Mechanistic Insights into the Effects of Liquid Crystalline Monomers on Intestinal Stem Cell Differentiation Imbalance by Integrating Machine Learning and Adverse Outcome Pathway Framework Based on Organoids

The global annual output of liquid crystal monomers (LCMs) continues to increase, yet associated environmental and health risks remain poorly characterized. Assessing the toxic effects of the LCM mixture and individual components is critical for risk evaluation. Organoid models, characterized by highly biomimetic crypt-villus structures and cellular heterogeneity, serve as the preferred in vitro platforms for risk assessments. Our results reveal that exposure to the LCM mixture inhibits organoid expansion rates and induces abnormal crypt branching. Specifically, four machine learning models predicted that 4-cyano-4'-ethoxybiphenyl (EBCN) significantly contributes to intestinal toxicity. Exposure to EBCN alone reduces the proportion of viable cells, impairs intestinal barrier function, and disrupts stem cell homeostasis. Specifically, upregulated expression of the intestinal stem cell marker olfactomedin 4 (OLFM4) aligns with molecular signatures of inflammatory bowel disease patients in the Gene Expression Omnibus (GEO) data set. Additionally, the application of the Adverse Outcome Pathway framework identifies complement component C3 as the initial event, with downstream immunosuppression mediating EBCN-induced intestinal toxicity. In conclusion, this study highlights potential adverse effects of LCMs on gut physiology and emphasizes the urgent need for comprehensive health risk assessments for both the LCM mixture and individual LCM constituents.

Authors

Institutions

Publication Details

Journal
Environmental Science & Technology
Published
2025-08-29
DOI
https://doi.org/10.1021/acs.est.5c07403
Primary Topic
Cancer Cells and Metastasis
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Mechanistic Insights into the Effects of Liquid Crystalline Monomers on Intestinal Stem Cell Differentiation Imbalance by Integrating Machine Learning and Adverse Outcome Pathway Framework Based on Organoids

Jiayi Liang, Danyang Huang, Lian Duan, Ai Gao et al.
2 links
Environmental Science & Technology
Cancer Cells and Metastasis
article

Mechanistic Insights into the Effects of Liquid Crystalline Monomers on Intestinal Stem Cell Differentiation Imbalance by Integrating Machine Learning and Adverse Outcome Pathway Framework Based on Organoids

Jiayi Liang, Danyang Huang, Lian Duan, Ai Gao, Guoqin Jiang, Wei Zhang, Ziyan Liu, Huiwen Kang, Ziyan Wang
article en

Abstract

The global annual output of liquid crystal monomers (LCMs) continues to increase, yet associated environmental and health risks remain poorly characterized. Assessing the toxic effects of the LCM mixture and individual components is critical for risk evaluation. Organoid models, characterized by highly biomimetic crypt-villus structures and cellular heterogeneity, serve as the preferred in vitro platforms for risk assessments. Our results reveal that exposure to the LCM mixture inhibits organoid expansion rates and induces abnormal crypt branching. Specifically, four machine learning models predicted that 4-cyano-4'-ethoxybiphenyl (EBCN) significantly contributes to intestinal toxicity. Exposure to EBCN alone reduces the proportion of viable cells, impairs intestinal barrier function, and disrupts stem cell homeostasis. Specifically, upregulated expression of the intestinal stem cell marker olfactomedin 4 (OLFM4) aligns with molecular signatures of inflammatory bowel disease patients in the Gene Expression Omnibus (GEO) data set. Additionally, the application of the Adverse Outcome Pathway framework identifies complement component C3 as the initial event, with downstream immunosuppression mediating EBCN-induced intestinal toxicity. In conclusion, this study highlights potential adverse effects of LCMs on gut physiology and emphasizes the urgent need for comprehensive health risk assessments for both the LCM mixture and individual LCM constituents.

Environmental Science & TechnologyVol. 59(35)
Capital University (US), Capital Medical University (CN), Ministry of Ecology and Environment (CN)
National Natural Science Foundation of China, Beijing Municipal Commission of Education, Project of High-level Teachers in Beijing Municipal Universities in the Period of 13th Five-year Plan
Openalex Percentile: Top 68%
Cancer Cells and Metastasis
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.