Combination of single-nucleus and bulk RNA-seq reveals the molecular mechanism of thalamus haemorrhage-induced central poststroke pain

被引:2
|
作者
Huang, Tianfeng [1 ,2 ]
Xiao, Yinggang [1 ,2 ]
Zhang, Yang [1 ,2 ]
Ge, Yali [1 ,2 ]
Gao, Ju [1 ,2 ]
机构
[1] Yangzhou Univ, Northern Jiangsu Peoples Hosp, Clin Med Coll, Yangzhou, Jiangsu, Peoples R China
[2] Northern Jiangsu Peoples Hosp, Yangzhou Key Lab Anesthesiol, Yangzhou, Jiangsu, Peoples R China
来源
FRONTIERS IN IMMUNOLOGY | 2023年 / 14卷
基金
中国国家自然科学基金;
关键词
thalamic haemorrhage; central poststroke pain; single-nucleus RNA sequencing; bioinformatics analysis; cell-cell communication; SANDHOFF-DISEASE; MICROGLIA; NEUROINFLAMMATION; SYNAPSES; ORIGIN; STROKE; HEALTH; CELL;
D O I
10.3389/fimmu.2023.1174008
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Central poststroke pain (CPSP) induced by thalamic haemorrhage (TH) can be continuous or intermittent and is accompanied by paresthesia, which seriously affects patient quality of life. Advanced insights into CPSP mechanisms and therapeutic strategies require a deeper understanding of the molecular processes of the thalamus. Here, using single-nucleus RNA sequencing (snRNA-seq), we sequenced the transcriptomes of 32332 brain cells, which revealed a total of four major cell types within the four thalamic samples from mice. Compared with the control group, the experimental group possessed the higher sensitivity to mechanical, thermal, and cold stimuli, and increased microglia numbers and decreased neuron numbers. We analysed a collection of differentially expressed genes and neuronal marker genes obtained from bulk RNA sequencing (bulk RNA-seq) data and found that Apoe, Abca1, and Hexb were key genes verified by immunofluorescence (IF). Immune infiltration analysis found that these key genes were closely related to macrophages, T cells, related chemokines, immune stimulators and receptors. Gene Ontology (GO) enrichment analysis also showed that the key genes were enriched in biological processes such as protein export from nucleus and protein sumoylation. In summary, using large-scale snRNA-seq, we have defined the transcriptional and cellular diversity in the brain after TH. Our identification of discrete cell types and differentially expressed genes within the thalamus can facilitate the development of new CPSP therapeutics.
引用
收藏
页数:13
相关论文
共 26 条
  • [1] Integrative analysis of single-nucleus RNA-seq and bulk RNA-seq reveals germline cells development dynamics and niches in the Pacific oyster gonad
    Wang, Huihui
    Yu, Hong
    Li, Qi
    ISCIENCE, 2024, 27 (04)
  • [2] A conjoint analysis of bulk RNA-seq and single-nucleus RNA-seq for revealing the role of ferroptosis and iron metabolism in ALS
    Fu, Xiujuan
    He, Yizi
    Xie, Yongzhi
    Lu, Zuneng
    FRONTIERS IN NEUROSCIENCE, 2023, 17
  • [3] Div-Seq: Single-nucleus RNA-Seq reveals dynamics of rare adult newborn neurons
    Habib, Naomi
    Li, Yinqing
    Heidenreich, Matthias
    Swiech, Lukasz
    Avraham-Davidi, Inbal
    Trombetta, John J.
    Hession, Cynthia
    Zhang, Feng
    Regev, Aviv
    SCIENCE, 2016, 353 (6302) : 925 - 928
  • [4] Single-nucleus RNA-seq of differentiating human myoblasts reveals the extent of fate heterogeneity
    Zeng, Weihua
    Jiang, Shan
    Kong, Xiangduo
    El-Ali, Nicole
    Ball, Alexander R., Jr.
    Ma, Christopher I-Hsing
    Hashimoto, Naohiro
    Yokomori, Kyoko
    Mortazavi, Ali
    NUCLEIC ACIDS RESEARCH, 2016, 44 (21)
  • [5] Single-Nucleus RNA-Seq Reveals Spermatogonial Stem Cell Developmental Pattern in Shaziling Pigs
    Tang, Xiangwei
    Chen, Chujie
    Yan, Saina
    Yang, Anqi
    Deng, Yanhong
    Chen, Bin
    Gu, Jingjing
    BIOMOLECULES, 2024, 14 (06)
  • [6] Deciphering the Oncogenic Landscape of Hepatocytes Through Integrated Single-Nucleus and Bulk RNA-Seq of Hepatocellular Carcinoma
    Su, Huanhou
    Zhou, Xuewen
    Lin, Guanchuan
    Luo, Chaochao
    Meng, Wei
    Lv, Cui
    Chen, Yuting
    Wen, Zebin
    Li, Xu
    Wu, Yongzhang
    Xiao, Changtai
    Yang, Jian
    Lu, Jiameng
    Luo, Xingguang
    Chen, Yan
    Tam, Paul K. H.
    Li, Chuanjiang
    Sun, Haitao
    Pan, Xinghua
    ADVANCED SCIENCE, 2025,
  • [7] Molecular subtypes and resistance programs in pancreatic ductal adenocarcinoma elucidated with single-nucleus RNA-seq
    Hwang, William L.
    Jagadeesh, Karthik A.
    Ashenberg, Orr
    Drokhlyansky, Eugene
    Eng, George
    Van Wittenberghe, Nicholas
    Freed-Pastor, William
    Rodriguez, Clifton
    Dionne, Danielle
    Waldman, Julia
    Cuoco, Michael
    Tsankov, Alexander
    Lambden, Connor
    Porter, Caroline
    Schenkel, Jason
    Lambert, Laurens
    Ciprani, Debora
    Aguirre, Andrew J.
    Mino-Kenudson, Mari
    Hong, Theodore S.
    Rozenblatt-Rosen, Orit
    Castillo, Carlos Fernandez-Del
    Liss, Andrew S.
    Regev, Aviv
    Jacks, Tyler E.
    CANCER RESEARCH, 2019, 79 (24)
  • [8] Refining pancreatic ductal adenocarcinoma molecular subtype and precision therapeutics with single-nucleus RNA-seq
    He, Lishu
    BMC MEDICINE, 2021, 19 (01)
  • [9] Refining pancreatic ductal adenocarcinoma molecular subtype and precision therapeutics with single-nucleus RNA-seq
    Lishu He
    BMC Medicine, 19
  • [10] kallisto, bustools and kb-python']python for quantifying bulk, single-cell and single-nucleus RNA-seq
    Sullivan, Delaney K.
    Min, Kyung Hoi
    Hjorleifsson, Kristjan Eldjarn
    Luebbert, Laura
    Holley, Guillaume
    Moses, Lambda
    Gustafsson, Johan
    Bray, Nicolas L.
    Pimentel, Harold
    Booeshaghi, A. Sina
    Melsted, Pall
    Pachter, Lior
    NATURE PROTOCOLS, 2025, 20 (03) : 587 - 607