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Record W4415711061 · doi:10.1101/2025.10.28.685153

Combined Metabolic and Viral Insults in Pregnancy Disrupt Specific Placental Nutrient Transporter Systems in Mice

2025· preprint· W4415711061 on OpenAlexafffund
Thaina Ferraz, Lucas Carvalho Cardoso, Sadra Mohammadkhani, Enrrico Bloise, Kristin L. Connor

Bibliographic record

VenuebioRxiv (Cold Spring Harbor Laboratory) · 2025
Typepreprint
Language
FieldMedicine
TopicGestational Diabetes Research and Management
Canadian institutionsCarleton University
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsPlacentaFetusPregnancyFetal membraneTrophoblastTransporterOffspringGestation

Abstract

fetched live from OpenAlex

Abstract The placenta adapts to support nutrient transport to meet the demands of the growing fetus. Maternal obesity and viral infection are associated with adverse fetoplacental development. How co-exposure affects placental morphology and nutrient transport across gestation remains unclear. We hypothesise that co-exposure would have a greater impact on placental morphology and nutrient transporter expression than either of the exposures alone. C57BL/6J mice were fed a control (CON) or high-fat (HF) diet before and throughout pregnancy and exposed to poly(I:C) or vehicle at gestational days (GD) 12.5, 15.5, or 18.5. Placental morphology, folate and fatty acid transporter mRNA expression and localisation were evaluated by haematoxylin and eosin staining, immunohistochemistry (reported as % immunoreactivity (ir)-area stained), and qPCR, respectively. At GD12.5, HF diet associated with reduced junctional zone (JZ) and labyrinth zone (LZ) area and increased maternal blood space, followed by reduced fetal blood space at GD15.5 and increased JZ and LZ area size by GD18.5. HF diet and viral infection independently associated with increased placental Fat/Cd36 mRNA expression at GD12.5. However, HF diet and infection associated with increased ir-FR-α while HF diet alone decreased ir-PCFT at GD12.5. By GD15.5, HF diet associated with reduced placental ir-FR-α but increased ir-PCFT. At GD18.5, infection associated with reduced Rfc1 mRNA expression. HF diet and infection associated with greater prevalence of SGA and LGA fetuses, particularly at GD18.5. Obesity and infection independently and synergistically disrupted placental morphology and nutrient transporter expression in a zone- and gestational age-specific manner, with consequences for fetal growth across gestation.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.000
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0030.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.012
GPT teacher head0.234
Teacher spread0.222 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes2
Has abstractyes

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