Pan Tongtong, Shen Yujuan, Li Ting, Yi Fangfang, Wu Shijia, Huang Yilun, Zhang Huadong, Zhang Qiongying, Chen Yongping, Chen Dazhi
{"title":"解码酒精性肝炎中的铁变态反应:枢纽基因识别的生物信息学方法。","authors":"Pan Tongtong, Shen Yujuan, Li Ting, Yi Fangfang, Wu Shijia, Huang Yilun, Zhang Huadong, Zhang Qiongying, Chen Yongping, Chen Dazhi","doi":"10.1016/j.ygeno.2025.111009","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Ferroptosis is associated with alcoholic hepatitis (AH); however, the underlying mechanisms remain unclear.</p><p><strong>Methods: </strong>Changes in iron content and oxidative stress in AH patients and in vivo and in vitro models were analyzed. Iron homeostasis pathways in the livers of patients with AH were investigated using RNA sequencing. AH-associated ferroptosis-related genes (FRGs) were identified using weighted gene co-expression network analysis. Hub genes were identified using machine learning methods, and their diagnostic potential for AH was assessed. The correlation between FRGs and the immune microenvironment was analyzed, and the underlying regulatory mechanism was explored. FRG expression was validated in clinical samples and in vitro and in vivo models. The role of FRGs in AH-related ferroptosis was explored through gene-silencing experiments.</p><p><strong>Results: </strong>Significant iron deposits and oxidative stress were detected in clinical samples and in vivo and in vitro AH models. Bioinformatics identified GCLC, NQO1, and ULK1 as key FRGs linked to the immune microenvironment and AH-related pathogenic genes. A nomogram based on these FRGs accurately assessed AH risk, as validated using the calibration curve. A regulatory network involving 154 miRNAs and 136 transcription factors was mapped for FRGs. In AH patients, NQO1 was upregulated in the liver, whereas GCLC and ULK1 were downregulated. Silencing GCLC and ULK1 reduced cell viability and increased oxidative stress and ferroptosis, whereas silencing NQO1 had the opposite effect.</p><p><strong>Conclusions: </strong>Therefore, GCLC, NQO1, and ULK1 are key AH-related FRGs, potentially serving as targets for diagnosing and treating AH.</p>","PeriodicalId":12521,"journal":{"name":"Genomics","volume":" ","pages":"111009"},"PeriodicalIF":3.4000,"publicationDate":"2025-01-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Decoding ferroptosis in alcoholic hepatitis: A bioinformatics approach to hub gene identification.\",\"authors\":\"Pan Tongtong, Shen Yujuan, Li Ting, Yi Fangfang, Wu Shijia, Huang Yilun, Zhang Huadong, Zhang Qiongying, Chen Yongping, Chen Dazhi\",\"doi\":\"10.1016/j.ygeno.2025.111009\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Ferroptosis is associated with alcoholic hepatitis (AH); however, the underlying mechanisms remain unclear.</p><p><strong>Methods: </strong>Changes in iron content and oxidative stress in AH patients and in vivo and in vitro models were analyzed. Iron homeostasis pathways in the livers of patients with AH were investigated using RNA sequencing. AH-associated ferroptosis-related genes (FRGs) were identified using weighted gene co-expression network analysis. Hub genes were identified using machine learning methods, and their diagnostic potential for AH was assessed. The correlation between FRGs and the immune microenvironment was analyzed, and the underlying regulatory mechanism was explored. FRG expression was validated in clinical samples and in vitro and in vivo models. The role of FRGs in AH-related ferroptosis was explored through gene-silencing experiments.</p><p><strong>Results: </strong>Significant iron deposits and oxidative stress were detected in clinical samples and in vivo and in vitro AH models. Bioinformatics identified GCLC, NQO1, and ULK1 as key FRGs linked to the immune microenvironment and AH-related pathogenic genes. A nomogram based on these FRGs accurately assessed AH risk, as validated using the calibration curve. A regulatory network involving 154 miRNAs and 136 transcription factors was mapped for FRGs. In AH patients, NQO1 was upregulated in the liver, whereas GCLC and ULK1 were downregulated. Silencing GCLC and ULK1 reduced cell viability and increased oxidative stress and ferroptosis, whereas silencing NQO1 had the opposite effect.</p><p><strong>Conclusions: </strong>Therefore, GCLC, NQO1, and ULK1 are key AH-related FRGs, potentially serving as targets for diagnosing and treating AH.</p>\",\"PeriodicalId\":12521,\"journal\":{\"name\":\"Genomics\",\"volume\":\" \",\"pages\":\"111009\"},\"PeriodicalIF\":3.4000,\"publicationDate\":\"2025-01-24\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Genomics\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://doi.org/10.1016/j.ygeno.2025.111009\",\"RegionNum\":2,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"BIOTECHNOLOGY & APPLIED MICROBIOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Genomics","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1016/j.ygeno.2025.111009","RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BIOTECHNOLOGY & APPLIED MICROBIOLOGY","Score":null,"Total":0}
Decoding ferroptosis in alcoholic hepatitis: A bioinformatics approach to hub gene identification.
Background: Ferroptosis is associated with alcoholic hepatitis (AH); however, the underlying mechanisms remain unclear.
Methods: Changes in iron content and oxidative stress in AH patients and in vivo and in vitro models were analyzed. Iron homeostasis pathways in the livers of patients with AH were investigated using RNA sequencing. AH-associated ferroptosis-related genes (FRGs) were identified using weighted gene co-expression network analysis. Hub genes were identified using machine learning methods, and their diagnostic potential for AH was assessed. The correlation between FRGs and the immune microenvironment was analyzed, and the underlying regulatory mechanism was explored. FRG expression was validated in clinical samples and in vitro and in vivo models. The role of FRGs in AH-related ferroptosis was explored through gene-silencing experiments.
Results: Significant iron deposits and oxidative stress were detected in clinical samples and in vivo and in vitro AH models. Bioinformatics identified GCLC, NQO1, and ULK1 as key FRGs linked to the immune microenvironment and AH-related pathogenic genes. A nomogram based on these FRGs accurately assessed AH risk, as validated using the calibration curve. A regulatory network involving 154 miRNAs and 136 transcription factors was mapped for FRGs. In AH patients, NQO1 was upregulated in the liver, whereas GCLC and ULK1 were downregulated. Silencing GCLC and ULK1 reduced cell viability and increased oxidative stress and ferroptosis, whereas silencing NQO1 had the opposite effect.
Conclusions: Therefore, GCLC, NQO1, and ULK1 are key AH-related FRGs, potentially serving as targets for diagnosing and treating AH.
期刊介绍:
Genomics is a forum for describing the development of genome-scale technologies and their application to all areas of biological investigation.
As a journal that has evolved with the field that carries its name, Genomics focuses on the development and application of cutting-edge methods, addressing fundamental questions with potential interest to a wide audience. Our aim is to publish the highest quality research and to provide authors with rapid, fair and accurate review and publication of manuscripts falling within our scope.