Bulk and single cell transcriptomic analysis of different dementia types in human hippocampus

生物 转录组 痴呆 基因 海马结构 基因表达 阿尔茨海默病 人脑 海马体 微阵列分析技术 遗传学 生物信息学 疾病 神经科学 病理 医学
作者
Oluwatosin A. Olayinka,Junming Hu,Nicholas K. O’Neill,Melissa Wong,Hannah Rickner,Irene Simkin,Thor D. Stein,Benjamin Wolozin,Xiaoling Zhang,Lindsay A. Farrer
出处
期刊:Alzheimers & Dementia [Wiley]
卷期号:18 (S3)
标识
DOI:10.1002/alz.067753
摘要

Abstract Background Alzheimer’s disease (AD) is characterized by cognitive deterioration and extracellular amyloid beta deposits and neurofibrillary tangles in the brain. These may occur in tandem with markers of Lewy body (LB) and vascular dementia (VaD). Studying bulk and single‐cell expression profiles for these disorders may identify factors shared between and unique to AD and other dementias. Method Bulk RNA‐sequencing was performed using 210 human postmortem hippocampal region samples obtained from brains donated to the BU Alzheimer Disease Research Center. After quality checks (QC), 191 samples classified as AD+LB (n=43), AD+VaD (n=54), AD alone (n=73), and controls (n=17) were included in the study. Analysis of expression differences between each of these AD groups and controls was performed using limma software with models including covariates for age, sex, RNA quality, plate, and two surrogate variables to adjust for unknown variation. Weighted gene co‐expression network analysis (WGCNA) was used to identify clusters of co‐expressed genes. Additionally, high quality single‐nuclei RNA sequencing data (snRNA‐seq) was obtained from 8 of the 210 hippocampal samples with an average of 6000 cells detected per sample and 1800 genes per cell after QC. This snRNA‐seq data was integrated with the bulk data using Scissor to identify cell populations positively and negatively associated with AD. Result 481 genes were differentially expressed between AD cases and controls. Upregulated genes in AD subjects were enriched for cilia function and morphological development and downregulated genes in AD subjects were enriched for mitochondrial energy production. A WGCNA module strongly associated with ciliary function was found to be overrepresented in AD (and especially AD+VaD) samples compared to controls. Multiple brain cell types were detected from our snRNA‐seq data. Of these, a subpopulation of ependymal cells related to the ciliary WGCNA module was positively associated with AD status. Conclusion Our results suggest that different sets of co‐expressed genes in hippocampus distinguish AD brains with and without pathological hallmarks related to other forms of dementia, and brains without AD pathology. This study also provides preliminary evidence for the involvement of ependymal cell populations in AD
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
更新
大幅提高文件上传限制,最高150M (2024-4-1)

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
斯文败类应助Jason采纳,获得10
刚刚
星有灵溪发布了新的文献求助10
刚刚
刚刚
1秒前
1秒前
sERING发布了新的文献求助10
3秒前
沙丁鹌鹑发布了新的文献求助10
3秒前
一静齐眉完成签到,获得积分20
4秒前
CodeCraft应助steforeca采纳,获得10
4秒前
4秒前
5秒前
6秒前
7秒前
田様应助沙丁鹌鹑采纳,获得10
8秒前
嗯哼应助兆渊采纳,获得10
8秒前
黄小慧发布了新的文献求助10
8秒前
kuzzi发布了新的文献求助30
9秒前
星有灵溪完成签到,获得积分10
9秒前
彭于晏应助愛迪采纳,获得10
9秒前
10秒前
hzb发布了新的文献求助10
10秒前
Arjun应助香蕉君达采纳,获得50
11秒前
可靠的大美完成签到,获得积分10
11秒前
干净问筠完成签到,获得积分10
12秒前
ordin发布了新的文献求助10
12秒前
13秒前
不配.应助科研通管家采纳,获得30
14秒前
科研通AI2S应助科研通管家采纳,获得10
14秒前
不配.应助科研通管家采纳,获得30
14秒前
不配.应助科研通管家采纳,获得30
14秒前
Hayat应助科研通管家采纳,获得10
14秒前
顾矜应助科研通管家采纳,获得10
15秒前
科研通AI2S应助科研通管家采纳,获得10
15秒前
Jasper应助科研通管家采纳,获得10
15秒前
CodeCraft应助勤奋的晓晓采纳,获得10
17秒前
17秒前
11发布了新的文献求助10
18秒前
19秒前
善学以致用应助专注凌文采纳,获得10
19秒前
12rcli发布了新的文献求助10
19秒前
高分求助中
The late Devonian Standard Conodont Zonation 2000
Nickel superalloy market size, share, growth, trends, and forecast 2023-2030 2000
The Lali Section: An Excellent Reference Section for Upper - Devonian in South China 1500
Smart but Scattered: The Revolutionary Executive Skills Approach to Helping Kids Reach Their Potential (第二版) 1000
Very-high-order BVD Schemes Using β-variable THINC Method 830
Mantiden: Faszinierende Lauerjäger Faszinierende Lauerjäger 800
PraxisRatgeber: Mantiden: Faszinierende Lauerjäger 800
热门求助领域 (近24小时)
化学 医学 生物 材料科学 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 基因 遗传学 催化作用 物理化学 免疫学 量子力学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 3248513
求助须知:如何正确求助?哪些是违规求助? 2891903
关于积分的说明 8269128
捐赠科研通 2559920
什么是DOI,文献DOI怎么找? 1388768
科研通“疑难数据库(出版商)”最低求助积分说明 650897
邀请新用户注册赠送积分活动 627798