Suppr超能文献

单细胞 RNA 测序揭示,绝经后骨质疏松症的特征是单核细胞亚群失衡,而不是基因表达模式的变化。

Single-cell RNA sequencing reveals that an imbalance in monocyte subsets rather than changes in gene expression patterns is a feature of postmenopausal osteoporosis.

机构信息

Department of Orthopedics, First Hospital of China Medical University, Shenyang, Liaoning, 110000, China.

Department of Internal Medicine, Shanghai Pudong New Area People's Hospital, Shanghai, 200000, China.

出版信息

J Bone Miner Res. 2024 Aug 5;39(7):980-993. doi: 10.1093/jbmr/zjae065.

Abstract

The role of monocytes in postmenopausal osteoporosis is widely recognized; however, the mechanisms underlying monocyte reprogramming remain unknown. In this study, single-cell RNA sequencing (scRNA-seq) was conducted on CD14+ bone marrow monocytes obtained from 3 postmenopausal women with normal BMD and 3 women with postmenopausal osteoporosis (PMOP). Monocle2 was used to classify the monocytes into 7 distinct clusters. The proportion of cluster 1 significantly decreased in PMOP patients, while the proportion of cluster 7 increased. Further analysis via GSEA, transcription factor activity analysis, and sc-metabolic analysis revealed significant differences between clusters 1 and 7. Cluster 7 exhibited upregulated pathways associated with inflammation, immunity, and osteoclast differentiation, whereas cluster 1 demonstrated the opposite results. Monocle2, TSCAN, VECTOR, and scVelo data indicated that cluster 1 represented the initial subset and that cluster 7 represents one of the terminal subsets. BayesPrism and ssGSEA were employed to analyze the bulk transcriptome data obtained from the GEO database. The observed alterations in the proportions of 1 and 7 were validated and found to have diagnostic significance. CD16 serves as the marker gene for cluster 7, thus leading to an increased proportion of CD16+ monocytes in women with PMOP. Flow cytometry was used to assess the consistency of outcomes with those of the bioinformatic analysis. Subsequently, an additional scRNA-seq analysis was conducted on bone marrow mononuclear cells obtained from 3 patients with PMOP and 3 postmenopausal women with normal BMD. The differential proportions of cluster 1 and cluster 7 were once again confirmed, with the pathological effect of cluster 7 may attribute to cell-cell communication. The scRNA-seq findings suggest that an imbalance in monocyte subsets is a characteristic feature of PMOP. These findings elucidate the limitations of utilizing bulk transcriptome data for detecting alterations in monocytes, which may influence novel research inquiries.

摘要

单核细胞在绝经后骨质疏松症中的作用已被广泛认识;然而,单核细胞重编程的机制尚不清楚。在这项研究中,对 3 名绝经后骨密度正常的女性和 3 名绝经后骨质疏松症(PMOP)患者的骨髓 CD14+单核细胞进行了单细胞 RNA 测序(scRNA-seq)。使用 Monocle2 将单核细胞分为 7 个不同的簇。PMOP 患者簇 1 的比例显著降低,而簇 7 的比例增加。通过 GSEA、转录因子活性分析和 sc 代谢分析进一步分析,发现簇 1 和簇 7 之间存在显著差异。簇 7 表现出与炎症、免疫和破骨细胞分化相关的上调途径,而簇 1 则表现出相反的结果。Monocle2、TSCAN、VECTOR 和 scVelo 数据表明,簇 1 代表初始亚群,而簇 7 代表终末亚群之一。BayesPrism 和 ssGSEA 用于分析从 GEO 数据库获得的批量转录组数据。观察到 1 和 7 的比例发生变化,并发现具有诊断意义。CD16 是簇 7 的标记基因,因此导致 PMOP 女性中 CD16+单核细胞比例增加。流式细胞术用于评估生物信息学分析结果的一致性。随后,对 3 名 PMOP 患者和 3 名绝经后骨密度正常的女性的骨髓单核细胞进行了额外的 scRNA-seq 分析。再次证实了簇 1 和簇 7 的差异比例,簇 7 的病理作用可能归因于细胞间通讯。scRNA-seq 结果表明,单核细胞亚群的失衡是 PMOP 的特征。这些发现阐明了利用批量转录组数据检测单核细胞变化的局限性,这可能会影响新的研究探索。

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