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

特征(语言学) 核糖核酸 单核细胞 绝经后骨质疏松症 基因表达 骨质疏松症 生物 绝经后妇女 基因 计算生物学 生物信息学 遗传学 内分泌学 骨矿物 语言学 哲学
作者
Lin Tao,Wen Jiang,Hao Li,Xiaochuan Wang,Zixuan Tian,Keda Yang,Yue Zhu
出处
期刊:Journal of Bone and Mineral Research [Oxford University Press]
卷期号:39 (7): 980-993 被引量:16
标识
DOI:10.1093/jbmr/zjae065
摘要

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.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
勤奋的白桃完成签到 ,获得积分10
2秒前
羽宇完成签到,获得积分10
3秒前
自然小猫咪完成签到 ,获得积分10
5秒前
andre完成签到,获得积分10
7秒前
7秒前
Hygge完成签到,获得积分10
10秒前
行悟完成签到 ,获得积分10
11秒前
不死鸟发布了新的文献求助10
12秒前
杨雄完成签到,获得积分10
13秒前
繁荣的从露完成签到,获得积分10
13秒前
炳灿完成签到 ,获得积分10
14秒前
搜集达人应助疾风采纳,获得10
16秒前
望向天空的鱼完成签到 ,获得积分10
17秒前
岁月无痕zxx完成签到,获得积分10
18秒前
欧耶耶完成签到 ,获得积分10
19秒前
asdfgjjul完成签到 ,获得积分10
22秒前
Bingo完成签到,获得积分10
23秒前
27秒前
LYH完成签到,获得积分10
28秒前
江11111完成签到,获得积分10
31秒前
智者雨人完成签到 ,获得积分10
31秒前
可爱的函函应助自觉水绿采纳,获得10
33秒前
leo完成签到,获得积分10
35秒前
无私的亦巧完成签到,获得积分10
35秒前
38秒前
YT完成签到,获得积分10
40秒前
幸世完成签到 ,获得积分10
41秒前
无情白羊完成签到,获得积分10
42秒前
44秒前
Lny发布了新的文献求助10
46秒前
排骨大王完成签到 ,获得积分10
49秒前
长情的向真完成签到 ,获得积分10
49秒前
Zh完成签到,获得积分10
52秒前
52秒前
林北bei完成签到,获得积分10
53秒前
灵巧的青寒完成签到,获得积分10
53秒前
李健应助gjww采纳,获得10
55秒前
hxy90发布了新的文献求助10
55秒前
allover完成签到,获得积分10
56秒前
qw完成签到,获得积分10
56秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Nondestructive Testing Handbook: Vol. 4, Thermal and Infrared Testing (IR), 4th ed 800
Understanding Acculturation: The Process of Cultural Adjustment as Applied to International Migration 700
作者名:Kristopher P. Plain,悉尼大学的,目前只能查到其四篇论文,想找到其博士论文 590
Évora na Idade Média 555
Soil mites of the family Rhagidiidae (Actinedida: Eupodoidea). Morphology, Systematics, Ecology 520
Matrix Methods in Data Mining and Pattern Recognition Second Edition 510
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7370883
求助须知:如何正确求助?哪些是违规求助? 8978490
关于积分的说明 19087561
捐赠科研通 7012975
什么是DOI,文献DOI怎么找? 3224993
关于科研通互助平台的介绍 2388627
邀请新用户注册赠送积分活动 2205666