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WGCNA、单细胞转录组和结构生物学的联合研究揭示了 IDD 发展和治疗的潜在靶点和 JAK3 的参与。

Conjoint research of WGCNA, single-cell transcriptome and structural biology reveals the potential targets of IDD development and treatment and JAK3 involvement.

机构信息

Department of Critical Care Medicine, Nanjing First Hospital, Nanjing Medical University, Nanjing 210006, Jiangsu Province, China.

Department of Orthopedic Surgery, Xijing Hospital, Air Force Medical University, Xi’an, China.

出版信息

Aging (Albany NY). 2023 Dec 12;15(24):14764-14790. doi: 10.18632/aging.205289.

Abstract

OBJECTIVES

This study conducted integrated analysis of bulk RNA sequencing, single-cell RNA sequencing and Weighted Gene Co-expression Network Analysis (WGCNA), to comprehensively decode the most essential genes of intervertebral disc degeneration (IDD); then mainly focused on the JAK3 macromolecule to identify natural compounds to provide more candidate drug options in alleviating IDD.

METHODS

In the first part, we performed single-cell transcriptome analysis and WGCNA workflow to delineate the most pivotal genes of IDD. Then series of structural biology approaches and high-throughput virtual screening techniques were performed to discover potential compounds targeting JAK-STAT signaling pathway, such as Libdock, ADMET, precise molecular docking algorithm and drug stability assessment.

RESULTS

Totally 4 hub genes were determined in the development of IDD, namely VEGFA, MMP3, TNFSF11, and TIMP3, respectively. Then, 3 novel natural materials, ZINC000014952116, ZINC000003938642 and ZINC000072131515, were determined as potential compounds, with less toxicities and moderate ADME characteristics. drug stability assessment suggested that these drugs could interact with JAK3, and their ligand-JAK3 complexes maintained the homeostasis , which acted as regulatory role to JAK3 protein. Among them, ZINC000072131515, also known as Menaquinone, demonstrated significant protective roles to alleviate the progression of IDD , which proved the nutritional therapy in alleviating IDD.

CONCLUSIONS

This study reported the essential genes in the development of IDD, and also the roles of Menaquinone to ameliorate IDD through inhibiting JAK3 protein. This study also provided more options and resources on JAK3 targeted screening, which may further expand the drug resources in the pharmaceutical market.

摘要

目的

本研究综合分析了 bulk RNA 测序、单细胞 RNA 测序和加权基因共表达网络分析(WGCNA),以全面解码椎间盘退变(IDD)的关键基因;然后主要集中在 JAK3 大分子上,以鉴定天然化合物,为缓解 IDD 提供更多候选药物选择。

方法

在第一部分中,我们进行了单细胞转录组分析和 WGCNA 工作流程,以描绘 IDD 的关键基因。然后,采用一系列结构生物学方法和高通量虚拟筛选技术,发现潜在的针对 JAK-STAT 信号通路的化合物,如 Libdock、ADMET、精确分子对接算法和药物稳定性评估。

结果

总共确定了 4 个 IDD 发生发展的枢纽基因,分别为 VEGFA、MMP3、TNFSF11 和 TIMP3。然后,确定了 3 种新型天然物质,ZINC000014952116、ZINC000003938642 和 ZINC000072131515,为潜在的化合物,具有较低的毒性和中等的 ADME 特性。药物稳定性评估表明,这些药物可以与 JAK3 相互作用,其配体-JAK3 复合物维持着 JAK3 蛋白的内稳态,起到调节 JAK3 蛋白的作用。其中,ZINC000072131515,也称为甲萘醌,对缓解 IDD 的进展有显著的保护作用,证明了营养疗法在缓解 IDD 中的作用。

结论

本研究报道了 IDD 发生发展的关键基因,以及甲萘醌通过抑制 JAK3 蛋白改善 IDD 的作用。本研究还为 JAK3 靶向筛选提供了更多的选择和资源,可能进一步扩大药物市场的药物资源。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/206f/10781489/ac54eebc97a5/aging-15-205289-g001.jpg

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