Evidence map›Paper›PMID 41516175›Full record

ArticleInternational journal of molecular sciences2025

Biologically Informed Machine Learning Prioritizes Dietary Supplements That Protect Neural Crest Cells from Ethanol-Induced Epigenetic Dysregulation and Developmental Impairment.

Xiaoqing Wang, Miao Bai, Shuoyang Wang, Hongjia Qian, Jie Liu, Wenke Feng, Huang-Ge Zhang, Xiaoyang Wu, Shao-Yu Chen

Abstract read
In one paragraph

Article in International journal of molecular sciences, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Xiaoqing WangDepartment of Pharmacology and Toxicology, Health Sciences Center, University of Louisville, Louisville, KY 40292, USA.
Miao BaiDepartment of Pharmacology and Toxicology, Health Sciences Center, University of Louisville, Louisville, KY 40292, USA.
Shuoyang WangDepartment of Bioinformatics and Biostatistics, University of Louisville, Louisville, KY 40292, USA.ORCID 0000-0001-6963-6267
Hongjia QianDepartment of Pharmacology and Toxicology, Health Sciences Center, University of Louisville, Louisville, KY 40292, USA.
Jie LiuDepartment of Pharmacology and Toxicology, Health Sciences Center, University of Louisville, Louisville, KY 40292, USA.
Wenke FengDepartment of Structural and Cellular Biology, School of Medicine, Tulane University, New Orleans, LA 70112, USA.
Huang-Ge ZhangDepartment of Microbiology and Immunology, James Graham Brown Cancer Center, University of Louisville, Louisville, KY 40292, USA.
Xiaoyang WuBen May Department for Cancer Research, University of Chicago, Chicago, IL 60605, USA.
Shao-Yu ChenDepartment of Pharmacology and Toxicology, Health Sciences Center, University of Louisville, Louisville, KY 40292, USA.ORCID 0000-0001-7953-9700

Funding

The Role of Nutrition in the Development/Progression of Alcohol-Induced Organ InjuryP50AA024337 · NIAAA · UNIVERSITY OF LOUISVILLE · PI CRAIG J. MCCLAIN · 2016 to 2026
$17.9M
Mechanisms of Probiotics in Alcoholic Liver DiseaseR01AA023190 · NIAAA · UNIVERSITY OF LOUISVILLE · PI FENG, WENKE · 2015 to 2024
$3.5M
Intestine FXR activation by LGG-derived nanoparticles in alcohol-associated liver diseaseR01AA030424 · NIAAA · UNIVERSITY OF LOUISVILLE · PI WENKE FENG · 2022 to 2026
$2.6M
Role of exosomes in the coordinated migration of neural crest cells and placodes and ethanol-induced teratogenesisR01AA028435 · NIAAA · UNIVERSITY OF LOUISVILLE · PI CHEN, SHAO-YU · 2020 to 2024
$1.8M
NIAAA NIH HHS AA024337NIAAA NIH HHS AA028435NIAAA NIH HHS AA030424NIAAA NIH HHS P50 AA024337NIAAA NIH HHS R01 AA023190NIAAA NIH HHS R01 AA028435NIAAA NIH HHS R01 AA030424
6 · The paper itself

Abstract

The impairment of neural crest cells (NCCs) plays a pivotal role in the pathogenesis of fetal alcohol spectrum disorders (FASD). Epigenetic regulators mediate ethanol-induced disruptions in NCC development and represent promising targets for nutritional interventions. Here, we developed a biologically informed machine learning framework to predict nutritional supplements that modulate five key epigenetic regulators (

Indexed as

Dietary SupplementsEpigenesis, GeneticEthanolFetal Alcohol Spectrum DisordersMachine LearningNeural CrestAnimalsHumansMicroRNAsPredictive Learning ModelsEthanolMicroRNAsartificial intelligencebiologically informed machine learning modelsepigeneticsfetal alcohol spectrum disorders (FASD)neural crest cells

Identifiers

PMID41516175
PMCPMC12785273

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.