泛酸单核细胞介导的急性呼吸窘迫综合征的遗传和多组学研究。

IF 4.2
Yang Wang, Hongyu Sun, Fengying Liang, Yanting Qian, Yuanyuan Wang, Mingdeng Wang, Yuansheng Lin
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引用次数: 0

摘要

急性呼吸窘迫综合征(ARDS)是一种具有复杂发病机制的严重疾病,尽管其确切机制尚不完全清楚,但新出现的证据强调了代谢因素的潜在作用。在这项研究中,我们使用孟德尔随机化(MR)和多组学方法来研究血浆代谢物、免疫细胞谱和ARDS风险之间的因果关系。对1400种代谢物的磁共振分析确定了两种与ARDS风险增加相关的代谢物,主要涉及泛酸和辅酶a的生物合成。ARDS样本的单细胞RNA测序显示,单核细胞表现出最高水平的泛酸合成。细胞间通讯和伪时间分析表明泛酸合成途径影响单核细胞分化和与其他细胞类型的相互作用。基因集富集分析显示,高泛酸合成的单核细胞在吞噬相关途径中显著富集。随后的MR分析表明CD33dim HLA DR+ CD11b+%CD33dim HLA DR+是ARDS的危险因素。值得注意的是,高泛酸合成的单核细胞表现出抗原呈递标志物HLA-DRB5、HLA-DRB1和HLA-DRA的表达降低,表明高泛酸合成的单核细胞表现出抗原呈递减弱和吞噬功能增强。此外,我们开发了一个使用机器学习算法的诊断模型。Shapley加性解释(SHAP)被用来评估模型的性能,CALM2被认为是CatBoost和XGBoost模型中最具影响力的特征。总之,本研究整合了遗传、多组学和机器学习方法,为ARDS的发病机制及其针对单核细胞代谢和功能的潜在治疗策略提供了新的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Genetic and Multi-Omics Insights Into Monocyte Pantothenate-Mediated Protection in Acute Respiratory Distress Syndrome

Genetic and Multi-Omics Insights Into Monocyte Pantothenate-Mediated Protection in Acute Respiratory Distress Syndrome

Acute respiratory distress syndrome (ARDS) is a severe condition with complex pathogenesis, and emerging evidence highlights the potential role of metabolic factors, though the exact mechanisms are not fully understood. In this study, we used Mendelian randomisation (MR) and multi-omics approaches to investigate the causal relationship between plasma metabolites, immune cell profiles and ARDS risk. MR analysis of 1400 metabolites identified two causal metabolites linked to increased ARDS risk, primarily involved in pantothenate and CoA biosynthesis. Single-cell RNA sequencing of ARDS samples revealed that monocytes exhibited the highest levels of pantothenate synthesis. Intercellular communication and pseudotime analysis suggested that the pantothenate synthesis pathway influenced monocyte differentiation and interactions with other cell types. Gene set enrichment analysis showed that monocytes with high pantothenate synthesis were significantly enriched in phagocytosis-related pathways. Subsequent MR analysis demonstrated that CD33dim HLA DR+ CD11b+%CD33dim HLA DR+ were a risk factor against ARDS. Notably, monocytes with high pantothenate synthesis exhibited decreased expression of antigen presentation markers HLA-DRB5, HLA-DRB1 and HLA-DRA, suggesting that the high pantothenate synthesis monocytes exhibit attenuated antigen presentation and enhanced phagocytic function. Moreover, we developed a diagnostic model using machine learning algorithms. Shapley Additive explanation (SHAP) was leveraged to evaluate the model performance, with CALM2 identified as the most influential feature across the CatBoost and XGBoost models. In summary, this study integrates genetic, multi-omics and machine learning approaches to provide novel insights into the pathogenesis of ARDS and its potential therapeutic strategies targeting monocyte metabolism and function.

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CiteScore
11.50
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期刊介绍: The Journal of Cellular and Molecular Medicine serves as a bridge between physiology and cellular medicine, as well as molecular biology and molecular therapeutics. With a 20-year history, the journal adopts an interdisciplinary approach to showcase innovative discoveries. It publishes research aimed at advancing the collective understanding of the cellular and molecular mechanisms underlying diseases. The journal emphasizes translational studies that translate this knowledge into therapeutic strategies. Being fully open access, the journal is accessible to all readers.
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