JAK3 identified as a key toxicological target of aristolochic acid in clear cell renal cell carcinoma.

IF 3.9 2区 化学 Q2 CHEMISTRY, APPLIED
Jianhang You, Jianmin You, Yuyu Chen, Ronghui Chen, Zhong Lu, Tao Zhao
{"title":"JAK3 identified as a key toxicological target of aristolochic acid in clear cell renal cell carcinoma.","authors":"Jianhang You, Jianmin You, Yuyu Chen, Ronghui Chen, Zhong Lu, Tao Zhao","doi":"10.1007/s11030-025-11268-6","DOIUrl":null,"url":null,"abstract":"<p><p>Aristolochic acid (AA) is a naturally occurring toxin widely present in traditional herbal medicines and is well known for its nephrotoxic and carcinogenic effects. Its association with clear cell renal cell carcinoma (ccRCC) has attracted increasing attention, yet the key molecular targets and underlying mechanisms of AA-induced carcinogenesis remain poorly understood. In this study, 62 intersection genes related to both AA exposure and ccRCC were identified by integrating toxicogenomic databases with ccRCC-associated gene profiles. Transcriptomic analysis and weighted gene co-expression network analysis further narrowed this list to six critical candidates. Diagnostic models built using 13 machine learning algorithms demonstrated robust and consistent performance across multiple datasets. Immune infiltration and functional enrichment analyses suggested that several of these genes may contribute to immune remodeling and metabolic dysregulation. Among them, JAK3 stood out due to its significant upregulation, negative correlation with immunosuppressive cell subsets, and strong association with poor prognosis. Although JAK3 exhibited strong binding affinity to AA in docking analysis, molecular dynamics simulations revealed reduced conformational stability and increased flexibility in its kinase domain, suggesting ligand-induced structural perturbation and potential toxic interference. Collectively, these findings identify JAK3 as a critical toxicological target of AA in ccRCC and demonstrate the power of toxicogenomic and multi-omics integration in uncovering environment-related carcinogenic mechanisms.</p>","PeriodicalId":708,"journal":{"name":"Molecular Diversity","volume":" ","pages":""},"PeriodicalIF":3.9000,"publicationDate":"2025-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Molecular Diversity","FirstCategoryId":"92","ListUrlMain":"https://doi.org/10.1007/s11030-025-11268-6","RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CHEMISTRY, APPLIED","Score":null,"Total":0}
引用次数: 0

Abstract

Aristolochic acid (AA) is a naturally occurring toxin widely present in traditional herbal medicines and is well known for its nephrotoxic and carcinogenic effects. Its association with clear cell renal cell carcinoma (ccRCC) has attracted increasing attention, yet the key molecular targets and underlying mechanisms of AA-induced carcinogenesis remain poorly understood. In this study, 62 intersection genes related to both AA exposure and ccRCC were identified by integrating toxicogenomic databases with ccRCC-associated gene profiles. Transcriptomic analysis and weighted gene co-expression network analysis further narrowed this list to six critical candidates. Diagnostic models built using 13 machine learning algorithms demonstrated robust and consistent performance across multiple datasets. Immune infiltration and functional enrichment analyses suggested that several of these genes may contribute to immune remodeling and metabolic dysregulation. Among them, JAK3 stood out due to its significant upregulation, negative correlation with immunosuppressive cell subsets, and strong association with poor prognosis. Although JAK3 exhibited strong binding affinity to AA in docking analysis, molecular dynamics simulations revealed reduced conformational stability and increased flexibility in its kinase domain, suggesting ligand-induced structural perturbation and potential toxic interference. Collectively, these findings identify JAK3 as a critical toxicological target of AA in ccRCC and demonstrate the power of toxicogenomic and multi-omics integration in uncovering environment-related carcinogenic mechanisms.

JAK3被确定为透明细胞肾细胞癌中马兜铃酸的一个关键毒理学靶点。
马兜铃酸(AA)是一种天然存在的毒素,广泛存在于传统草药中,并以其肾毒性和致癌作用而闻名。其与透明细胞肾细胞癌(ccRCC)的关系已引起越来越多的关注,但aa诱导癌变的关键分子靶点和潜在机制仍知之甚少。在本研究中,通过整合毒物基因组数据库和ccRCC相关基因图谱,鉴定了62个AA暴露和ccRCC相关的交叉基因。转录组学分析和加权基因共表达网络分析进一步将这一名单缩小到六个关键候选者。使用13种机器学习算法构建的诊断模型在多个数据集上表现出稳健和一致的性能。免疫浸润和功能富集分析表明,其中一些基因可能参与免疫重塑和代谢失调。其中,JAK3因其显著上调、与免疫抑制细胞亚群负相关、与不良预后强相关而引人注目。虽然JAK3在对接分析中显示出与AA的强结合亲和力,但分子动力学模拟显示其激酶结构域的构象稳定性降低,柔韧性增加,表明配体诱导的结构扰动和潜在的毒性干扰。总的来说,这些发现确定了JAK3是ccRCC中AA的关键毒理学靶点,并证明了毒物基因组学和多组学整合在揭示环境相关致癌机制方面的力量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Molecular Diversity
Molecular Diversity 化学-化学综合
CiteScore
7.30
自引率
7.90%
发文量
219
审稿时长
2.7 months
期刊介绍: Molecular Diversity is a new publication forum for the rapid publication of refereed papers dedicated to describing the development, application and theory of molecular diversity and combinatorial chemistry in basic and applied research and drug discovery. The journal publishes both short and full papers, perspectives, news and reviews dealing with all aspects of the generation of molecular diversity, application of diversity for screening against alternative targets of all types (biological, biophysical, technological), analysis of results obtained and their application in various scientific disciplines/approaches including: combinatorial chemistry and parallel synthesis; small molecule libraries; microwave synthesis; flow synthesis; fluorous synthesis; diversity oriented synthesis (DOS); nanoreactors; click chemistry; multiplex technologies; fragment- and ligand-based design; structure/function/SAR; computational chemistry and molecular design; chemoinformatics; screening techniques and screening interfaces; analytical and purification methods; robotics, automation and miniaturization; targeted libraries; display libraries; peptides and peptoids; proteins; oligonucleotides; carbohydrates; natural diversity; new methods of library formulation and deconvolution; directed evolution, origin of life and recombination; search techniques, landscapes, random chemistry and more;
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信