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
刚刚
1秒前
一支卓完成签到,获得积分10
1秒前
正直的雨双完成签到,获得积分10
1秒前
1秒前
Aaa_12012完成签到,获得积分0
2秒前
3秒前
Shirley完成签到,获得积分10
3秒前
言午完成签到 ,获得积分10
4秒前
Wxh完成签到 ,获得积分10
5秒前
邪恶韩孜发布了新的文献求助10
5秒前
Gryff完成签到 ,获得积分10
6秒前
咦哈哈哈发布了新的文献求助10
6秒前
6秒前
雾月发布了新的文献求助10
6秒前
三好青年发布了新的文献求助10
7秒前
10秒前
星辰完成签到,获得积分10
11秒前
我是老大应助邪恶韩孜采纳,获得10
13秒前
13秒前
小蘑菇应助皓首穷经采纳,获得10
16秒前
小二郎应助Garlicdog采纳,获得10
16秒前
Criminology34应助高贵宛海采纳,获得10
16秒前
17秒前
19秒前
哈哈应助ywzwszl采纳,获得30
21秒前
21秒前
21秒前
墨月完成签到,获得积分10
22秒前
方也日月完成签到,获得积分10
22秒前
冷酷的夜柳完成签到 ,获得积分10
23秒前
luo发布了新的文献求助10
23秒前
24秒前
24秒前
25秒前
Garlicdog完成签到,获得积分10
25秒前
乐乐应助jiayou采纳,获得10
26秒前
aaron33完成签到,获得积分10
26秒前
张啦啦完成签到 ,获得积分10
27秒前
wushangyu发布了新的文献求助10
28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
Cronologia da história de Macau 5000
Petrology and Plate Tectonics 800
Electrode Potentials 550
Matrix Methods in Data Mining and Pattern Recognition 510
Trees of tropical Asia : an illustrated guide to diversity 500
Materials Informatics Molecules, Crystals and Beyond A volume in Acta Materialia Book Series 400
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 7045398
求助须知:如何正确求助?哪些是违规求助? 8711620
关于积分的说明 18446917
捐赠科研通 6558892
什么是DOI,文献DOI怎么找? 3118211
关于科研通互助平台的介绍 2203736
邀请新用户注册赠送积分活动 2093646