First-Trimester Maternal Gut Microbiome and Small Vulnerable Newborns: A Prospective Cohort Study
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Published on: January 9, 2026
Rachel McMillan1, Rebecca M Dria2, G Brett Moreau3
1Department of Microbiology, Immunology, and Cancer Biology, School of Medicine, University of Virginia, Charlottesville, Virginia, USA.
Objectives:
To investigate the relationship between the first trimester gut microbiome and small vulnerable newborns (SVN).
Setting:
Rural low- and middle-income country: Bangladesh.
Population:
213 women were enrolled during the first trimester of pregnancy as part of the NICHD Global Network for Women's and Children's Health registry, Bangladesh.
Methods:
Observational study of the maternal gut microbiome and birth outcomes. Blood and stool samples were collected at enrollment. Birth outcomes were recorded within 72 h of delivery. Random forest machine learning models trained on microbiome data were used to predict SVN or first-trimester maternal features of interest. Hold out sets were used to test model accuracy.
Main Outcome Measures:
SVN (born preterm, low birth weight, or small for gestational age).
Results:
The birth outcome SVN (n = 106) was discriminated from non-SVN (n = 107) using a microbiome-trained random forest model (AUC = 0.653, 95% CI 0.518-0.789). The microbiome also predicted the inflammatory markers plasma alpha-1-acid glycoprotein and faecal calprotectin (AUC = 0.742, 95% CI: 0.616-0.868 and AUC = 0.793, 95% CI: 0.680-0.905, respectively), while micronutrient concentrations, anaemia, C-reactive protein and the presence of atypical Enteropathogenic E. coli were not reliably predicted. Higher alpha-1-acid glycoprotein was significantly associated with SVN (aOR = 1.98; 95% CI: 1.04-3.85) whereas calprotectin was not.
Conclusions:
In this prospective cohort, first-trimester maternal gut microbiome composition showed modest discrimination for SVN and a marker of systemic inflammation. These findings support further investigation of early pregnancy microbiome-inflammation pathways in fetal growth restriction and preterm birth.
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