Yaoling Han , Zhengchuan Zhang , Zijun Wang , Yiming Li , Guanhui Chen , Chen Yi , Rui Wang , Dongsheng Yu , Yi He
{"title":"综合网络毒理学、机器学习、分子对接、实验验证等手段,阐明聚对苯二甲酸乙二醇酯微塑料致牙周炎的机制","authors":"Yaoling Han , Zhengchuan Zhang , Zijun Wang , Yiming Li , Guanhui Chen , Chen Yi , Rui Wang , Dongsheng Yu , Yi He","doi":"10.1016/j.envint.2025.109784","DOIUrl":null,"url":null,"abstract":"<div><div>Growing evidence highlights the health risks of micro-plastics (MPs) exposure, with reported accumulations in enclosed anatomical sites such as the heart, placenta, and circulatory system. However, the role of MPs in periodontitis remains unexplored. This study employed bioinformatics, network toxicology, machine learning, molecular docking, and experimental approaches to explore the effects and underlying mechanisms of polyethylene terephthalate microplastics (PET-MPs) induced periodontitis. Multi-database screening, including GEO, ChEMBL, STITCH, GeneCards, OMIM, identified 23 candidate targets linked to PET-MPs exposure. Furthermore, we used STRING, Cytoscape software and machine learning approaches to identified 13 core targets. Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment and immune cell infiltration analyses revealed that PET-MPs influence immune-related pathways, such as C-type lectin receptor signaling, VEGF receptor signaling, and TNF signaling. Molecular docking revealed high-affinity binding interactions between PET-MPs and core targets, implicating direct interference with cellular processes. Experimental assays using gingival fibroblasts (GFs) exposed to PET-MPs showed dose-dependent cytotoxicity oxidative stress induction, and pro-inflammatory activation. PET-MPs upregulated inflammation-related markers including Caspase 3, KDR, PIM2, PTGS2, MTOR, MAPK14; while downregulating AKT1 and ALPL. These findings establish a mechanistic framework linking PET-MPs exposure to periodontitis progression via redox-inflammatory crosstalk, offering novel insight into the potential pathogenesis of microplastics on periodontitis.</div></div>","PeriodicalId":308,"journal":{"name":"Environment International","volume":"203 ","pages":"Article 109784"},"PeriodicalIF":9.7000,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Integrated network toxicology, machine learning, molecular docking and experimental validation to elucidate mechanism of polyethylene terephthalate microplastics inducing periodontitis\",\"authors\":\"Yaoling Han , Zhengchuan Zhang , Zijun Wang , Yiming Li , Guanhui Chen , Chen Yi , Rui Wang , Dongsheng Yu , Yi He\",\"doi\":\"10.1016/j.envint.2025.109784\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Growing evidence highlights the health risks of micro-plastics (MPs) exposure, with reported accumulations in enclosed anatomical sites such as the heart, placenta, and circulatory system. However, the role of MPs in periodontitis remains unexplored. This study employed bioinformatics, network toxicology, machine learning, molecular docking, and experimental approaches to explore the effects and underlying mechanisms of polyethylene terephthalate microplastics (PET-MPs) induced periodontitis. Multi-database screening, including GEO, ChEMBL, STITCH, GeneCards, OMIM, identified 23 candidate targets linked to PET-MPs exposure. Furthermore, we used STRING, Cytoscape software and machine learning approaches to identified 13 core targets. Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment and immune cell infiltration analyses revealed that PET-MPs influence immune-related pathways, such as C-type lectin receptor signaling, VEGF receptor signaling, and TNF signaling. Molecular docking revealed high-affinity binding interactions between PET-MPs and core targets, implicating direct interference with cellular processes. Experimental assays using gingival fibroblasts (GFs) exposed to PET-MPs showed dose-dependent cytotoxicity oxidative stress induction, and pro-inflammatory activation. PET-MPs upregulated inflammation-related markers including Caspase 3, KDR, PIM2, PTGS2, MTOR, MAPK14; while downregulating AKT1 and ALPL. These findings establish a mechanistic framework linking PET-MPs exposure to periodontitis progression via redox-inflammatory crosstalk, offering novel insight into the potential pathogenesis of microplastics on periodontitis.</div></div>\",\"PeriodicalId\":308,\"journal\":{\"name\":\"Environment International\",\"volume\":\"203 \",\"pages\":\"Article 109784\"},\"PeriodicalIF\":9.7000,\"publicationDate\":\"2025-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Environment International\",\"FirstCategoryId\":\"93\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0160412025005355\",\"RegionNum\":1,\"RegionCategory\":\"环境科学与生态学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENVIRONMENTAL SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Environment International","FirstCategoryId":"93","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0160412025005355","RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENVIRONMENTAL SCIENCES","Score":null,"Total":0}
Integrated network toxicology, machine learning, molecular docking and experimental validation to elucidate mechanism of polyethylene terephthalate microplastics inducing periodontitis
Growing evidence highlights the health risks of micro-plastics (MPs) exposure, with reported accumulations in enclosed anatomical sites such as the heart, placenta, and circulatory system. However, the role of MPs in periodontitis remains unexplored. This study employed bioinformatics, network toxicology, machine learning, molecular docking, and experimental approaches to explore the effects and underlying mechanisms of polyethylene terephthalate microplastics (PET-MPs) induced periodontitis. Multi-database screening, including GEO, ChEMBL, STITCH, GeneCards, OMIM, identified 23 candidate targets linked to PET-MPs exposure. Furthermore, we used STRING, Cytoscape software and machine learning approaches to identified 13 core targets. Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment and immune cell infiltration analyses revealed that PET-MPs influence immune-related pathways, such as C-type lectin receptor signaling, VEGF receptor signaling, and TNF signaling. Molecular docking revealed high-affinity binding interactions between PET-MPs and core targets, implicating direct interference with cellular processes. Experimental assays using gingival fibroblasts (GFs) exposed to PET-MPs showed dose-dependent cytotoxicity oxidative stress induction, and pro-inflammatory activation. PET-MPs upregulated inflammation-related markers including Caspase 3, KDR, PIM2, PTGS2, MTOR, MAPK14; while downregulating AKT1 and ALPL. These findings establish a mechanistic framework linking PET-MPs exposure to periodontitis progression via redox-inflammatory crosstalk, offering novel insight into the potential pathogenesis of microplastics on periodontitis.
期刊介绍:
Environmental Health publishes manuscripts focusing on critical aspects of environmental and occupational medicine, including studies in toxicology and epidemiology, to illuminate the human health implications of exposure to environmental hazards. The journal adopts an open-access model and practices open peer review.
It caters to scientists and practitioners across all environmental science domains, directly or indirectly impacting human health and well-being. With a commitment to enhancing the prevention of environmentally-related health risks, Environmental Health serves as a public health journal for the community and scientists engaged in matters of public health significance concerning the environment.