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整合系统生物学框架在多种机制不同的炎症性皮肤病中发现了共同的基因调控特征。

Integrative systems biology framework discovers common gene regulatory signatures in multiple mechanistically distinct inflammatory skin diseases.

作者信息

Mukhtar M Shahid, Mishra Bharat, Athar Mohammad

机构信息

University of Alabama at Birmingham.

The University of Alabama at Birmingham.

出版信息

Res Sq. 2023 Nov 17:rs.3.rs-3611240. doi: 10.21203/rs.3.rs-3611240/v1.

Abstract

More than 20% of the population across the world is affected by non-communicable inflammatory skin diseases including psoriasis, atopic dermatitis, hidradenitis suppurativa, rosacea, etc. Many of these chronic diseases are painful and debilitating with limited effective therapeutic interventions. However, recent advances in psoriasis treatment have improved the effectiveness and provide better management of the disease. This study aims to identify common regulatory pathways and master regulators that regulate molecular pathogenesis. We designed an integrative systems biology framework to identify the significant regulators across several inflammatory skin diseases. With conventional transcriptome analysis, we identified 55 shared genes, which are enriched in several immune-associated pathways in eight inflammatory skin diseases. Next, we exploited the gene co-expression-, and protein-protein interaction-based networks to identify shared genes and protein components in different diseases with relevant functional implications. Additionally, the network analytics unravels 55 high-value proteins as significant regulators in molecular pathogenesis. We believe that these significant regulators should be explored with critical experimental approaches to identify the putative drug targets for more effective treatments. As an example, we identified IKZF1 as a shared significant master regulator in three inflammatory skin diseases, which can serve as a putative drug target with known disease-derived molecules for developing efficacious combinatorial treatments for hidradenitis suppurativa, atopic dermatitis, and rosacea. The proposed framework is very modular, which can indicate a significant path of molecular mechanism-based drug development from complex transcriptomics data and other multi-omics data.

摘要

全球超过20%的人口受到包括银屑病、特应性皮炎、化脓性汗腺炎、酒渣鼻等在内的非传染性炎症性皮肤病的影响。这些慢性病中的许多都令人痛苦且使人虚弱,有效的治疗干预措施有限。然而,银屑病治疗的最新进展提高了疗效并改善了疾病管理。本研究旨在确定调节分子发病机制的常见调控途径和主调控因子。我们设计了一个综合系统生物学框架,以识别几种炎症性皮肤病中的重要调控因子。通过传统的转录组分析,我们确定了55个共享基因,这些基因在八种炎症性皮肤病的几种免疫相关途径中富集。接下来,我们利用基于基因共表达和蛋白质-蛋白质相互作用的网络来识别不同疾病中具有相关功能意义的共享基因和蛋白质成分。此外,网络分析揭示了55种高价值蛋白质作为分子发病机制中的重要调控因子。我们认为,应该用关键的实验方法来探索这些重要调控因子,以确定更有效治疗的潜在药物靶点。例如,我们确定IKZF1是三种炎症性皮肤病中共享的重要主调控因子,它可以作为一个潜在的药物靶点,结合已知的疾病衍生分子,为化脓性汗腺炎、特应性皮炎和酒渣鼻开发有效的联合治疗方法。所提出的框架非常模块化,它可以从复杂的转录组学数据和其他多组学数据中指明基于分子机制的药物开发的重要路径。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/84e6/10680929/2b0d2537559f/nihpp-rs3611240v1-f0001.jpg

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