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
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

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
健忘可愁应助疯狂的聋五采纳,获得20
3秒前
科研通AI6应助科研通管家采纳,获得10
3秒前
Hello应助科研通管家采纳,获得10
3秒前
xzy998应助科研通管家采纳,获得10
3秒前
科研通AI6应助科研通管家采纳,获得10
3秒前
Orange应助科研通管家采纳,获得10
3秒前
今后应助科研通管家采纳,获得10
3秒前
充电宝应助科研通管家采纳,获得10
3秒前
桐桐应助科研通管家采纳,获得30
3秒前
李爱国应助科研通管家采纳,获得10
4秒前
上官若男应助科研通管家采纳,获得10
4秒前
可爱草丛应助科研通管家采纳,获得10
4秒前
充电宝应助科研通管家采纳,获得10
4秒前
汉堡包应助科研通管家采纳,获得10
4秒前
浮游应助科研通管家采纳,获得10
4秒前
Owen应助科研通管家采纳,获得10
4秒前
科研通AI6应助科研通管家采纳,获得10
4秒前
科研通AI2S应助科研通管家采纳,获得10
4秒前
浮游应助科研通管家采纳,获得10
4秒前
xzy998应助科研通管家采纳,获得10
4秒前
田様应助科研通管家采纳,获得10
4秒前
小二郎应助科研通管家采纳,获得10
4秒前
无花果应助科研通管家采纳,获得10
4秒前
Cleo应助科研通管家采纳,获得10
4秒前
浮游应助喜悦的如娆采纳,获得10
4秒前
科目三应助科研通管家采纳,获得10
4秒前
Ava应助科研通管家采纳,获得10
4秒前
科研通AI6应助科研通管家采纳,获得10
4秒前
shhoing应助科研通管家采纳,获得10
4秒前
鱼鱼应助科研通管家采纳,获得10
5秒前
坚果应助科研通管家采纳,获得10
5秒前
打打应助科研通管家采纳,获得10
5秒前
5秒前
跳跳糖应助科研通管家采纳,获得10
5秒前
研究生小李完成签到,获得积分20
5秒前
xzy998应助科研通管家采纳,获得10
5秒前
Cleo应助科研通管家采纳,获得10
5秒前
脑洞疼应助科研通管家采纳,获得10
5秒前
浮游应助科研通管家采纳,获得10
5秒前
5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
List of 1,091 Public Pension Profiles by Region 1601
Lloyd's Register of Shipping's Approach to the Control of Incidents of Brittle Fracture in Ship Structures 800
Biology of the Reptilia. Volume 21. Morphology I. The Skull and Appendicular Locomotor Apparatus of Lepidosauria 620
A Guide to Genetic Counseling, 3rd Edition 500
Laryngeal Mask Anesthesia: Principles and Practice. 2nd ed 500
The Composition and Relative Chronology of Dynasties 16 and 17 in Egypt 500
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 计算机科学 有机化学 物理 生物化学 纳米技术 复合材料 内科学 化学工程 人工智能 催化作用 遗传学 数学 基因 量子力学 物理化学
热门帖子
关注 科研通微信公众号,转发送积分 5560014
求助须知:如何正确求助?哪些是违规求助? 4645187
关于积分的说明 14674421
捐赠科研通 4586310
什么是DOI,文献DOI怎么找? 2516345
邀请新用户注册赠送积分活动 1490000
关于科研通互助平台的介绍 1460841