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

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
科研通AI6.4应助陈中航采纳,获得10
2秒前
田様应助天真的宝马采纳,获得10
2秒前
3秒前
英俊的铭应助单薄冰安采纳,获得10
4秒前
宿醉发布了新的文献求助10
8秒前
BigTong发布了新的文献求助10
8秒前
SHOU_Xudong发布了新的文献求助10
8秒前
8秒前
343123完成签到,获得积分10
8秒前
10秒前
归零者完成签到,获得积分10
11秒前
大气的美女完成签到,获得积分10
11秒前
12秒前
香蕉觅云应助易寒采纳,获得10
13秒前
朴素的书琴完成签到,获得积分10
13秒前
14秒前
今后应助赵一采纳,获得10
14秒前
magin完成签到 ,获得积分10
15秒前
可爱的函函应助百里健柏采纳,获得10
15秒前
归零者发布了新的文献求助10
15秒前
852应助辛勤碧空采纳,获得10
15秒前
caidun发布了新的文献求助10
15秒前
16秒前
科目三应助Yuu采纳,获得50
16秒前
科研通AI6.3应助林洁采纳,获得10
18秒前
科研通AI6.3应助林洁采纳,获得10
18秒前
孤鸿影98完成签到,获得积分10
19秒前
爆米花应助宿醉采纳,获得10
20秒前
caidun完成签到,获得积分10
20秒前
学术通zzz发布了新的文献求助10
21秒前
imfangyu完成签到,获得积分10
21秒前
21秒前
25秒前
CodeCraft应助lin采纳,获得30
26秒前
BigTong发布了新的文献求助10
27秒前
愉快小小发布了新的文献求助10
28秒前
FashionBoy应助王梦秋采纳,获得10
29秒前
29秒前
30秒前
33秒前
高分求助中
Principles of Economics, 11th Edition 10000
University Physics with Modern Physics, 16th edition 10000
(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
Development of a Bridge Weigh-In-Motion System: A technology to convert the bridge response to the passage of traffic into data on vehicle configurations, speeds, times of travel and weights 1000
Molecular Mechanisms of Photosynthesis, 4th Edition 1000
Organic Reactions, Volume 116 1000
Current concepts in cutaneous toxicity : proceedings of the Fourth Conference on Cutaneous Toxicity, Washington, D.C., May 9-11, 1979 1000
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 7262838
求助须知:如何正确求助?哪些是违规求助? 8884057
关于积分的说明 18775747
捐赠科研通 6941768
什么是DOI,文献DOI怎么找? 3202540
关于科研通互助平台的介绍 2375677
邀请新用户注册赠送积分活动 2178298