Pathway-Based Analysis of the Liver Response to Intravenous Methylprednisolone Administration in Rats: Acute Versus Chronic Dosing.

Gene regulation and systems biology Pub Date : 2019-04-15 eCollection Date: 2019-01-01 DOI:10.1177/1177625019840282
Alison Acevedo, Ana Berthel, Debra DuBois, Richard R Almon, William J Jusko, Ioannis P Androulakis
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Abstract

Pharmacological time-series data, from comparative dosing studies, are critical to characterizing drug effects. Reconciling the data from multiple studies is inevitably difficult; multiple in vivo high-throughput -omics studies are necessary to capture the global and temporal effects of the drug, but these experiments, though analogous, differ in (microarray or other) platforms, time-scales, and dosing regimens and thus cannot be directly combined or compared. This investigation addresses this reconciliation issue with a meta-analysis technique aimed at assessing the intrinsic activity at the pathway level. The purpose of this is to characterize the dosing effects of methylprednisolone (MPL), a widely used anti-inflammatory and immunosuppressive corticosteroid (CS), within the liver. A multivariate decomposition approach is applied to analyze acute and chronic MPL dosing in male adrenalectomized rats and characterize the dosing-dependent differences in the dynamic response of MPL-responsive signaling and metabolic pathways. We demonstrate how to deconstruct signaling and metabolic pathways into their constituent pathway activities, activities which are scored for intrinsic pathway activity. Dosing-induced changes in the dynamics of pathway activities are compared using a model-based assessment of pathway dynamics, extending the principles of pharmacokinetics/pharmacodynamics (PKPD) to describe pathway activities. The model-based approach enabled us to hypothesize on the likely emergence (or disappearance) of indirect dosing-dependent regulatory interactions, pointing to likely mechanistic implications of dosing of MPL transcriptional regulation. Both acute and chronic MPL administration induced a strong core of activity within pathway families including the following: lipid metabolism, amino acid metabolism, carbohydrate metabolism, metabolism of cofactors and vitamins, regulation of essential organelles, and xenobiotic metabolism pathway families. Pathway activities alter between acute and chronic dosing, indicating that MPL response is dosing dependent. Furthermore, because multiple pathway activities are dominant within a single pathway, we observe that pathways cannot be defined by a single response. Instead, pathways are defined by multiple, complex, and temporally related activities corresponding to different subgroups of genes within each pathway.

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基于途径的大鼠静脉注射甲基强的松龙肝脏反应分析:急性与慢性给药。
药理学时间序列数据(来自给药对比研究)对于描述药物效应至关重要。要想捕捉药物的全局和时间效应,必须进行多项体内高通量组学研究,但这些实验虽然类似,但在(微阵列或其他)平台、时间尺度和给药方案上各不相同,因此无法直接合并或比较。本研究采用荟萃分析技术解决了这一协调问题,该技术旨在评估通路层面的内在活性。其目的是描述甲基强的松龙(MPL)(一种广泛使用的抗炎和免疫抑制皮质类固醇(CS))在肝脏内的剂量效应。我们采用多元分解法分析了雄性肾上腺切除大鼠的急性和慢性 MPL 剂量,并描述了 MPL 信号传导和代谢通路的动态响应随剂量变化而产生的差异。我们展示了如何将信号传导和代谢通路解构为其组成通路活动,并对这些活动的内在通路活动进行评分。我们采用基于模型的途径动态评估方法,将药代动力学/药效动力学(PKPD)原理延伸到途径活动的描述中,比较了剂量引起的途径活动动态变化。这种基于模型的方法使我们能够假设可能出现(或消失)的间接剂量依赖性调控相互作用,从而指出剂量对 MPL 转录调控可能产生的机理影响。急性和慢性 MPL 给药都会诱导以下通路家族的核心活动:脂质代谢、氨基酸代谢、碳水化合物代谢、辅因子和维生素代谢、重要细胞器的调节以及异生物代谢通路家族。在急性和慢性用药期间,途径活动会发生变化,这表明 MPL 的反应与用药量有关。此外,由于单个通路中多种通路活动占主导地位,我们发现通路不能由单一反应来定义。相反,通路是由与每条通路中不同基因亚群相对应的多种复杂且与时间相关的活动来定义的。
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