, School of Pharmacy, University of Granada, Granada, Spain
- Institute of Nutrition and Food Technology (INYTA), Biomedical Research Centre, University of Granada, Health Sciences Technological Park, Avda. del Conocimiento, S/N., 18016, Granada, Spain
| | - Cristina Campoy
- Department of Paediatrics, Faculty of Medicine, University of Granada, Avda. Investigación 11, 18016, Granada, Spain.
- Biomedical Research Centre, EURISTIKOS Excellence Centre for Paediatric Research, University of Granada, 18016, Granada, Spain.
- Instituto de Investigación Biosanitaria de Granada (Ibs.GRANADA), San Cecilio University Hospital. Health Sciences Technological Park, 18016, Granada, Spain.
- Neurosciences Institute Dr. Federico Oloriz - University of Granada. Health Sciences Technological Park, Avda. del Conocimiento, S/N., 18016, Granada, Spain.
- Spanish Network of Biomedical Research in Epidemiology and Public Health (CIBERESP), Granada's Node, Institute of Health Carlos III, 28029, Madrid, Spain.
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16
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Aristizábal LYG, Rocha PRH, Confortin SC, Simões VMF, Bettiol H, Barbieri MA, da Silva AAM. Association between neonatal near miss and infant development: the Ribeirão Preto and São Luís birth cohorts (BRISA). BMC Pediatr 2023; 23:125. [PMID: 36932378 PMCID: PMC10024445 DOI: 10.1186/s12887-023-03897-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Accepted: 02/07/2023] [Indexed: 03/19/2023] Open
Abstract
AIM To analyze the association between neonatal near miss and infant development at two years. METHODS Data from two birth cohorts, one conducted in Ribeirão Preto (RP)/São Paulo and the other in São Luís (SL)/Maranhão, were used. The cognitive, motor and communication development of children was evaluated using the Bayley Scales of Infant and Toddler Development, Third Edition (Bayley-III). The following criteria were used for the definition of NNM: birth weight < 1,500 g, 5-min Apgar score < 7, gestational age < 32 weeks, and report of congenital malformations. The relationship between neonatal near miss and development was assessed using the weighted propensity score from the Inverse Probability of Treatment Weighting (IPTW). A directed acyclic graph was built to select the adjustment variables. RESULTS A total of 1,050 mother-newborn dyads were evaluated in SL and 1,840 in RP. Regarding outcomes in SL and RP, respectively, 2.4% and 17.3% of the children were not competent in the cognitive domain, 12.1% and 13.3% in the receptive communication domain, 39.2% and 47.1% in the expressive communication domain, 20.7% and 12.6% in the fine motor domain, and 14.3% and 13.8% in the gross motor domain. The prevalence of neonatal near miss was 5.4% in SL and 4.3% in RP. Unadjusted analysis showed an association of neonatal near miss with fine motor development in SL and RP and with the cognitive, receptive communication, expressive communication, and gross motor domains only in RP. These associations remained after adjusted analysis. CONCLUSION Neonatal near miss is a risk factor for developmental delays.
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Affiliation(s)
- Liliana Yanet Gómez Aristizábal
- Federal University of Maranhão (UFMA). Graduate Program in Collective Health, Rua Barão de Itapary, 155, Maranhão, 65020-070, São Luís, Brazil.
| | | | - Susana Cararo Confortin
- Federal University of Maranhão (UFMA). Graduate Program in Collective Health, Rua Barão de Itapary, 155, Maranhão, 65020-070, São Luís, Brazil
| | - Vanda Maria Ferreira Simões
- Federal University of Maranhão (UFMA). Graduate Program in Collective Health, Rua Barão de Itapary, 155, Maranhão, 65020-070, São Luís, Brazil
| | - Heloisa Bettiol
- Ribeirão Preto Medical School, University of São Paulo - USP, Ribeirão Preto, São Paulo, Brazil
| | - Marco Antonio Barbieri
- Ribeirão Preto Medical School, University of São Paulo - USP, Ribeirão Preto, São Paulo, Brazil
| | - Antônio Augusto Moura da Silva
- Federal University of Maranhão (UFMA). Graduate Program in Collective Health, Rua Barão de Itapary, 155, Maranhão, 65020-070, São Luís, Brazil
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Mancini VO, Brook J, Hernandez C, Strickland D, Christophersen CT, D'Vaz N, Silva D, Prescott S, Callaghan B, Downs J, Finlay‐Jones A. Associations between the human immune system and gut microbiome with neurodevelopment in the first 5 years of life: A systematic scoping review. Dev Psychobiol 2023; 65:e22360. [PMID: 36811373 PMCID: PMC10107682 DOI: 10.1002/dev.22360] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Revised: 10/26/2022] [Accepted: 11/04/2022] [Indexed: 01/13/2023]
Abstract
The aim of this review was to map the literature assessing associations between maternal or infant immune or gut microbiome biomarkers and child neurodevelopmental outcomes within the first 5 years of life. We conducted a PRISMA-ScR compliant review of peer-reviewed, English-language journal articles. Studies reporting gut microbiome or immune system biomarkers and child neurodevelopmental outcomes prior to 5 years were eligible. Sixty-nine of 23,495 retrieved studies were included. Of these, 18 reported on the maternal immune system, 40 on the infant immune system, and 13 on the infant gut microbiome. No studies examined the maternal microbiome, and only one study examined biomarkers from both the immune system and the gut microbiome. Additionally, only one study included both maternal and infant biomarkers. Neurodevelopmental outcomes were assessed from 6 days to 5 years. Associations between biomarkers and neurodevelopmental outcomes were largely nonsignificant and small in effect size. While the immune system and gut microbiome are thought to have interactive impacts on the developing brain, there remains a paucity of published studies that report biomarkers from both systems and associations with child development outcomes. Heterogeneity of research designs and methodologies may also contribute to inconsistent findings. Future studies should integrate data across biological systems to generate novel insights into the biological underpinnings of early development.
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Affiliation(s)
- Vincent O. Mancini
- Early Neurodevelopment and Mental HealthTelethon Kids InstituteNedlandsWestern AustraliaAustralia
| | - Juliet Brook
- Early Neurodevelopment and Mental HealthTelethon Kids InstituteNedlandsWestern AustraliaAustralia
| | | | - Deborah Strickland
- Early Neurodevelopment and Mental HealthTelethon Kids InstituteNedlandsWestern AustraliaAustralia
| | - Claus T. Christophersen
- WA Human Microbiome Collaboration Centre, School of Molecular and Life SciencesCurtin UniversityBentleyWestern AustraliaAustralia
- School of Medical and Health SciencesEdith Cowan UniversityJoondalupWestern AustraliaAustralia
| | - Nina D'Vaz
- Early Neurodevelopment and Mental HealthTelethon Kids InstituteNedlandsWestern AustraliaAustralia
| | - Desiree Silva
- Early Neurodevelopment and Mental HealthTelethon Kids InstituteNedlandsWestern AustraliaAustralia
| | - Susan Prescott
- Early Neurodevelopment and Mental HealthTelethon Kids InstituteNedlandsWestern AustraliaAustralia
| | - Bridget Callaghan
- Brain and Body LabUniversity of California, Los AngelesLos AngelesCaliforniaUSA
| | - Jenny Downs
- Early Neurodevelopment and Mental HealthTelethon Kids InstituteNedlandsWestern AustraliaAustralia
| | - Amy Finlay‐Jones
- Early Neurodevelopment and Mental HealthTelethon Kids InstituteNedlandsWestern AustraliaAustralia
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18
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Vaher K, Bogaert D, Richardson H, Boardman JP. Microbiome-gut-brain axis in brain development, cognition and behavior during infancy and early childhood. DEVELOPMENTAL REVIEW 2022. [DOI: 10.1016/j.dr.2022.101038] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
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Abstract
PURPOSE OF REVIEW Maternal conditions and exposures during pregnancy including over- and undernutrition are associated with poor childbirth outcomes, growth, development and chronic childhood diseases. We examined contemporary pregnancy-related determinants of child health. RECENT FINDINGS While maternal undernutrition remains a major contributor to low birth weight, maternal obesity affects foetal growth, birth weight, survival and is associated with childhood obesity, asthma and autistic spectrum disorders. Emerging evidence suggests that epigenetic changes, the prenatal microbiome and maternal immune activation (MIA), a neuroinflammatory process induced by diet and other exposures cause foetal programming resulting in these chronic childhood diseases. Maternal diet is potentially a modifiable risk factor for controlling low birth weight, obesity and chronic disease in childhood. Further studies are warranted to refine guidance on dietary restriction and physical activity during pregnancy and determine how MIA and prenatal microbiota can be applied to control childhood diseases arising from programming.
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20
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Morgan EW, Perdew GH, Patterson AD. Multi-Omics Strategies for Investigating the Microbiome in Toxicology Research. Toxicol Sci 2022; 187:189-213. [PMID: 35285497 PMCID: PMC9154275 DOI: 10.1093/toxsci/kfac029] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Microbial communities on and within the host contact environmental pollutants, toxic compounds, and other xenobiotic compounds. These communities of bacteria, fungi, viruses, and archaea possess diverse metabolic potential to catabolize compounds and produce new metabolites. Microbes alter chemical disposition thus making the microbiome a natural subject of interest for toxicology. Sequencing and metabolomics technologies permit the study of microbiomes altered by acute or long-term exposure to xenobiotics. These investigations have already contributed to and are helping to re-interpret traditional understandings of toxicology. The purpose of this review is to provide a survey of the current methods used to characterize microbes within the context of toxicology. This will include discussion of commonly used techniques for conducting omic-based experiments, their respective strengths and deficiencies, and how forward-looking techniques may address present shortcomings. Finally, a perspective will be provided regarding common assumptions that currently impede microbiome studies from producing causal explanations of toxicologic mechanisms.
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Affiliation(s)
- Ethan W Morgan
- Department of Biochemistry and Molecular Biology, The Pennsylvania State University, University Park, Pennsylvania 16802, USA
| | - Gary H Perdew
- Department of Veterinary and Biomedical Sciences, The Pennsylvania State University, University Park, Pennsylvania 16802, USA
| | - Andrew D Patterson
- Department of Biochemistry and Molecular Biology, The Pennsylvania State University, University Park, Pennsylvania 16802, USA.,Department of Veterinary and Biomedical Sciences, The Pennsylvania State University, University Park, Pennsylvania 16802, USA
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21
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McDonald CR, Weckman AM, Wright JK, Conroy AL, Kain KC. Developmental origins of disease highlight the immediate need for expanded access to comprehensive prenatal care. Front Public Health 2022; 10:1021901. [PMID: 36504964 PMCID: PMC9730730 DOI: 10.3389/fpubh.2022.1021901] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Accepted: 11/01/2022] [Indexed: 11/25/2022] Open
Abstract
The prenatal environment plays a critical role in shaping fetal development and ultimately the long-term health of the child. Here, we present data linking prenatal health, via maternal nutrition, comorbidities in pregnancy (e.g., diabetes, hypertension), and infectious and inflammatory exposures, to lifelong health through the developmental origins of disease framework. It is well-established that poor maternal health puts a child at risk for adverse outcomes in the first 1,000 days of life, yet the full health impact of the in utero environment is not confined to this narrow window. The developmental origins of disease framework identifies cognitive, neuropsychiatric, metabolic and cardiovascular disorders, and chronic diseases in childhood and adulthood that have their genesis in prenatal life. This perspective highlights the enormous public health implications for millions of pregnancies where maternal care, and therefore maternal health and fetal health, is lacking. Despite near universal agreement that access to antenatal care is a priority to protect the health of women and children in the first 1,000 days of life, insufficient progress has been achieved. Instead, in some regions there has been a political shift toward deprioritizing maternal health, which will further negatively impact the health and safety of pregnant people and their children across the lifespan. In this article we argue that the lifelong health impact attributed to the perinatal environment justifies policies aimed at improving access to comprehensive antenatal care globally.
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Affiliation(s)
- Chloe R McDonald
- Sandra A. Rotman (SAR) Laboratories, Sandra Rotman Centre for Global Health, University Health Network-Toronto General Hospital, Toronto, ON, Canada
| | - Andrea M Weckman
- Sandra A. Rotman (SAR) Laboratories, Sandra Rotman Centre for Global Health, University Health Network-Toronto General Hospital, Toronto, ON, Canada
| | - Julie K Wright
- Sandra A. Rotman (SAR) Laboratories, Sandra Rotman Centre for Global Health, University Health Network-Toronto General Hospital, Toronto, ON, Canada.,Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | - Andrea L Conroy
- Department of Pediatrics, School of Medicine, Indiana University, Indianapolis, IN, United States
| | - Kevin C Kain
- Sandra A. Rotman (SAR) Laboratories, Sandra Rotman Centre for Global Health, University Health Network-Toronto General Hospital, Toronto, ON, Canada.,Faculty of Medicine, University of Toronto, Toronto, ON, Canada.,Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada.,Tropical Disease Unit, Division of Infectious Diseases, Department of Medicine, University of Toronto, Toronto, ON, Canada
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22
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Laue HE, Coker MO, Madan JC. The Developing Microbiome From Birth to 3 Years: The Gut-Brain Axis and Neurodevelopmental Outcomes. Front Pediatr 2022; 10:815885. [PMID: 35321011 PMCID: PMC8936143 DOI: 10.3389/fped.2022.815885] [Citation(s) in RCA: 39] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Accepted: 02/10/2022] [Indexed: 12/18/2022] Open
Abstract
The volume and breadth of research on the role of the microbiome in neurodevelopmental and neuropsychiatric disorders has expanded greatly over the last decade, opening doors to new models of mechanisms of the gut-brain axis and therapeutic interventions to reduce the burden of these outcomes. Studies have highlighted the window of birth to 3 years as an especially sensitive window when interventions may be the most effective. Harnessing the powerful gut-brain axis during this critical developmental window clarifies important investigations into the microbe-human connection and the developing brain, affording opportunities to prevent rather than treat neurodevelopmental disorders and neuropsychiatric illness. In this review, we present an overview of the developing intestinal microbiome in the critical window of birth to age 3; and its prospective relationship with neurodevelopment, with particular emphasis on immunological mechanisms. Next, the role of the microbiome in neurobehavioral outcomes (such as autism, anxiety, and attention-deficit hyperactivity disorder) as well as cognitive development are described. In these sections, we highlight the importance of pairing mechanistic studies in murine models with large scale epidemiological studies that aim to clarify the typical health promoting microbiome in early life across varied populations in comparison to dysbiosis. The microbiome is an important focus in human studies because it is so readily alterable with simple interventions, and we briefly outline what is known about microbiome targeted interventions in neurodevelopmental outcomes. More novel examinations of known environmental chemicals that adversely impact neurodevelopmental outcomes and the potential role of the microbiome as a mediator or modifier are discussed. Finally, we look to the future and emphasize the need for additional research to identify populations that are sensitive to alterations in their gut microbiome and clarify how interventions might correct and optimize neurodevelopmental outcomes.
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Affiliation(s)
- Hannah E Laue
- Department of Epidemiology, Geisel School of Medicine at Dartmouth, Hanover, NH, United States
| | - Modupe O Coker
- Department of Epidemiology, Geisel School of Medicine at Dartmouth, Hanover, NH, United States.,Rutgers School of Dental Medicine, The State University of New Jersey, Newark, NJ, United States
| | - Juliette C Madan
- Department of Epidemiology, Geisel School of Medicine at Dartmouth, Hanover, NH, United States.,Department of Pediatrics and Psychiatry, Children's Hospital at Dartmouth, Lebanon, NH, United States
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