Single-cell analysis of microglia and monocyte dynamics uncovers distinct TNF-driven neuroimmune signatures in humans after intracerebral hemorrhage.
Overview
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA
- School of Clinical Medicine, University of Cambridge, Cambridge, UK
- Department of Pathology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
- Medical Research Council Toxicology Unit, University of Cambridge, Cambridge, UK
- Department of Neurosurgery, Yale School of Medicine, New Haven, CT, USA
- Department of Neurosurgery, University of California–Davis, Sacramento, CA, USA
Abstract
Innate immune cells contribute to both secondary brain injury and repair following intracerebral hemorrhage (ICH). However, the signaling pathways governing initial inflammatory and subsequent reparative myeloid programs in living patients remain poorly understood. To better characterize mononuclear phagocyte cell changes over time, we generated a single-cell transcriptomic dataset of paired hematoma clot evacuates and peripheral blood samples from 10 patients following ICH (5–290 h). We identified distinct populations of activated and TNF-low microglia, as well as a highly activated population of CD14+ monocytes in the hematoma. Perturbation analysis identified TNF signaling as the primary driver of hematoma monocyte activation. Custom temporal trajectory analysis using single-cell foundation model embeddings found that this TNF response in monocytes was transient, peaking early after hemorrhage and decreasing over the following 48 h as monocytes shifted to reparative transcriptional programs. Transiently activated microglia emerged as the likely acute source of TNF among analyzed populations, signaling through monocyte TNFR2. Surprisingly, acute TNF signaling in CD14+ monocytes was also associated with better severity-adjusted neurological outcomes both in our cohort and an independent validation cohort. These findings suggest acute TNF signaling between activated microglia and hematoma-associated monocytes, particularly through TNFR2, may contribute to recovery following ICH.
Reproduced under the paper's license (CC BY-NC), from the paper cited above.
Code
No file of the authors' code could be read here: it is described below, and read at its source.
lucascamillomd/brain-hematoma
Availability: 1 check, the latest on 27 September 2026: the link is dead
- 27 September 2026: the link is dead
The paper's code and data availability statement is in the Data section.
Tracing map
Proposed by the machine: these links were found in the paper and verified at the source, without human review. The map will receive a Zenodo DOI once one of the paper's authors has validated it with their ORCID.
What the map holds:
- 1 repository of the authors' code, each at its verified commit, with its license and how the link was found in the paper;
- 0 scripts, each with its path and the digest of its content;
- no match between paragraphs and code yet;
- neither the text of the paper nor the code itself.
Its JSON (tracing-map.json) is deposited on Zenodo with its DOI once the map is validated.
Data
Datasets cited
- geo:GSE333172 — at NCBI GEO; found in “Data availability”
Data availability
Raw sequencing files and metadata are available at GSE333172 (https://
Reproduced under the paper's license (CC BY-NC), from the paper cited above.
Versions
The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.
Version 1, 27 September 2026: the first record
Recorded: type, language, journal, pages, dates, 12 authors, 5 keywords, 4 funders, 75 references.
Cite
This paper
Kawamura, Y., Johnson, C. W., DeLong, J., de Lima Camillo, L. P., Velazquez, S. E., Takahashi, M., Beatty, H. E., Hebert, R., Cord, B. J., Matouk, C., Askenase, M. H., & Sansing, L. H. (2026). Single-cell analysis of microglia and monocyte dynamics uncovers distinct TNF-driven neuroimmune signatures in humans after intracerebral hemorrhage. Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism, 0271678X261471282. https://
BibTeX
@article{kawamura2026sin
author = {Kawamura, Yuki and Johnson, Conor W and DeLong, Jonathan and de Lima Camillo, Lucas Paulo and Velazquez, Sofia E and Takahashi, Munetomo and Beatty, Hannah E and Hebert, Ryan and Cord, Branden J and Matouk, Charles and Askenase, Michael H and Sansing, Lauren H},
title = {{Single-cell analysis of microglia and monocyte dynamics uncovers distinct TNF-driven neuroimmune signatures in humans after intracerebral hemorrhage}},
journal = {Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism},
year = {2026},
month = jul,
pages = {0271678X261471282},
publisher = {SAGE Publications},
issn = {0271-678X},
doi = {10.1177/
url = {https://
pmid = {42454753},
pmcid = {PMC13447510}
}
RIS
TY - JOUR
AU - Kawamura, Yuki
AU - Johnson, Conor W
AU - DeLong, Jonathan
AU - de Lima Camillo, Lucas Paulo
AU - Velazquez, Sofia E
AU - Takahashi, Munetomo
AU - Beatty, Hannah E
AU - Hebert, Ryan
AU - Cord, Branden J
AU - Matouk, Charles
AU - Askenase, Michael H
AU - Sansing, Lauren H
TI - Single-cell analysis of microglia and monocyte dynamics uncovers distinct TNF-driven neuroimmune signatures in humans after intracerebral hemorrhage
T2 - Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism
J2 - J Cereb Blood Flow Metab
PY - 2026
DA - 2026/
SP - 0271678X261471282
SN - 0271-678X
PB - SAGE Publications
DO - 10.1177/
UR - https://
LA - en
ER -
CSL-JSON
{
"id": "10.1177/
"type": "article-journal",
"title": "Single-cell analysis of microglia and monocyte dynamics uncovers distinct TNF-driven neuroimmune signatures in humans after intracerebral hemorrhage",
"container-title": "Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism",
"author": [
{
"family": "Kawamura",
"given": "Yuki"
},
{
"family": "Johnson",
"given": "Conor W"
},
{
"family": "DeLong",
"given": "Jonathan"
},
{
"family": "de Lima Camillo",
"given": "Lucas Paulo"
},
{
"family": "Velazquez",
"given": "Sofia E"
},
{
"family": "Takahashi",
"given": "Munetomo"
},
{
"family": "Beatty",
"given": "Hannah E"
},
{
"family": "Hebert",
"given": "Ryan"
},
{
"family": "Cord",
"given": "Branden J"
},
{
"family": "Matouk",
"given": "Charles"
},
{
"family": "Askenase",
"given": "Michael H"
},
{
"family": "Sansing",
"given": "Lauren H"
}
],
"container-title-short":
"page": "0271678X261471282",
"DOI": "10.1177/
"PMID": "42454753",
"PMCID": "PMC13447510",
"ISSN": "0271-678X",
"publisher": "SAGE Publications",
"URL": "https://
"language": "en",
"issued": {
"date-parts": [
[
2026,
7,
15
]
]
}
}
The tracing map gets a citation of its own once an author has validated it and it has a DOI.
Similar papers
The papers with a page that share the most with this one: the tools found in their code, their categories, datasets, cited references and authors, the rarest counting most.
- [1] doi:10.1093/bioinformatics/btag652 [code]
- mmVelo: a deep generative model for estimating cell state-dependent dynamics across multiple modalities.Journal: Bioinformatics (Oxford, England)In common: 6 references
- [2] doi:10.7554/elife.108950 [code]
- Comprehensive RNA velocity by modeling the cascade of gene regulation, transcription, and splicing from single-cell RNA sequencing data with TSvelo.Journal: eLifeIn common: cellular / molecular, 5 references
- [3] doi:10.1038/s41467-026-74000-4 [code]
- ArchVelo: archetypal velocity modeling for single-cell multi-omic trajectories.Journal: Nature communicationsIn common: cellular / molecular, 5 references
- [4] doi:10.1038/s41593-026-02320-1 [code]
- The mitochondrial unfolded protein response in human microglia disrupts neuronal-glial communication and promotes senescence.Journal: Nature neuroscienceIn common: cellular / molecular, 4 references
- [5] doi:10.1007/s00401-026-03035-0
- Expression of GPR34 in microglia remains stable in human Alzheimer's disease.Journal: Acta neuropathologicaIn common: cellular / molecular, 4 references
- [6] doi:10.1186/s12974-026-03809-z
- Ependymal cell inflammatory activation in response to intracerebral hemorrhage.Journal: Journal of neuroinflammationIn common: stroke, cellular / molecular, 4 references
- [7] doi:10.1038/s41467-026-74037-5
- Microglial CD31 suppresses Aβ clearance and promotes Alzheimer pathology in 5×FAD mice.Journal: Nature communicationsIn common: cellular / molecular, 4 references
- [8] doi:10.1038/s41467-026-76156-5 [code]
- Longitudinal analysis reveals myeloid cell contributions to murine neuroPASC pathogenesis.Journal: Nature communicationsIn common: cellular / molecular, 4 references
- [9] doi:10.1038/s41467-026-74904-1
- FcγR- and CD9-dependent synapse-engulfing microglia in the thalamus drive cognitive impairment following cortical brain damage in mice.Journal: Nature communicationsIn common: cellular / molecular, 4 references
- [10] doi:10.1038/s44400-026-00125-4 [code]
- Regulators of interferon-responsive microglia uncovered by Genome-wide CRISPRi screening.Journal: NPJ dementiaIn common: cellular / molecular, 4 references
Contribute
The authors of this paper can claim it, correct its record and validate its tracing map, and the maintainers of its code (its owner, or a public member of its organization) correct what it says of their repository; anyone signed in can ask for its removal. Every request goes to OSCR's own machine, which answers it; your account page follows them.
Sign in with ORCID to claim this paper as one of its authors, correct its record or validate its tracing map: when the paper's metadata lists your ORCID iD, you are recognized at once. Maintainers of its code: sign in with GitHub, then claim the repository on your account page.
Claim this paper
Correct its record
Say what each link of this record is, remove the ones that are not the paper's, add the ones that are missing. The correction becomes a new version of the record, in its Versions section.
Validate its tracing map
You validate the map as this page shows it: 1 repository of the authors' code, each at its verified commit and with its license, 0 scripts, and 0 matches between paragraphs and code (see the Code and Map sections). It then receives a DOI on Zenodo, with you (your ORCID iD) and OSCR as its creators; the code itself is not deposited.
The map's fingerprint: sha256:c2cb63013a9b1d65…
Add the badge to its README
The badge links the code to this page. Copy one of these into the README of the paper's code: only you decide where it goes, and nothing is changed for you.
Markdown
[, paste the snippet at the top, then “Commit changes…” and, to review it first, “Create a new branch and start a pull request”. You open the pull request; OSCR asks for no permission.
Request its removal
To ask OSCR to remove this record, the copies of its authors' scripts or its tracing map, use the removal request page: signed in, you say who you are, what to remove and why, then review and confirm the request. Published rules decide every request (how).
Discussion, reproductions, activity
Discussion: questions and error reports about this paper and its code, from signed-in readers and its authors. It opens with sign-in.
Reproductions: reports from readers who ran the authors' code: what they reproduced, with which environment, commit and data. It opens with sign-in.
Activity: what happens around this paper: new versions of its record, its map's validation, discussions and reproductions. It opens with sign-in.
