Amniotic fluid metabolic biomarkers of fetal physiology and pregnancy success
Amniotic fluid (AF) profiling provides a minimally invasive window into early fetal physiology. We characterized the AF metabolome from first trimester (Day 68) Holstein dairy heifers (n = 45), considering fetal sex, conception method [in vitro fertilization vs. artificial insemination (AI)], and eventual pregnancy outcome as key variables. Multivariate statistics uncovered differentially abundant metabolites for each comparison-including markers that preceded spontaneous abortion-independently of recipient age, weight, gestation length, or fetal genetics. Thereafter, a machine learning algorithm using panels of six metabolites accurately predicted fetal sex (AUROC = 0.76; P = 0.023) and pregnancy viability (AUROC = 0.81; P = 0.018), while corroborating conception method (AUROC = 0.91; P = 0.001). External validation using AF (Day 42) from an independent cohort of beef heifers (n = 22) reproduced the fetal sex classifier with similarly high sensitivity and specificity (AUROC = 0.85, P = 0.029). These findings reveal metabolic signatures that forecast fetal sex and pregnancy viability, while confirming distinct metabolic imprints of assisted-conception modalities. These data lay the groundwork for next-generation AF prenatal diagnostics in veterinary and human obstetrics.
Authors
- Anastassios Vourekas (ORCID: https://orcid.org/0000-0002-1850-5635)
- María Belén Rabaglino (ORCID: https://orcid.org/0000-0002-0099-045X)
- Xing Fu (ORCID: https://orcid.org/0000-0001-5419-2691)
- Michael McDonald (ORCID: https://orcid.org/0000-0002-4063-4441)
- Daniela C. Pereira
- V. C. Fricke
- Victor Antonio Absalón-Medina (ORCID: https://orcid.org/0000-0002-8666-3854)
- Antonios Matsakas (ORCID: https://orcid.org/0000-0003-0746-0088)
- Constantine A. Simintiras (ORCID: https://orcid.org/0000-0001-5123-258X)
- Pablo J. Ross (ORCID: https://orcid.org/0000-0002-3972-3754)
- Rocío Melissa Rivera (ORCID: https://orcid.org/0000-0002-9832-9618)
- Dailin Fuego
- José María Sánchez (ORCID: https://orcid.org/0000-0003-3889-2342)
- Patrick Lonergan (ORCID: https://orcid.org/0000-0002-6094-771X)
- Rodrigo Vasconcellos Sala (ORCID: https://orcid.org/0000-0002-9888-3467)
- Iebu Devkota
- Zachary L Bonomo
Institutions
- University College Dublin (IE)
- Manchester Metropolitan University (GB)
- Louisiana State University (US)
- Louisiana State University Agricultural Center (US)
- University of Applied Sciences Utrecht (NL)
- Utrecht University (NL)
- Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (ES)
- Heifer International (US)
- STgenetics (United States) (US)
- The Ohio State University (US)
- University of Missouri (US)
- University of California, Davis (US)
Publication Details
- Journal
- Biology of Reproduction
- Published
- 2025-10-18
- DOI
- https://doi.org/10.1093/biolre/ioaf236
- Primary Topic
- Pregnancy and preeclampsia studies
- Type
- article
- Field-Weighted Citation Impact
- 0.00