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Elucidating mechanistic insights into drug action for atopic dermatitis: a systems biology approach

机译:阐明对特应性皮炎的药物作用的机理见解:一种系统生物学方法

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Topical Betamethasone (BM) and Pimecrolimus (PC) are widely used drugs in the treatment of atopic dermatitis (AD). Though the biomolecules and biological pathways affected by the drugs are known, the causal inter-relationships among these pathways in the context of skin is not available. We aim to derive this insight by using transcriptomic data of AD skin samples treated with BM and PC using systems biology approach. Transcriptomic datasets of 10?AD patients treated with Betamethasone and Pimecrolimus were obtained from GEO datasets. We used a novel computational platform, eSkIN ( www.persistent.com/eskin ), to perform pathway enrichment analysis for the given datasets. eSkIN consists of 35 skin specific pathways, thus allowing skin-centric analysis of transcriptomic data. Fisher’s exact test was used to compute the significance of the pathway enrichment. The enriched pathways were further analyzed to gain mechanistic insights into the action of these drugs. Our analysis highlighted the molecular details of the mechanism of action of the drugs and corroborated the known facts about these drugs i.e. BM is more effective in triggering anti-inflammatory response but also causes more adverse effect on skin barrier than PC. In particular, eSkIN helped enunciate the biological pathways activated by these drugs to trigger anti-inflammatory response and its effect on skin barrier. BM suppresses pathways like TNF and TLRs, thus inhibiting NF-κB while PC targets inflammatory genes like IL13 and IL6 via known calcineurin-NFAT pathway. Furthermore, we show that the reduced skin barrier function by BM is due to the suppression of activators like AP1 transcription factors, CEBPs. We thus demonstrate the detailed mechanistic insight into drug action of AD using a novel computational approach.
机译:局部倍他米松(BM)和吡美莫司(PC)被广泛用于治疗特应性皮炎(AD)。尽管受药物影响的生物分子和生物途径是已知的,但是在皮肤的情况下这些途径之间的因果关系是不可用的。我们旨在通过使用系统生物学方法通过BM和PC处理过的AD皮肤样本的转录组数据来获得这种见解。从GEO数据集中获得了接受倍他米松和吡美莫司治疗的10?AD患者的转录组数据。我们使用新颖的计算平台eSkIN(www.persistent.com/eskin)对给定的数据集进行途径富集分析。 eSkIN由35种皮肤特异性途径组成,因此允许以皮肤为中心的转录组数据分析。 Fisher的精确检验用于计算途径富集的重要性。进一步分析了丰富的途径,以获取有关这些药物作用的机理见解。我们的分析突出了药物作用机理的分子细节,并证实了有关这些药物的已知事实,即BM比PC更有效地引发抗炎反应,但对皮肤屏障的不良影响更大。特别是,eSkIN有助于阐明这些药物激活的生物途径,从而触发抗炎反应及其对皮肤屏障的作用。 BM抑制TNF和TLRs等途径,从而抑制NF-κB,而PC通过已知的钙调神经磷酸酶-NFAT途径靶向IL13和IL6等炎症基因。此外,我们表明BM减少的皮肤屏障功能是由于抑制了诸如AP1转录因子,CEBPs之类的激活剂。因此,我们使用一种新颖的计算方法论证了对AD药物作用的详细机理。

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