PO.BCS01.04 · 生物信息与计算

整合计算与实验分析鉴定1,4-苯二胺经PI3K/AKT-MAPK和JAK/STAT信号通路对肝细胞癌的致癌作用

Integrative computational and experimental analysis identifies carcinogenic effects of 1,4-Phenylenediamine in hepatocellular carcinoma via PI3K/AKT-MAPK and JAK/STAT signaling pathway

编号 4138 展板 18 时间 4/21 09:00–12:00 区域 Section 2 主讲 Liuxian Ban, BS;M Phil
分会场 Application of Bioinformatics to Cancer Biology 4
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作者与单位 Authors & Affiliations

Liuxian Ban1, Ran Ding2, ZhiQing Long2

1University of Hong Kong, Shenzhen Hospital, Shenzhen, China,2Sun Yat-sen University Cancer Center, Guangzhou, China

摘要 Abstract

中文摘要
肝细胞癌(HCC)受环境化学物质暴露的强烈影响,其中1,4-苯二胺二盐酸盐(1,4-PDD)可能作为一种潜在的致癌物。在本研究中,我们采用网络毒理学框架系统地阐明将1,4-PDD暴露与HCC发生相联系的分子机制。通过整合毒理基因组学数据库、转录组图谱和蛋白质-蛋白质相互作用网络,鉴定出与1,4-PDD相关的差异表达基因和假定靶点。实施了一个多算法机器学习流程——结合随机森林、LASSO回归和支持向量机——以高稳定性地精炼和优先排序关键靶点。这些靶点随后用于通过多变量Cox回归构建预后模型,该模型在独立验证队列中表现出稳健的预测性能。机制分析表明,关键靶点主要富集于致癌信号通路,特别是p-AKT、p-MEK、p-ERK1和p-STAT3轴,提示1,4-PDD暴露可能通过激活PI3K/AKT-MAPK和JAK/STAT信号级联来促进恶性进展。总体而言,本研究勾勒出1,4-PDD在HCC中的系统水平毒理学机制,并提出了一个具有潜在转化价值的分子预后模型,用于评估化学暴露相关的肝癌风险。
查看英文原文 English abstract
Hepatocellular carcinoma (HCC) is strongly influenced by environmental chemical exposures, among which 1,4-Phenylenediamine dihydrochloride (1,4-PDD) may act as a potential carcinogenic agent. In this study, we employed a network toxicology framework to systematically elucidate the molecular mechanisms linking 1,4-PDD exposure to HCC development. Differentially expressed genes and putative targets associated with 1,4-PDD were identified by integrating toxicogenomic databases, transcriptomic profiles, and protein-protein interaction networks. A multi-algorithm machine learning pipeline-combining random forest, LASSO regression, and support vector machines was implemented to refine and prioritize key targets with high stability. These targets were subsequently used to construct a prognostic model via multivariate Cox regression, which demonstrated robust predictive performance in independent validation cohorts. Mechanistic analyses indicated that the key targets were predominantly enriched in oncogenic signaling pathways, particularly the p-AKT, p-MEK, p-ERK1, and p-STAT3 axes, suggesting that 1,4-PDD exposure may promote malignant progression by activating PI3K/AKT-MAPK and JAK/STAT signaling cascades. Overall, this study delineates system-level toxicological mechanisms of 1,4-PDD in HCC and presents a molecular prognostic model with potential translational value for assessing chemical exposure-related liver cancer risk.
利益披露 Disclosure
L. Ban, None.. R. Ding, None.. Z. Long, None.

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