Metabolomic alterations in cord blood improve the prediction of childhood-onset neurodevelopmental disorders

We aimed to identify cord blood metabolic measures associated with childhood-onset neurodevelopmental disorders (NDDs) and to examine whether they improve prediction beyond known early-life risk factors. In a prospective study of 858 children followed to a median age of 14.1 years (IQR 13.7-14.8), cord blood levels of 110 metabolic measures were assessed at birth and NDD diagnoses obtained from nationwide register. We identified 12 cord blood metabolic measures together explaining 5.0% of variance in any NDD, seven related to HDL synthesis, concentration and composition, one to concentration of lipoprotein particles, two to fatty acids and two to amino acids; their levels were 0.26-0.36(95%CI: -0.55, -0.06) standard deviations lower in the children who were later diagnosed with any NDD compared to the children with no mental disorders (p-value for overall model including all 12 metabolic measures <0.0001). They were also associated with early-life risk factors of NDDs, and improved the prediction of any NDD over a model that included only sociodemographic, prenatal and birth-related early-life risk factors(AUC = 0.74,95% CI 0.69-0.79; R2 = 16.6%; p < 0.0001 vs. AUC 0.71,95% CI, 0.66-0.76; R2 = 12.2%; p < 0.0001; Likelihood Ratio Test [LRT] p = 0.04). The improvement was more modest when the model additionally included maternal polygenic risk scores for ADHD and ASD (AUC = 0.75,95% CI 0.70-0.80; R2 = 18.3%; p < 0.0001 vs. AUC 0.72,95% CI, 0.67-0.78; R2 = 13.9%; p < 0.0001; LRT p = 0.08). Cord blood metabolic measures predicted NDDs diagnosed from birth through adolescence and improved prediction beyond early-life risk factors, with smaller incremental value when maternal PRSs for ADHD and ASD were included.

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Journal
Translational Psychiatry
Published
2026-06-25
DOI
https://doi.org/10.1038/s41398-026-04208-x
Primary Topic
Neonatal and fetal brain pathology
Type
article
Field-Weighted Citation Impact
0.00

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article

Metabolomic alterations in cord blood improve the prediction of childhood-onset neurodevelopmental disorders

Marius Lahti‐Pulkkinen, Katri Räikkönen, Eero Kajantie, Jari M. T. Lahti et al.
Translational Psychiatry
Neonatal and fetal brain pathology
article

Metabolomic alterations in cord blood improve the prediction of childhood-onset neurodevelopmental disorders

Marius Lahti‐Pulkkinen, Katri Räikkönen, Eero Kajantie, Jari M. T. Lahti, Aino Airikka, Chenyao Ni, Li Tian, Polina Girchenko
article en

Abstract

We aimed to identify cord blood metabolic measures associated with childhood-onset neurodevelopmental disorders (NDDs) and to examine whether they improve prediction beyond known early-life risk factors. In a prospective study of 858 children followed to a median age of 14.1 years (IQR 13.7-14.8), cord blood levels of 110 metabolic measures were assessed at birth and NDD diagnoses obtained from nationwide register. We identified 12 cord blood metabolic measures together explaining 5.0% of variance in any NDD, seven related to HDL synthesis, concentration and composition, one to concentration of lipoprotein particles, two to fatty acids and two to amino acids; their levels were 0.26-0.36(95%CI: -0.55, -0.06) standard deviations lower in the children who were later diagnosed with any NDD compared to the children with no mental disorders (p-value for overall model including all 12 metabolic measures <0.0001). They were also associated with early-life risk factors of NDDs, and improved the prediction of any NDD over a model that included only sociodemographic, prenatal and birth-related early-life risk factors(AUC = 0.74,95% CI 0.69-0.79; R2 = 16.6%; p < 0.0001 vs. AUC 0.71,95% CI, 0.66-0.76; R2 = 12.2%; p < 0.0001; Likelihood Ratio Test [LRT] p = 0.04). The improvement was more modest when the model additionally included maternal polygenic risk scores for ADHD and ASD (AUC = 0.75,95% CI 0.70-0.80; R2 = 18.3%; p < 0.0001 vs. AUC 0.72,95% CI, 0.67-0.78; R2 = 13.9%; p < 0.0001; LRT p = 0.08). Cord blood metabolic measures predicted NDDs diagnosed from birth through adolescence and improved prediction beyond early-life risk factors, with smaller incremental value when maternal PRSs for ADHD and ASD were included.

Translational Psychiatry
University of Helsinki (FI), Norwegian University of Science and Technology (NO), Oulu University Hospital (FI), Helsinki University Hospital (FI), Finnish Institute for Health and Welfare (FI), The Queen's Medical Research Institute (GB), Folkhälsans Forskningscentrum (FI), University of Edinburgh (GB)
European Commission, HORIZON EUROPE Framework Programme
Openalex Percentile: Top 5%
Neonatal and fetal brain pathology
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