Suppr超能文献

整合孟德尔随机化和单细胞RNA测序以鉴定黄芩苷治疗2型糖尿病的靶点

Integrating Mendelian randomization and single-cell RNA sequencing to identify therapeutic targets of baicalin for type 2 diabetes mellitus.

作者信息

Liang Ying-Chao, Li Ling, Liang Jia-Lin, Liu De-Liang, Chu Shu-Fang, Li Hui-Lin

机构信息

The fourth Clinical Medical College of Guangzhou University of Chinese Medicine, Shenzhen, China.

Department of Endocrinology, Shenzhen Traditional Chinese Medicine Hospital, Shenzhen, China.

出版信息

Front Pharmacol. 2024 Jul 26;15:1403943. doi: 10.3389/fphar.2024.1403943. eCollection 2024.

Abstract

BACKGROUND

Alternative and complementary therapies play an imperative role in the clinical management of Type 2 diabetes mellitus (T2DM), and exploring and utilizing natural products from a genetic perspective may yield novel insights into the mechanisms and interventions of the disorder.

METHODS

To identify the therapeutic target of baicalin for T2DM, we conducted a Mendelian randomization study. Druggable targets of baicalin were obtained by integrating multiple databases, and target-associated cis-expression quantitative trait loci (cis-eQTL) originated from the eQTLGen consortium. Summary statistics for T2DM were derived from two independent genome-wide association studies available through the DIAGRAM Consortium (74,124 cases vs. 824,006 controls) and the FinnGen R9 repository (9,978 cases vs. 12,348 controls). Network construction and enrichment analysis were applied to the therapeutic targets of baicalin. Colocalization analysis was utilized to assess the potential for the therapeutic targets and T2DM to share causative genetic variations. Molecular docking was performed to validate the potency of baicalin. Single-cell RNA sequencing was employed to seek evidence of therapeutic targets' involvement in islet function.

RESULTS

Eight baicalin-related targets proved to be significant in the discovery and validation cohorts. Genetic evidence indicated the expression of ANPEP, BECN1, HNF1A, and ST6GAL1 increased the risk of T2DM, and the expression of PGF, RXRA, SREBF1, and USP7 decreased the risk of T2DM. In particular, SREBF1 has significant interaction properties with other therapeutic targets and is supported by strong colocalization. Baicalin had favorable combination activity with eight therapeutic targets. The expression patterns of the therapeutic targets were characterized in cellular clusters of pancreatic tissues that exhibited a pseudo-temporal dependence on islet cell formation and development.

CONCLUSION

This study identified eight potential targets of baicalin for treating T2DM from a genetic perspective, contributing an innovative analytical framework for the development of natural products. We have offered fresh insights into the connections between therapeutic targets and islet cells. Further, fundamental experiments and clinical research are warranted to delve deeper into the molecular mechanisms of T2DM.

摘要

背景

替代疗法和补充疗法在2型糖尿病(T2DM)的临床管理中起着至关重要的作用,从遗传学角度探索和利用天然产物可能会为该疾病的机制和干预措施带来新的见解。

方法

为了确定黄芩苷治疗T2DM的靶点,我们进行了一项孟德尔随机化研究。通过整合多个数据库获得黄芩苷的可成药靶点,并从eQTLGen联盟获取与靶点相关的顺式表达定量性状位点(cis-eQTL)。T2DM的汇总统计数据来自通过DIAGRAM联盟获得的两项独立全基因组关联研究(74124例病例与824006例对照)以及FinnGen R9数据库(9978例病例与12348例对照)。对黄芩苷的治疗靶点进行网络构建和富集分析。采用共定位分析来评估治疗靶点与T2DM共享致病基因变异的可能性。进行分子对接以验证黄芩苷的效力。采用单细胞RNA测序来寻找治疗靶点参与胰岛功能的证据。

结果

八个与黄芩苷相关的靶点在发现和验证队列中被证明具有显著性。遗传证据表明,氨肽酶N(ANPEP)、自噬相关蛋白1(BECN1)、肝细胞核因子1α(HNF1A)和ST6β- N - 乙酰半乳糖胺α-2,6-唾液酸转移酶1(ST6GAL1)的表达增加了T2DM的风险,而前列腺素F2α(PGF)、视黄酸受体α(RXRA)、固醇调节元件结合转录因子1(SREBF1)和泛素特异性蛋白酶7(USP7)的表达降低了T2DM的风险。特别是,SREBF1与其他治疗靶点具有显著的相互作用特性,并得到了强烈共定位的支持。黄芩苷与八个治疗靶点具有良好的结合活性。治疗靶点的表达模式在胰腺组织的细胞簇中得到了表征,这些细胞簇对胰岛细胞的形成和发育表现出假时间依赖性。

结论

本研究从遗传学角度确定了黄芩苷治疗T2DM的八个潜在靶点,为天然产物的开发提供了一个创新的分析框架。我们对治疗靶点与胰岛细胞之间的联系提供了新的见解。此外,有必要进行基础实验和临床研究,以更深入地探究T2DM的分子机制。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1a68/11310057/73b2d48cca98/fphar-15-1403943-g001.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验