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基于单细胞网络的药物重定位用于发现抗肿瘤坏死因子耐药克罗恩病的疗法

英文原题:Single-Cell Network-Based Drug Repositioning for Discovery of Therapies against Anti-Tumour Necrosis Factor-Resistant Crohn's Disease.

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Single-Cell Network-Based Drug Repositioning for Discovery of Therapies against Anti-Tumour Necrosis Factor-Resistant Crohn's Disease.

PubMed 2023/09/14(内容时间) Int J Mol Sci Q1 · IF 5.6(JCR 2025)

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中文摘要

原发性和继发性无应答影响约50%接受抗肿瘤坏死因子(TNF)单克隆抗体治疗的克罗恩病患者。迄今为止,关于克罗恩病药物重定位的单细胞研究非常少。

我们旨在阐明克罗恩病患者抗TNF治疗耐药背后的细胞现象,并为这些患者确定潜在的候选药物。利用基因表达综合数据库(GSE134809)和基于网络的细胞特征整合库L1000项目的数据进行了单细胞转录组分析。使用Cell Ranger软件比对到基因组参考联盟人类第38版参考基因组的数据,通过Seurat包进行处理。为了捕获显著的功能条目,对标记基因进行了基因本体功能富集分析。在生物学分析中,保留了93,893个细胞(中位数20,163个基因)。通过标记基因,鉴定出七个主要细胞谱系:B细胞、T细胞、NK 细胞、单核细胞、内皮细胞、上皮细胞和组织干细胞。在抗TNF耐药样本中,前10个差异表达基因为HLA-DQB-1、IGHG1、RPS23、RPL7A、ARID5B、LTB、STAT1、NAMPT、COTL1、ISG20、IGHA1、IGKC和JCHAIN,这些基因在所有细胞谱系中均有稳健分布,主要分布于B细胞。通过分子功能分析,我们发现单核细胞和T细胞群的生物学功能主要涉及免疫介导的功能。根据多簇药物重定位预测,伏立诺他是抗TNF难治性克罗恩病患者的首选候选药物。组织中细胞群体和免疫相关活性的差异可能影响克罗恩病对抗TNF药物的反应性。Vorinostat可能作为抗TNF耐药克罗恩病的一种有前景的新疗法。

展开英文摘要原文

Primary and secondary non-response affects approximately 50% of patients with Crohn's disease treated with anti-tumour necrosis factor (TNF) monoclonal antibodies. To date, very little single cell research exists regarding drug repurposing in Crohn's disease.

We aimed to elucidate the cellular phenomena underlying resistance to anti-TNF therapy in patients with Crohn's disease and to identify potential drug candidates for these patients. Single-cell transcriptome analyses were performed using data (GSE134809) from the Gene Expression Omnibus and Library of Integrated Network-Based Cellular Signatures L1000 Project. Data aligned to the Genome Reference Consortium Human Build 38 reference genome using the Cell Ranger software were processed using the Seurat package. To capture significant functional terms, gene ontology functional enrichment analysis was performed on the marker genes. For biological analysis, 93,893 cells were retained (median 20,163 genes). Through marker genes, seven major cell lineages were identified: B-cells, T-cells, natural killer cells, monocytes, endothelial cells, epithelial cells, and tissue stem cells.

In the anti-TNF-resistant samples, the top 10 differentially expressed genes were HLA-DQB-1 , IGHG1 , RPS23 , RPL7A , ARID5B , LTB , STAT1 , NAMPT , COTL1 , ISG20 , IGHA1 , IGKC , and JCHAIN , which were robustly distributed in all cell lineages, mainly in B-cells. Through molecular function analyses, we found that the biological functions of both monocyte and T-cell groups mainly involved immune-mediated functions.

According to multi-cluster drug repurposing prediction, vorinostat is the top drug candidate for patients with anti-TNF-refractory Crohn's disease. Differences in cell populations and immune-related activity within tissues may influence the responsiveness of Crohn's disease to anti-TNF agents. Vorinostat may serve as a promising novel therapy for anti-TNF-resistant Crohn's disease.

论文信息

作者
Kwak MS、Hwang CI、Cha JM、Jeon JW、Yoon JY、Park SB
单位
Department of Internal Medicine, Kyung Hee University Hospital at Gangdong, College of Medicine, Kyung Hee University, Seoul 05278, Republic of Korea.South Korea
期刊
International journal of molecular sciences2023 Sep 14
原文标识
PubMed 37762402 · DOI 10.3390/ijms241814099