Evidence map›Paper›PMID 35534852›Full record

ArticleGenome medicine2022

Single-cell profiling of human dura and meningioma reveals cellular meningeal landscape and insights into meningioma immune response.

Anthony Z Wang, Jay A Bowman-Kirigin, Rupen Desai, Liang-I Kang, Pujan R Patel, Bhuvic Patel, Saad M Khan, Diane Bender, M Caleb Marlin, Jingxian Liu and 9 more

Open access · goldAbstract read
In one paragraph

Article in Genome medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 67 papers.

0numbers the graph read from it
0cells of the map it votes in
67citing papers in PubMed
17.7field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

67 citing papers in PubMed, 104 citations in OpenAlex.

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  8. DNA Hypomethylation ofInternational journal of molecular sciences · 2026
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  17. Clonal CD8Nature immunology · 2026
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7 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

19 authors at 5 institutions in 1 country.

Anthony Z Wang *Department of Neurological Surgery, Washington University School of Medicine, St. Louis, MO, USA.
Jay A Bowman-Kirigin *Department of Neurological Surgery, Washington University School of Medicine, St. Louis, MO, USA.
Rupen DesaiDepartment of Neurological Surgery, Washington University School of Medicine, St. Louis, MO, USA.
Liang-I KangDivision of Anatomic and Molecular Pathology, Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, USA.
Pujan R PatelWashington University School of Medicine, St. Louis, MO, USA.
Bhuvic PatelDepartment of Neurological Surgery, Washington University School of Medicine, St. Louis, MO, USA.
Saad M KhanDepartment of Neurological Surgery, Washington University School of Medicine, St. Louis, MO, USA.
Diane BenderAndrew M. and Jane M. Bursky Center for Human Immunology and Immunotherapy Programs, Washington University School of Medicine, St. Louis, MO, USA.
M Caleb MarlinArthritis & Clinical Immunology Human Phenotyping Core, Oklahoma Medical Research Foundation, Oklahoma City, OK, USA.
Jingxian LiuDepartment of Genetics, Washington University School of Medicine, St. Louis, MO, USA.
Joshua W OsbunDepartment of Neurological Surgery, Washington University School of Medicine, St. Louis, MO, USA.
Eric C LeuthardtDepartment of Neurological Surgery, Washington University School of Medicine, St. Louis, MO, USA.
Michael R ChicoineDepartment of Neurological Surgery, Washington University School of Medicine, St. Louis, MO, USA.
Ralph G DaceyDepartment of Neurological Surgery, Washington University School of Medicine, St. Louis, MO, USA.
Gregory J ZipfelDepartment of Neurological Surgery, Washington University School of Medicine, St. Louis, MO, USA.
Albert H KimDepartment of Neurological Surgery, Washington University School of Medicine, St. Louis, MO, USA.
David G DeNardoDivision of Oncology-Molecular Oncology, Department of Internal Medicine, Washington University School of Medicine, St. Louis, MO, USA.
Allegra A Petti *Department of Neurological Surgery, Washington University School of Medicine, St. Louis, MO, USA. allegra.petti@wustl.edu.
Gavin P Dunn *Department of Neurosurgery, Massachusetts General Hospital, Boston, MA, USA. gpdunn@mgh.harvard.edu.
Neurological Surgery · USWashington University in St. Louis · USMassachusetts General Hospital · USMolecular Oncology (United States) · USOklahoma Medical Research Foundation · US

Funding

Washington University Center for Cellular ImagingP30CA091842 · NCI · WASHINGTON UNIVERSITY · PI AIMEE S JAMES · 2001 to 2026
$128.0M
WU INSTITUTE OF CLINICAL AND TRANSLATIONAL SCIENCESUL1TR002345 · NCATS · WASHINGTON UNIVERSITY · PI William G. Powderly · 2017 to 2026
$97.8M
The Impact of Macrophage Origin on the Pathogenesis and Treatment Resistance of Pancreatic CancerR01CA177670 · NCI · WASHINGTON UNIVERSITY · PI DENARDO, DAVID G · 2014 to 2023
$3.3M
Re-wiring PDAC Tumor Immunity Through Dendritic CellsR01CA262506 · NCI · WASHINGTON UNIVERSITY · PI DENARDO, DAVID G, DESELM, CARL · 2021 to 2025
$2.8M
Targeting Focal Adhesion Kinase to Improve RT-inducted Tumor ImmunityR01CA248917 · NCI · WASHINGTON UNIVERSITY · PI DENARDO, DAVID G, KIM, HYUN · 2020 to 2024
$2.5M
Exploiting Integrin Signaling to Overcome Resistance to ImmunotherapyR01CA244938 · NCI · WASHINGTON UNIVERSITY · PI DENARDO, DAVID G, GUPTA, VINEET · 2020 to 2024
$2.2M
NCATS NIH HHS UL1 TR002345NCI NIH HHS P30 CA091842NCI NIH HHS R01 CA177670NCI NIH HHS R01 CA244938NCI NIH HHS R01 CA248917NCI NIH HHS R01 CA262506
6 · The paper itself

Abstract

backgroundRecent investigations of the meninges have highlighted the importance of the dura layer in central nervous system immune surveillance beyond a purely structural role. However, our understanding of the meninges largely stems from the use of pre-clinical models rather than human samples.

methodsSingle-cell RNA sequencing of seven non-tumor-associated human dura samples and six primary meningioma tumor samples (4 matched and 2 non-matched) was performed. Cell type identities, gene expression profiles, and T cell receptor expression were analyzed. Copy number variant (CNV) analysis was performed to identify putative tumor cells and analyze intratumoral CNV heterogeneity. Immunohistochemistry and imaging mass cytometry was performed on selected samples to validate protein expression and reveal spatial localization of select protein markers.

resultsIn this study, we use single-cell RNA sequencing to perform the first characterization of both non-tumor-associated human dura and primary meningioma samples. First, we reveal a complex immune microenvironment in human dura that is transcriptionally distinct from that of meningioma. In addition, we characterize a functionally diverse and heterogenous landscape of non-immune cells including endothelial cells and fibroblasts. Through imaging mass cytometry, we highlight the spatial relationship among immune cell types and vasculature in non-tumor-associated dura. Utilizing T cell receptor sequencing, we show significant TCR overlap between matched dura and meningioma samples. Finally, we report copy number variant heterogeneity within our meningioma samples.

conclusionsOur comprehensive investigation of both the immune and non-immune cellular landscapes of human dura and meningioma at single-cell resolution builds upon previously published data in murine models and provides new insight into previously uncharacterized roles of human dura.

Indexed as

Meningeal NeoplasmsMeningiomaAnimalsEndothelial CellsHumansImmunityMeningesMiceTumor MicroenvironmentDuraImaging mass cytometryMeningesSingle-cell RNA sequencing

Identifiers

PMID35534852
PMCPMC9088131
OpenAlexW4229451105

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.