Identify novel therapeutic targets for type II diabetes and periodontitis: insights from single-cell analysis and Mendelian randomization analysis.

IF 3.9 2区 医学 Q2 ENDOCRINOLOGY & METABOLISM
Frontiers in Endocrinology Pub Date : 2024-10-31 eCollection Date: 2024-01-01 DOI:10.3389/fendo.2024.1410537
Mingrui Zou, Jichun Yang
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引用次数: 0

Abstract

Background: Periodontitis is a common complication of type II diabetes (T2D). However, the existing research cannot fully elucidate the association between them, let alone identify therapeutic targets for precise treatment of diabetic periodontitis. Therefore, we employed integrated genetic approaches such as single-cell analysis, Mendelian randomization (MR) analysis and colocalization analysis to uncover novel therapeutic targets for T2D and periodontitis.

Methods: This study integrated single-cell analysis, MR analysis, colocalization analysis, phenotype scanning, cell-cell communication analysis and metabolic pathway activity analysis to unveil novel therapeutic targets for periodontitis and T2D. We firstly identified core cell clusters of T2D and periodontitis, and important marker genes were selected. The causal associations between these genes and the two diseases were evaluated through MR analysis. Reverse MR analysis, colocalization analysis, additional validation and phenotype scanning further supported our findings. Finally, cell-cell communication analysis and metabolic pathway activity analysis were employed to preliminarily investigate the mechanisms of the observed causal associations.

Results: Through analysis of scRNA-seq data, we identified classical monocytes and intermediate monocytes as core cell subclusters. Differential analysis identified 221 differentially expressed genes (DEGs). MR analysis identified 13 genes exhibiting causal associations with T2D, and 11 causal genes with periodontitis. Colocalization analysis, reverse MR analysis, additional validation and phenotype scanning further enhanced the robustness of our results. Finally, we identified NCF1 as the core therapeutic target for T2D (OR = 1.09, 95% CI: 1.03-1.14, p = 1.85   × 10 - 3 ) and LRRC25 for T2D (OR = 0.96, 95% CI: 0.93-0.99, p = 3.44   × 10 - 2 ) and periodontitis (OR = 0.92, 95% CI: 0.84-0.99, p = 4.45   × 10 - 2 ). At last, cell-cell communication analysis indicated significant differences in functions and metabolic pathway activity between monocytes expressing or not expressing the core causal genes, which preliminarily interpreted the observed causal associations.

Conclusion: This study integrated single-cell analysis, MR analysis and colocalization analysis to identified novel therapeutic targets for T2D and periodontitis. 13 causal genes were identified for T2D, and 11 for periodontitis. Among them, NCF1 and LRRC25 were regarded as core therapeutic targets. Our findings bridge the gap in the understanding of the association between T2D and periodontitis, and pave the way for targeted therapy of the two diseases.

确定 II 型糖尿病和牙周炎的新治疗靶点:单细胞分析和孟德尔随机分析的启示。
背景:牙周炎是 II 型糖尿病(T2D)的常见并发症:牙周炎是 II 型糖尿病(T2D)的常见并发症。然而,现有的研究还不能完全阐明它们之间的关联,更不用说确定精确治疗糖尿病牙周炎的靶点了。因此,我们采用了单细胞分析、孟德尔随机化(MR)分析和共定位分析等综合遗传学方法来发现治疗 T2D 和牙周炎的新靶点:本研究整合了单细胞分析、孟德尔随机化分析、共聚焦分析、表型扫描、细胞间通讯分析和代谢通路活性分析,以揭示牙周炎和 T2D 的新型治疗靶点。我们首先确定了 T2D 和牙周炎的核心细胞群,并筛选出了重要的标记基因。通过磁共振分析评估了这些基因与这两种疾病之间的因果关系。反向磁共振分析、共定位分析、附加验证和表型扫描进一步支持了我们的发现。最后,我们采用了细胞-细胞通讯分析和代谢通路活性分析来初步研究观察到的因果关系的机制:通过分析 scRNA-seq 数据,我们发现经典单核细胞和中间单核细胞是核心细胞亚群。差异分析确定了 221 个差异表达基因(DEGs)。MR分析发现了13个与T2D有因果关系的基因,以及11个与牙周炎有因果关系的基因。共定位分析、反向磁共振分析、附加验证和表型扫描进一步增强了我们结果的稳健性。最后,我们发现 NCF1 是治疗 T2D 的核心靶点(OR = 1.09,95% CI:1.03-1.14,p = 1.85 × 10 - 3),LRRC25 是治疗 T2D(OR = 0.96,95% CI:0.93-0.99,p = 3.44 × 10 - 2)和牙周炎(OR = 0.92,95% CI:0.84-0.99,p = 4.45 × 10 - 2)的核心靶点。最后,细胞间通讯分析表明,表达或不表达核心致病基因的单核细胞在功能和代谢途径活性上存在显著差异,这初步解释了观察到的因果关系:本研究综合了单细胞分析、磁共振分析和共定位分析,确定了治疗 T2D 和牙周炎的新靶点。研究发现了 13 个与 T2D 相关的因果基因,11 个与牙周炎相关。其中,NCF1和LRRC25被认为是核心治疗靶点。我们的发现弥补了人们对 T2D 和牙周炎之间关联性认识的不足,为这两种疾病的靶向治疗铺平了道路。
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来源期刊
Frontiers in Endocrinology
Frontiers in Endocrinology Medicine-Endocrinology, Diabetes and Metabolism
CiteScore
5.70
自引率
9.60%
发文量
3023
审稿时长
14 weeks
期刊介绍: Frontiers in Endocrinology is a field journal of the "Frontiers in" journal series. In today’s world, endocrinology is becoming increasingly important as it underlies many of the challenges societies face - from obesity and diabetes to reproduction, population control and aging. Endocrinology covers a broad field from basic molecular and cellular communication through to clinical care and some of the most crucial public health issues. The journal, thus, welcomes outstanding contributions in any domain of endocrinology. Frontiers in Endocrinology publishes articles on the most outstanding discoveries across a wide research spectrum of Endocrinology. The mission of Frontiers in Endocrinology is to bring all relevant Endocrinology areas together on a single platform.
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