Abstract
Background
Exposure to tobacco smoke during pregnancy is an established risk factor for early birth including early term birth (ETB) and preterm birth (PTB). However, the underlying molecular mechanisms are minimally understood. In this study, we aimed to characterize the newborn metabolomic associations with early pregnancy maternal tobacco exposure biomarkers and early birth in 269 mother-child pairs in the Atlanta African American Maternal-Child Cohort (2016–2020).
Methods
Established tobacco exposure biomarkers, cotinine and trans-3′-hydroxycotinine (3HC), were measured in maternal urine samples collected between 8–14 weeks of gestation. Newborn dried blood spots were collected for high-resolution metabolomics profiling. Metabolome-wide association studies and pathway enrichment analyses were conducted to determine metabolomic signals and pathways associated with tobacco exposure biomarkers, ETB, and PTB.
Results
We show that biopterin metabolism is a significantly enriched pathway for all exposures and outcomes. Both tobacco exposure biomarkers are associated with riboflavin metabolism. The metabolites riboflavin and 5-hydroxytryptophan are associated with all exposures and outcomes.
Conclusions
Taken together, these findings demonstrate that the newborn metabolome is altered by prenatal tobacco exposure and that these alterations are associated with elevated risks of early birth. Furthermore, perturbation in biopterin metabolism is a potential mechanism linking maternal tobacco exposure to early birth.
Plain language summary
Maternal tobacco exposure during pregnancy increases the risk of babies being born too early, but the biological reasons for this are not well understood. In this study, we analyzed tiny chemical signals called metabolites in newborn blood samples and compared them with measures of tobacco exposure during early pregnancy and birth timing. We found that tobacco exposure is linked to specific changes in the newborn’s chemistry that are also associated with early birth. These changes point to a biological pathway that may help explain how tobacco affects pregnancy. Our findings improve understanding of how tobacco exposure influences early delivery and may help guide future prevention efforts for pregnant women with high exposure.
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Data availability
The raw and processed metabolomics data from this study have been archived in the Metabolomics Workbench (https://www.metabolomicsworkbench.org/, Study ID ST002692) through the UNC HHEAR Laboratory. Exposure and outcome data are not publicly available due to data privacy regulations. Source data for the main figures presented are found in the Supplementary Data file.
Code availability
Pathway enrichment analyses were performed using mummichog (version 2.7). All analysis scripts used in this study are available from the corresponding author upon reasonable request.
References
Havard, A., Chandran, J. J. & Oei, J. L. Tobacco use during pregnancy. Addiction 117, 1801–1810 (2022).
American College of Obstetricians and Gynecologists ACOG Committee on Practice Bulletins—Obstetrics Practice Bulletin No. 171: management of preterm labor. Obstet. Gynecol. 128, e155–e164 (2016).
American College of Obstetricians and Gynecologists ACOG Committee Opinion No 579: definition of term pregnancy. Obstet. Gynecol. 122, 1139–1140 (2013).
Cheong, J. L. et al. Association between moderate and late preterm birth and neurodevelopment and social-emotional development at age 2 years. JAMA Pediatr. 171, e164805 (2017).
Markopoulou, P., Papanikolaou, E., Analytis, A., Zoumakis, E. & Siahanidou, T. Preterm birth as a risk factor for metabolic syndrome and cardiovascular disease in adult life: a systematic review and meta-analysis. J. Pediatr. 210, 69–80.e65 (2019).
Barber, L. E., Bertrand, K. A., Rosenberg, L., Battaglia, T. A. & Palmer, J. R. Pre- and perinatal factors and incidence of breast cancer in the Black Women’s Health Study. Cancer Causes Control 30, 87–95 (2019).
Osterman, M., Hamilton, B., Martin, J. A., Driscoll, A. K. & Valenzuela, C. P. Births: final data for 2020. Natl. Vital Stat. Rep. 70, 1–50 (2021).
Kipling, L., Bombard, J., Wang, X. & Cox, S. Cigarette smoking among pregnant women during the perinatal period: prevalence and health care provider inquiries—pregnancy risk assessment monitoring system, United States, 2021. MMWR Morb. Mortal. Wkly. Rep. 73, 393–398 (2024).
Brody, D. J., Faust, E. & Tsai, J. Secondhand smoke exposure among nonsmoking adults: United States, 2015-2018. NCHS Data Brief. 396, 1–8 (2021).
Fru, D. N., Kelly, E., Orischak, M. & DeFranco, E. A. Social determinants of preterm birth amongst non-hispanic black individuals. Am. J. Perinatol. 42, 781–787 (2025).
Murphy, S. E. Biochemistry of nicotine metabolism and its relevance to lung cancer. J. Biol. Chem. 296, 100722 (2021).
Benowitz, N. L., St Helen, G., Nardone, N., Cox, L. S. & Jacob, P. Urine metabolites for estimating daily intake of nicotine from cigarette smoking. Nicotine Tob. Res. 22, 288–292 (2020).
Benowitz, N. L. et al. Biochemical verification of tobacco use and abstinence: 2019 update. Nicotine Tob. Res. 22, 1086–1097 (2020).
Morales-Prieto, D. M. et al. Smoking for two- effects of tobacco consumption on placenta. Mol. Asp. Med. 87, 101023 (2022).
Suter, M. A. & Aagaard, K. M. The impact of tobacco chemicals and nicotine on placental development. Prenat. Diagn. 40, 1193–1200 (2020).
Taibl, K. R. et al. Newborn metabolomic signatures of maternal per- and polyfluoroalkyl substance exposure and reduced length of gestation. Nat. Commun. 14, 3120 (2023).
Tchen, R. et al. Use of high-resolution metabolomics to assess the biological perturbations associated with maternal exposure to Bisphenol A and Bisphenol F among pregnant African American women. Environ. Int. 169, 107530 (2022).
Zhang, X. et al. Assessment of metabolic perturbations associated with exposure to phthalates among pregnant African American women. Sci. Total Environ. 818, 151689 (2022).
Chang, C. J. et al. Per- and polyfluoroalkyl substance (PFAS) exposure, maternal metabolomic perturbation, and fetal growth in African American women: a meet-in-the-middle approach. Environ. Int. 158, 106964 (2022).
Tan, Y. et al. High-resolution metabolomics of exposure to tobacco smoke during pregnancy and adverse birth outcomes in the Atlanta African American maternal-child cohort. Environ. Pollut. 292, 118361 (2022).
Liang, D. et al. Use of high-resolution metabolomics for the identification of metabolic signals associated with traffic-related air pollution. Environ. Int. 120, 145–154 (2018).
Li, S., Dunlop, A. L., Jones, D. P. & Corwin, E. J. High-resolution metabolomics: review of the field and implications for nursing science and the study of preterm birth. Biol. Res Nurs. 18, 12–22 (2016).
Hoffman, S. S. et al. Impact of prenatal phthalate exposure on newborn metabolome and infant neurodevelopment. Nat. Commun. 16, 2539 (2025).
Rolle-Kampczyk, U. E. et al. Metabolomics reveals effects of maternal smoking on endogenous metabolites from lipid metabolism in cord blood of newborns. Metabolomics 12, 76 (2016).
Fischer, S. T. et al. Low-level maternal exposure to nicotine associates with significant metabolic perturbations in second-trimester amniotic fluid. Environ. Int. 107, 227–234 (2017).
Cajachagua-Torres, K. N. et al. Fetal exposure to maternal smoking and neonatal metabolite profiles. Metabolites 12, 1101 (2022).
Snyder, B. M. et al. Associations between smoking and smoking cessation during pregnancy and newborn metabolite concentrations: findings from PRAMS and INSPIRE birth cohorts. Metabolites 13, 1163 (2023).
He, D. et al. An untargeted metabolome-wide association study of maternal perinatal tobacco smoking in newborn blood spots. Metabolomics 21, 30 (2025).
Rushing, B. R. et al. Fecal metabolomics reveals products of dysregulated proteolysis and altered microbial metabolism in obesity-related osteoarthritis. Osteoarthr. Cartil. 30, 81–91 (2022).
Lynch, D. H. et al. Baseline serum biomarkers predict response to a weight loss intervention in older adults with obesity: a pilot study. Metabolites 13, 853 (2023).
Brennan, P. A. et al. Protocol for the Emory University African American maternal stress and infant gut microbiome cohort study. BMC Pediatr. 19, 246 (2019).
Corwin, E. J. et al. Protocol for the Emory University African American Vaginal, Oral, and Gut Microbiome in Pregnancy Cohort Study. BMC Pregnancy Childbirth 17, 161 (2017).
Yakimavets, V. et al. Simultaneous quantification of urinary tobacco and marijuana metabolites using solid-supported liquid-liquid extraction coupled with liquid chromatography tandem mass spectrometry. J. Chromatogr. B Anal. Technol. Biomed. Life Sci. 1208, 123378 (2022).
Hornung, R. W. & Reed, L. D. Estimation of average concentration in the presence of nondetectable values. Appl. Occup. Environ. Hyg. 5, 46–51 (1990).
American College of Obstetricians and Gynecologists Committee on Obstetric Practice. Committee Opinion No 700: methods for estimating the due date. Obstet. Gynecol. 129, e150–e154 (2017).
Georgia Department of Public Health. Georgia Newborn Screening Policy and Procedure Manual (Georgia Department of Public Health, 2024).
Barr, D. B. et al. The use of dried blood spots for characterizing children’s exposure to organic environmental chemicals. Environ. Res. 195, 110796 (2021).
Li, S. et al. Multi-omics analysis of glucose-mediated signaling by a moonlighting Gβ protein Asc1/RACK1. PLoS Genet. 17, e1009640 (2021).
Benjamini, Y. & Hochberg, Y. Controlling the false discovery rate: a practical and powerful approach to multiple testing. J. R. Stat. Soc. Ser. B (Methodol.) 57, 289–300 (1995).
Sumner, L. W. et al. Proposed minimum reporting standards for chemical analysis Chemical Analysis Working Group (CAWG) Metabolomics Standards Initiative (MSI). Metabolomics 3, 211–221 (2007).
Li, S. et al. Predicting network activity from high throughput metabolomics. PLoS Comput. Biol. 9, e1003123 (2013).
Hwang, S. et al. Using follicular fluid metabolomics to investigate the association between air pollution and oocyte quality. Environ. Int. 169, 107552 (2022).
Gaskins, A. J. et al. Periconception air pollution, metabolomic biomarkers, and fertility among women undergoing assisted reproduction. Environ. Int. 155, 106666 (2021).
Eichwald, T. et al. Tetrahydrobiopterin: beyond its traditional role as a cofactor. Antioxidants 12, 1037 (2023).
Parra, M., Stahl, S. & Hellmann, H. Vitamin B₆ and its role in cell metabolism and physiology. Cells 7, 84 (2018).
Rosenfeld, C. S. The placenta-brain-axis. J. Neurosci. Res. 99, 271–283 (2021).
Karahoda, R. et al. Prenatal inflammation as a link between placental expression signature of tryptophan metabolism and preterm birth. Hum. Mol. Genet. 30, 2053–2067 (2021).
Le Foll, B. et al. Tobacco and nicotine use. Nat. Rev. Dis. Primers 8, 19 (2022).
Sutton, E. F., Gemmel, M. & Powers, R. W. Nitric oxide signaling in pregnancy and preeclampsia. Nitric Oxide 95, 55–62 (2020).
Abdelghany, T. M. et al. Cigarette smoke constituents cause endothelial nitric oxide synthase dysfunction and uncoupling due to depletion of tetrahydrobiopterin with degradation of GTP cyclohydrolase. Nitric Oxide 76, 113–121 (2018).
Chuaiphichai, S. et al. Endothelial GTPCH (GTP Cyclohydrolase 1) and tetrahydrobiopterin regulate gestational blood pressure, uteroplacental remodeling, and fetal growth. Hypertension 78, 1871–1884 (2021).
Guerby, P. et al. Role of oxidative stress in the dysfunction of the placental endothelial nitric oxide synthase in preeclampsia. Redox Biol. 40, 101861 (2021).
Brown, H. K., Speechley, K. N., Macnab, J., Natale, R. & Campbell, M. K. Maternal, fetal, and placental conditions associated with medically indicated late preterm and early term delivery: a retrospective study. BJOG 123, 763–770 (2016).
Delnord, M., Blondel, B., Prunet, C. & Zeitlin, J. Are risk factors for preterm and early-term live singleton birth the same? A population-based study in France. BMJ Open 8, e018745 (2018).
Mosegaard, S. et al. Riboflavin deficiency—implications for general human health and inborn errors of metabolism. Int. J. Mol. Sci. 21, 3847 (2020).
Chełchowska, M. et al. Influence of oxidative stress generated by smoking during pregnancy on glutathione status in mother-newborn pairs. Antioxidants 10, 1866 (2021).
Zuñiga, L. F. F., Muñoz, Y. S. & Pustovrh, M. C. Thyroid hormones: Metabolism and transportation in the fetoplacental unit. Mol. Reprod. Dev. 89, 526–539 (2022).
Filis, P. et al. Maternal smoking and high BMI disrupt thyroid gland development. BMC Med. 16, 194 (2018).
McDonald, S. D. et al. The effect of tobacco exposure on maternal and fetal thyroid function. Eur. J. Obstet. Gynecol. Reprod. Biol. 140, 38–42 (2008).
Shields, B. et al. Cigarette smoking during pregnancy is associated with alterations in maternal and fetal thyroid function. J. Clin. Endocrinol. Metab. 94, 570–574 (2009).
LaFranchi, S. H. Thyroid function in preterm/low birth weight infants: impact on diagnosis and management of thyroid dysfunction. Front. Endocrinol. 12, 666207 (2021).
Gabbs, M., Leng, S., Devassy, J. G., Monirujjaman, M. & Aukema, H. M. Advances in our understanding of oxylipins derived from dietary PUFAs. Adv. Nutr. 6, 513–540 (2015).
Li, W. J. et al. PGE2 vs PGF2α in human parturition. Placenta 104, 208–219 (2021).
de Vaan, M. D. et al. Mechanical methods for induction of labour. Cochrane Database Syst. Rev. 3, Cd001233 (2023).
Dalto, D. B. & Matte, J. J. Pyridoxine (vitamin B₆) and the glutathione peroxidase system; a link between one-carbon metabolism and antioxidation. Nutrients 9, 189 (2017).
Florescu, A. et al. Methods for quantification of exposure to cigarette smoking and environmental tobacco smoke: focus on developmental toxicology. Ther. Drug Monit. 31, 14–30 (2009).
Marques, H. et al. Recent developments in the determination of biomarkers of tobacco smoke exposure in biological specimens: a review. Int. J. Environ. Res. Public Health 18, 1768 (2021).
Acknowledgements
P.C.N. is supported by the NIEHS T32 Training Program in Environmental Health and Toxicology (T32 ES012870). This study was also supported by National Institutes of Health (NIH) research grants [R01ES035738, R01NR014800, R01MD009064, R24ES029490, R01MD009746], NIH Center Grants [P50ES02607, P30ES019776, U2CES026560, U2CES026542, UH3OD023318], NIH Training Grant (K01ES035082), and Environmental Protection Agency (USEPA) center grant [83615301]. The untargeted metabolomics was supported by the Human Health Exposure Analysis Resource (HHEAR) program, NIEHS grant [1U2CES030857-01].
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P.C.N. completed the analysis, interpretation, data and code validations, manuscript visualizations, and writing of the manuscript. X.L. completed the initial analysis and initial writing of the manuscript. X.L., P.C.N., and D.L. were involved in the study’s conceptualization and methodology. A.L.D., E.J.C., D.B.B., P.B.R., D.P.J., and D.L. were involved in funding and resource acquisition, project administration, and manuscript review and editing. V.Y., P.P., B.R., S.L.M., and S.S. were involved in data collection, data curation, manuscript review, and editing. M.R., S.M.E., and Y.T. contributed to manuscript review and editing.
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Communications Medicine thanks Wenqian Lu, Stefan Röder, and the other, anonymous, reviewer(s) for their contribution to the peer review of this work. A peer review file is available.
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Nesbeth, PD.C., Lyu, X., Dunlop, A.L. et al. Newborn metabolomic perturbations associated with prenatal tobacco smoke exposure and early birth. Commun Med (2026). https://doi.org/10.1038/s43856-026-01534-5
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DOI: https://doi.org/10.1038/s43856-026-01534-5


