Abstract
To prospectively investigate associations between the features of gut microbiota at the fourth week after birth in preterm infants and neurodevelopment from 1 month of corrected age to 6 months of corrected age (MCA). Seventy-seven preterm infants were recruited from three NICUs of three tertiary hospitals between Apr 2021 to Sep 2022. Stool samples were collected during the fourth week after birth. Illumina MiSeq high-throughput sequencing technology was used to detect the composition and diversity of gut microbiota. Neurodevelopment assessments of preterm infants were conducted at 1, 3, and 6 MCA using the Ages and Stages Questionnaire, the third edition (ASQ-3). Spearman correlation, a generalized linear mixed model (GLMM), and permutational multivariate analysis of variance (PERMANOVA) analysis were used to horizontally and prospectively explore the associations between gut microbial and ASQ-3 dimension scores at each time point. The GLMM showed no significant associations between the alpha diversity and neurodevelopmental trajectory from 1 to 6 MCA. The beta diversity was significantly associated with gross motor scores at 1, 3, and 6 MCA (R2 = 0.067, p = 0.001; R2 = 0.039, p = 0.020; R2 = 0.031, p = 0.047); communication scores at 3 MCA (R2 = 0.030, p = 0.040); and fine motor scores at 6 MCA (R2 = 0.035, p = 0.022). After adjusting for covariates, the GLMM showed that the relative abundance of Klebsiella was negatively associated with gross motor score trajectory from 1 to 6 MCA (β = − 1.449; 95% CI, − 2.275 to − 0.572; p = 0.001), while the relative abundance of Lactobacillus displayed a positive association (β = 1.421; 95% CI, 0.139 to 2.702; p = 0.030). Moreover, the relative abundance of Streptococcus was negatively associated with fine motor trajectory from 1 to 6 MCA (β = − 1.669; 95% CI, − 3.305 to − 0.033; p = 0.046).
Conclusion: Our results suggest a possible association between the neonatal gut microbial diversity; the relative abundance of Klebsiella, Streptococcus, and Lactobacillus; and neurodevelopment from 1 to 6 MCA. In the future, clinical staff can focus on the window period of gut microbiota colonization, and implement probiotics targeted at the dominant genera to improve the neurodevelopment of preterm infants.
What is Known: • In the fields of biology and medicine, current studies suggest that gut microbiota may play an important role in the critical window period of neurodevelopment through the gut-brain axis pathway. • Extensive preclinical research has implied the vital role of the initial gut colonization in the long-term neurodevelopment of children. | |
What is New: • The early-life gut microbiota was associated with neurodevelopment in preterm infants within 6 months of corrected age (MCA). |
Similar content being viewed by others
Data availability
The raw sequence data of gut microbiota from this study were uploaded to the NCBI database to generate SRA numbers, which are processed, processing ID “SUB13569272”. Once the SRA number is obtained, the data will be released on 2024–01-30 with a Doi link.
Abbreviations
- ASQ:
-
The Ages and Stages Questionnaire
- DD:
-
Developmental delay
- GLMM:
-
Generalized linear mixed model
- MCA:
-
Months of corrected age
- NICU:
-
Neonatal intensive care unit
- PERMANOVA:
-
Permutational multivariate analysis of variance
References
Chawanpaiboon S, Vogel JP, Moller AB, Lumbiganon P, Petzold M, Hogan D, Gülmezoglu AM (2019) Global, regional, and national estimates of levels of preterm birth in 2014: a systematic review and modelling analysis. Lancet Glob Health 7(1):e37–e46. https://doi.org/10.1016/S2214-109X(18)30451-0
Hee Chung E, Chou J, Brown KA (2020) Neurodevelopmental outcomes of preterm infants: a recent literature review. Transl Pediatr 9(Suppl 1), S3-S8. https://doi.org/10.21037/tp.2019.09.10
Blencowe H, Lee AC, Cousens S, Bahalim A et al (2013) Preterm birth-associated neurodevelopmental impairment estimates at regional and global levels for 2010. Pediatr Res 74(1):17–34. https://doi.org/10.1038/pr.2013.204
Wilson-Costello D, Friedman H, Minich N, Siner B, Taylor G, Schluchter M, Hack M (2007) Improved neurodevelopmental outcomes for extremely low birth weight infants in 2000–2002. Pediatrics 119(1):37–45. https://doi.org/10.1542/peds.2006-1416
Radaelli G, Leal-Conceição E, Kalil Neto F, Taurisano MRG, Majolo F, Bruzzo FTK, Nunes ML (2023) Motor and cognitive outcomes of neonates with low birth weight in Brazil: a systematic review and meta-analysis. Arq Neuropsiquiatr 81(2):186–200. https://doi.org/10.1055/s-0042-1758866
Borre YE, O’Keeffe GW, Clarke G, Stanton C, Dinan TG, Cryan JF (2014) Microbiota and neurodevelopmental windows: implications for brain disorders. Trends Mol Med 20(9):509–518. https://doi.org/10.1016/j.molmed.2014.05.002
Laue HE, Coker MO, Madan JC (2022) The developing microbiome from birth to 3 years: the gut-brain axis and neurodevelopmental outcomes. Front Pediatr 10:815885. https://doi.org/10.3389/fped.2022.815885
Sarubbo F, Cavallucci V, Pani G (2022) The influence of gut microbiota on neurogenesis: evidence and hopes. Cells 11(3). https://doi.org/10.3390/cells11030382
Alving-Jessep E, Botchway E, Wood AG, Hilton AC, Blissett JM (2022) The development of the gut microbiome and temperament during infancy and early childhood: a systematic review. Dev Psychobiol 64(7):e22306. https://doi.org/10.1002/dev.22306
Cerdó T, Diéguez E, Campoy C (2020) Impact of gut microbiota on neurogenesis and neurological diseases during infancy. Curr Opin Pharmacol 50:33–37. https://doi.org/10.1016/j.coph.2019.11.006
Chen X, Yan Z, Liu L, Zhang R, Zhang X, Peng C, Hou X (2022) Characteristics of gut microbiota of term small gestational age infants within 1 week and their relationship with neurodevelopment at 6 months. Front Microbiol 13:912968. https://doi.org/10.3389/fmicb.2022.912968
Tamana SK, Tun HM, Konya T, Chari RS, Field CJ, Guttman DS, Kozyrskyj AL (2021) Bacteroides-dominant gut microbiome of late infancy is associated with enhanced neurodevelopment. Gut Microbes 13(1):1–17. https://doi.org/10.1080/19490976.2021.1930875
Squires J, Bricker D (2009) Ages and Stages Questionnaire (ASQ): a parent completed child monitoring system, 3rd edn. Brooks Publishing Company, Baltimore, MD
Bian XY, Yao GY, SQUIRES J, Wei M, CHEN CI, Fang BH, (2010) Age and Developmental Questionnaire Shanghai children’s norm and psychometric characteristics. Zhonghua Er Ke Za Zhi 40(07):492–496
Yao GY, Bian XY, SQUIRES J, Wei M, Song W, (2010) A study on the threshold standard of infant developmental screening in the Chinese version of the Age and Developmental Questionnaire. Chin J Pediatr 48(11):824–828
Sim K, Powell E, Cornwell E, Simon Kroll J, Shaw AG (2023) Development of the gut microbiota during early life in premature and term infants. Gut Pathogens 15(1):3. https://doi.org/10.1186/s13099-022-00529-6
Li Y, Lu SL, Mo Y, Jing LF, Yao LP, Tan W, Wei QF (2023) Alterations in the intestinal microbiota of preterm infants with neurodevelopmental impairments a prospective cohort study Zhongguo dang dai er ke za zhi. Chinese journal of contemporary pediatrics 25(7):689–696. https://doi.org/10.7499/j.issn.1008-8830.2302130
Beghetti I, Barone M, Turroni S, Biagi E, Sansavini A, Brigidi P, Corvaglia L, Aceti A (2022) Correction to: Early-life gut microbiota and neurodevelopment in preterm infants: any role for Bifidobacterium? Eur J Pediatr 181(4):1779. https://doi.org/10.1007/s00431-022-04382-2
Sordillo JE, Korrick S, Laranjo N et al (2019) Association of the infant gut microbiome with early childhood neurodevelopmental outcomes: an ancillary study to the VDAART randomized clinical trial. JAMA Netw Open 2(3):e190905. https://doi.org/10.1001/jamanetworkopen.2019.0905
Carlson AL, Xia K, Azcarate-Peril MA, Goldman BD, Ahn M, Styner MA, Knickmeyer RC (2018) Infant gut microbiome associated with cognitive development. Biol Psychiatry 83(2):148–159. https://doi.org/10.1016/j.biopsych.2017.06.021
Acuña I, Cerdó T, Ruiz A, Torres-Espínola FJ, López-Moreno A, Aguilera M, Campoy C (2021) Infant gut microbiota associated with fine motor skills. Nutrients 13(5). https://doi.org/10.3390/nu13051673
Beghetti I, Barone M, Turroni S, Biagi E, Sansavini A, Brigidi P, Aceti A (2022) Early-life gut microbiota and neurodevelopment in preterm infants: any role for Bifidobacterium. Eur J Pediatr 181(4):1773–1777. https://doi.org/10.1007/s00431-021-04327-1
Sarkar A, Prescott SM, Dutra S, Yoo JY, Gordon J, Shaffer E, Groer ME (2022) Relationships of the very low birth weight infant microbiome with neurodevelopment at 2 and 4 years of age. Dev Psychobiol 64(7):e22317. https://doi.org/10.1002/dev.22317
Rozé JC, Ancel PY, Marchand-Martin L, Rousseau C, Montassier E, Monot C, Butel MJ (2020) Assessment of neonatal intensive care unit practices and preterm newborn gut microbiota and 2-year neurodevelopmental outcomes. JAMA Netw Open 3(9):e2018119. https://doi.org/10.1001/jamanetworkopen.2020.18119
Ni Y, Yang X, Zheng L, Wang Z, Wu L, Jiang J, Fu Z (2019) Lactobacillus and bifidobacterium improves physiological function and cognitive ability in aged mice by the regulation of gut microbiota. Mol Nutr Food Res 63(22):e1900603. https://doi.org/10.1002/mnfr.201900603
Parker A, Fonseca S, Carding SR (2020) Gut microbes and metabolites as modulators of blood-brain barrier integrity and brain health. Gut Microbes 11(2):135–157. https://doi.org/10.1080/19490976.2019.1638722
Alcon-Giner C, Dalby MJ, Caim S, Ketskemety J, Shaw A, Sim K, Hall LJ (2020) Microbiota supplementation with bifidobacterium and lactobacillus modifies the preterm infant gut microbiota and metabolome: an observational study. Cell Rep Med 1(5):100077. https://doi.org/10.1016/j.xcrm.2020.100077
Hui Y, Smith B, Mortensen MS, Krych L, Sørensen SJ, Greisen G, Nielsen DS (2021) The effect of early probiotic exposure on the preterm infant gut microbiome development. Gut Microbes 13(1):1951113. https://doi.org/10.1080/19490976.2021.1951113
Underwood MA, Mukhopadhyay S, Lakshminrusimha S, Bevins CL (2020) Neonatal intestinal dysbiosis. J Perinatol 40(11):1597–1608. https://doi.org/10.1038/s41372-020-00829-2
Tognini P (2017) Gut microbiota: a potential regulator of neurodevelopment. Front Cell Neurosci 11, 25. https://doi.org/10.3389/fncel.2017.00025
Seki D, Mayer M, Hausmann B, Pjevac P, Giordano V, Goeral K, Wisgrill L (2021) Aberrant gut-microbiota-immune-brain axis development in premature neonates with brain damage. Cell Host Microbe 29(10):1558–1572. https://doi.org/10.1016/j.chom.2021.08.004
Ma Y (2020) A preliminary study on the relationship between neonatal neurodevelopment and gut microbiota [Master’s theses,University of South China] (in Chinese)
Hentges CR, Silveira RC, Procianoy RS, Carvalho CG, Filipouski GR, Fuentefria RN, Terrazan AC (2014) Association of late-onset neonatal sepsis with late neurodevelopment in the first two years of life of preterm infants with very low birth weight. J Pediatr (Rio J) 90(1):50–57. https://doi.org/10.1016/j.jped.2013.10.002
Acknowledgements
The authors sincerely appreciate the support from the staff of Renmin Hospital of Wuhan University, Zhongnan Hospital of Wuhan University, and Xiaogan Central Hospital and the participation of preterm families.
Funding
This work was supported by the National College Student Innovation and Entrepreneurship Project in China (Grant numbers: 202110486089).
Author information
Authors and Affiliations
Contributions
All authors contributed to the study conceptualization and design. Methodology, investigation, formal analysis, and writing—original draft preparation were mainly performed by DZ. Writing—reviewing, editing and article revisions were performed by YC L. Methodology, supervision, and project administration were performed by JZ. Investigation and data curation were also performed by MC, XY Y, and XW. All authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Ethics approval
This is an observational study was performed in line with the principles of the Declaration of Helsinki. Approval was granted by the Ethics Committee of University of the Medical Department of University (Approval ID: WHU-LFMD-IRB2022011).
Consent to participate
Written informed consent was obtained from the parents.
Consent for publication
The authors affirm that human research participants provided informed consent for publication.
Competing interests
The authors declare no competing interests.
Additional information
Communicated by Daniele De Luca
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Zhang, D., Lan, Y., Zhang, J. et al. Effects of early-life gut microbiota on the neurodevelopmental outcomes of preterm infants: a multi-center, longitudinal observational study in China. Eur J Pediatr 183, 1733–1740 (2024). https://doi.org/10.1007/s00431-024-05423-8
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00431-024-05423-8