OSCR

Single-cell analysis of microglia and monocyte dynamics uncovers distinct TNF-driven neuroimmune signatures in humans after intracerebral hemorrhage.

Overview

Authors: Yuki Kawamura1,2, Conor W Johnson1,3, Jonathan DeLong1,4, Lucas Paulo de Lima Camillo2, Sofia E Velazquez4, Munetomo Takahashi5, Hannah E Beatty1,4, Ryan Hebert6, Branden J Cord7, Charles Matouk6, Michael H Askenase1,4, Lauren H Sansing1,4
  1. Department of Neurology, Yale School of Medicine, New Haven, CT, USA
  2. School of Clinical Medicine, University of Cambridge, Cambridge, UK
  3. Department of Pathology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
  4. Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
  5. Medical Research Council Toxicology Unit, University of Cambridge, Cambridge, UK
  6. Department of Neurosurgery, Yale School of Medicine, New Haven, CT, USA
  7. Department of Neurosurgery, University of California–Davis, Sacramento, CA, USA
Institutions: University of Cambridge (United Kingdom); Yale University (United States); Northwestern University (United States); MRC Toxicology Unit (United Kingdom); Medical Research Council (United Kingdom); University of California, Davis (United States)
Dates: received 30 March 2026; accepted 7 July 2026; published online 15 July 2026; in print July 2026
Type: Research article · Language: English
License: CC BY-NC
Identifiers: DOI 10.1177/0271678x261471282 · PMID 42454753 · PMCID PMC13447510 · OpenAlex W7168421645
Open access: hybrid, a free copy (OpenAlex)
Status: dead link
Categories: human (organism), stroke (population), cellular / molecular (subfield)
Methods: Statistics
Keywords: ICH, inflammation, microglia, monocytes, stroke
Topic: Intracerebral and Subarachnoid Hemorrhage Research (Neurology, Medicine), according to OpenAlex
Funding: American Heart Association (19EIA34770133); National Institutes of Health (1S10OD030363-01A1, R01NS097728, R21NS108060); NINDS NIH HHS (R21 NS108060, R01 NS097728); NIH HHS (S10 OD030363)
Citations: not cited yet (Europe PMC); 76 references in the paper

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

License: none: the authors keep all their rights
State: the link is dead, verified on 27 September 2026
Evidence: found in the paper
Software Heritage: not archived
Found in: “Data availability”
Not found: README, license file, CITATION.cff, environment file, tests, continuous integration, documentation
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

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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;
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Its JSON (tracing-map.json) is deposited on Zenodo with its DOI once the map is validated.

Data

Datasets cited

Data availability

Raw sequencing files and metadata are available at GSE333172 (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE333172). Codes used for custom trajectory analysis is available at https://github.com/lucascamillomd/brain-hematoma.

Reproduced under the paper's license (CC BY-NC), from the paper cited above.

Versions

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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://doi.org/10.1177/0271678x261471282

BibTeX

@article{kawamura2026single,
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 = {10.1177/0271678x261471282},
url = {https://doi.org/10.1177/0271678x261471282},
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 - 2026/07/15
SP - 0271678X261471282
SN - 0271-678X
PB - SAGE Publications
DO - 10.1177/0271678x261471282
UR - https://doi.org/10.1177/0271678x261471282
LA - en
ER -

CSL-JSON

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