Single-nucleus analysis reveals human-specific oligodendrocyte polarization and conserved neuronal responses after severe traumatic brain injury.
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- Project Title
- Single-cell analysis reveals human-specific oligodendrocyte polarization and conserved neuronal responses after severe traumatic brain injury
- Overview:
- This repository contains processed data and analysis scripts for the single-cell transcriptomic study of human and mouse traumatic brain injury (TBI). It includes CCA-based data integration, differential expression analysis, pseudotime trajectory inference, co-expression network construction, edema correlation analysis, and GWAS enrichment. All analyses were performed using R version 4.0.5 or 4.2.3, except RNA velocity analysis, which was conducted using Python 3.8 (scVelo)
- Folder Description:
- TBI atlas human/ and TBI atlas mouse.txt:
- Contain human and mouse datasets respectively, including CCA integration, cell type annotation, differential gene analysis across TBI stages, and correlation with brain edema.
- microglia.txt:
- Includes human- and mouse-specific microglia subclustering, pseudotime trajectory analyses in human and mouse microglia, CALM2-centered co-expression networks, and NicheNet-based ligand–receptor predictions.
- oligodendrocyte.txt:
- Covers human- and mouse-specific oligodendrocyte subclustering, trajectory analysis, OLIG-ABCA1 co-expression network, and edema-related gene correlations, velocity analysis in PYTHON.
- excitatory neuron.txt:
- Contains TBI module detection via WGCNA, module conservation analysis, edema correlation, and GWAS enrichment linking TBI modules to neuropsychiatric risk.
- R version 4.0.5: Seurat, hdWGCNA, fgsea, monocle, NicheNet, etc.
- R version 4.2.3: clusterprofiler, fgsea, etc
- Python 3.8: scvelo, scanpy, cellrank, anndata, pandas, etc.
README.txt, under CC-BY-4.0 · at the source
Overview
- Institute for Big Data and Artificial Intelligence in Medicine, School of Science, China Pharmaceutical University (CPU),Nanjing, Jiangsu China
- Department of Neurosurgery, the First Affiliated Hospital of Nanjing Medical University,Nanjing, Jiangsu China
- Big Data Center, School of Science, China Pharmaceutical University (CPU),Nanjing, Jiangsu China
- Center of Drug Discovery, State Key Laboratory of Natural Medicines, China Pharmaceutical University (CPU),Nanjing, Jiangsu China
- Department of Radiology, The First Affiliated Hospital of Nanjing Medical University,Nanjing, Jiangsu China
- Institute for Brain Tumors, Jiangsu Key Lab of Cancer Biomarkers, Prevention and Treatment, Collaborative Innovation Center for Cancer Personalized Medicine, Nanjing Medical University,Nanjing, China
- Centre for Biomedical Data Science (CBDS), Duke-NUS Medical School,Singapore, Republic of Singapore
- Duke-NUS AI + Medical Sciences Initiative (DAISI), Duke-NUS Medical School,Singapore, Republic of Singapore
- Cardiovascular and Metabolic Disorders (CVMD) Programme, Duke-NUS Medical School,Singapore, Republic of Singapore
- Department of Neurosurgery, The Affiliated Kizilsu Kirghiz Autonomous Prefecture People’s Hospital of Nanjing Medical University,Artux, Xinjiang China
Abstract
The abstract is not reproduced here: the paper's license (CC BY-NC-ND) does not allow it. Read it in the paper, at the publisher or on Europe PMC.
Repository
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Zenodo 19314276
Availability: 1 check, the latest on 28 September 2026: the link answers (HTTP 200)
- 28 September 2026: the link answers (HTTP 200)
1 file
- README.txt, Text, 25 lines
Code availability statement
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- it points to the authors' code: Zenodo 19314276
Read it in the paper: doi.org/10.1038/s41467-026-73036-w.
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- no match between paragraphs and code yet;
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Data
Datasets cited
- autism.cells.ucsc.edu, at autism.cells.ucsc.edu; found in “Data availability”
- brainscope.gersteinlab.o
rg/ , at brainscope.gersteinlab.org; found in “Data availability”output-sample-annotated- matrix.html - cells.ucsc.edu, at cells.ucsc.edu; found in “Data availability”
- geo:GSE277487, at NCBI GEO; found in “Data availability”
- ngdc.cncb.ac.cn/
search/ , at ngdc.cncb.ac.cn; found in “Data availability”specific - portal.brain-map.org/
atlases-and-data/ , at Allen Brain Map; found in the text, “Cell type annotation”rnaseq - pride:PXD016043, at PRIDE; found in “Data availability”
Code and data availability statement
The paper has a code and data availability statement. Its license (CC BY-NC-ND) does not allow reproducing it here; in short, from what the harvester recognized in it:
- it points to 6 datasets: autism.cells.ucsc.edu, brainscope.gersteinlab.o
rg/ , cells.ucsc.edu, PRIDE PXD016043, NCBI GEO GSE277487, ngdc.cncb.ac.cn/output-sample-annotated- matrix.html search/ specific - it points to the authors' code: Zenodo 19314276
Read it in the paper: doi.org/10.1038/s41467-026-73036-w.
Versions
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Version 1, 28 September 2026: the first record
Recorded: type, language, journal, volume, issue, pages, dates, 20 authors, 4 keywords, 15 MeSH terms, 1 funder, 82 references.
Cite
This paper
Ji, J., Chao, H., Chen, C., Wang, X., Shi, W., Liao, J., Qian, H., Shi, H., Hu, J., Ye, Y., Tu, Y., Xu, X., Li, Z., Yue, Z., Yan, W., Hong, X., Wang, H., Chen, H., Petretto, E., & Ji, J. (2026). Single-nucleus analysis reveals human-specific oligodendrocyte polarization and conserved neuronal responses after severe traumatic brain injury. Nature communications, 17(1), 6910. https://
BibTeX
@article{ji2026single,
author = {Ji, Jiatong and Chao, Honglu and Chen, Chengzhi and Wang, Xinyue and Shi, Wenqian and Liao, Jun and Qian, Hai and Shi, Hao and Hu, Jingming and Ye, Yangfan and Tu, Yiming and Xu, Xiao and Li, Zheng and Yue, Zhen and Yan, Wei and Hong, Xunning and Wang, Huibo and Chen, Huimei and Petretto, Enrico and Ji, Jing},
title = {{Single-nucleus analysis reveals human-specific oligodendrocyte polarization and conserved neuronal responses after severe traumatic brain injury}},
journal = {Nature communications},
year = {2026},
month = may,
volume = {17},
number = {1},
pages = {6910},
publisher = {Nature Publishing Group},
issn = {2041-1723},
doi = {10.1038/
url = {https://
pmid = {42203771},
pmcid = {PMC13388710}
}
RIS
TY - JOUR
AU - Ji, Jiatong
AU - Chao, Honglu
AU - Chen, Chengzhi
AU - Wang, Xinyue
AU - Shi, Wenqian
AU - Liao, Jun
AU - Qian, Hai
AU - Shi, Hao
AU - Hu, Jingming
AU - Ye, Yangfan
AU - Tu, Yiming
AU - Xu, Xiao
AU - Li, Zheng
AU - Yue, Zhen
AU - Yan, Wei
AU - Hong, Xunning
AU - Wang, Huibo
AU - Chen, Huimei
AU - Petretto, Enrico
AU - Ji, Jing
TI - Single-nucleus analysis reveals human-specific oligodendrocyte polarization and conserved neuronal responses after severe traumatic brain injury
T2 - Nature communications
J2 - Nat Commun
PY - 2026
DA - 2026/
VL - 17
IS - 1
SP - 6910
SN - 2041-1723
PB - Nature Publishing Group
DO - 10.1038/
UR - https://
LA - en
ER -
CSL-JSON
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