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模糊逻辑建模揭示RXRα在炎症期间下调肝脏解毒中的协调作用

Coordinating Role of RXRα in Downregulating Hepatic Detoxification during Inflammation Revealed by Fuzzy-Logic Modeling.

作者信息

Keller Roland, Klein Marcus, Thomas Maria, Dräger Andreas, Metzger Ute, Templin Markus F, Joos Thomas O, Thasler Wolfgang E, Zell Andreas, Zanger Ulrich M

机构信息

Center for Bioinformatics Tuebingen (ZBIT), University of Tuebingen, Tuebingen, Germany.

Dr. Margarete Fischer Bosch-Institute of Clinical Pharmacology, Stuttgart.

出版信息

PLoS Comput Biol. 2016 Jan 4;12(1):e1004431. doi: 10.1371/journal.pcbi.1004431. eCollection 2016 Jan.

Abstract

During various inflammatory processes circulating cytokines including IL-6, IL-1β, and TNFα elicit a broad and clinically relevant impairment of hepatic detoxification that is based on the simultaneous downregulation of many drug metabolizing enzymes and transporter genes. To address the question whether a common mechanism is involved we treated human primary hepatocytes with IL-6, the major mediator of the acute phase response in liver, and characterized acute phase and detoxification responses in quantitative gene expression and (phospho-)proteomics data sets. Selective inhibitors were used to disentangle the roles of JAK/STAT, MAPK, and PI3K signaling pathways. A prior knowledge-based fuzzy logic model comprising signal transduction and gene regulation was established and trained with perturbation-derived gene expression data from five hepatocyte donors. Our model suggests a greater role of MAPK/PI3K compared to JAK/STAT with the orphan nuclear receptor RXRα playing a central role in mediating transcriptional downregulation. Validation experiments revealed a striking similarity of RXRα gene silencing versus IL-6 induced negative gene regulation (rs = 0.79; P<0.0001). These results concur with RXRα functioning as obligatory heterodimerization partner for several nuclear receptors that regulate drug and lipid metabolism.

摘要

在各种炎症过程中,包括白细胞介素-6(IL-6)、白细胞介素-1β(IL-1β)和肿瘤坏死因子α(TNFα)在内的循环细胞因子会引发广泛且具有临床相关性的肝脏解毒功能损害,这是基于许多药物代谢酶和转运蛋白基因的同时下调。为了解决是否涉及共同机制的问题,我们用肝脏急性期反应的主要介质IL-6处理人原代肝细胞,并在定量基因表达和(磷酸化)蛋白质组学数据集中表征急性期和解毒反应。使用选择性抑制剂来区分JAK/STAT、MAPK和PI3K信号通路的作用。建立了一个基于先验知识的模糊逻辑模型,该模型包括信号转导和基因调控,并使用来自五个肝细胞供体的扰动衍生基因表达数据进行训练。我们的模型表明,与JAK/STAT相比,MAPK/PI3K的作用更大,孤儿核受体RXRα在介导转录下调中起核心作用。验证实验揭示了RXRα基因沉默与IL-6诱导的负基因调控之间的显著相似性(rs = 0.79;P<0.0001)。这些结果与RXRα作为几种调节药物和脂质代谢的核受体的必需异二聚体伴侣的功能一致。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d76/4699813/aa4f67662d53/pcbi.1004431.g001.jpg

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