Evidence map›Paper›PMID 41586579›Full record

ArticleNeuro-oncology2026

Integrated immune profiling of chordomas reveals spatially organized niches and functional heterogeneity.

Victor A Arrieta, J Kada Benotmane, Rebecca Du, Karl J Habashy, Junfei Zhao, Hinda Najem, Si Wang, David Hou, Joshua L Katz, Gustavo I Vázquez-Cervantes and 22 more

Abstract read
In one paragraph

Article in Neuro-oncology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
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

3 citing papers in PubMed.

  1. Article
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  3. Review
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

32 authors.

Victor A ArrietaDepartment of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
J Kada BenotmaneMicroenvironment and Immunology Research Laboratory, Medical Center-University of Freiburg, Freiburg, Germany.
Rebecca DuDepartment of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
Karl J HabashyDepartment of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
Junfei ZhaoDepartment of Systems Biology, Columbia University, New York, New York, US.
Hinda NajemDepartment of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
Si WangDepartment of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
David HouDepartment of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
Joshua L KatzDepartment of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
Gustavo I Vázquez-CervantesDepartment of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
Brandyn CastroDepartment of Neurological Surgery, University of Illinois in Chicago (UIC), Chicago, Illinois, US.
Meghan E CholakDepartment of Medicine, Division of Hematology and Oncology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
Surya PandeyDepartment of Medicine, Division of Hematology and Oncology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
Sze Kiat TanDepartment of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, US.
Megan ParkerDepartment of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, US.
Yu HanDepartment of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
Nicolas KosteleckyDepartment of Pathology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
Erica Vormittag-NocitoDepartment of Pathology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
Lucas Santana-SantosDepartment of Pathology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
Lawrence JenningsDepartment of Pathology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
Pouya JamshidiDepartment of Pathology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
Craig M HorbinskiMalnati Brain Tumor Institute of the Lurie Comprehensive Cancer Center, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
Jason M MiskaDepartment of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
Adam M SonabendDepartment of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
Roger StuppDepartment of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.ORCID 0000-0002-5483-3118
Chetan BettegowdaDepartment of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, US.ORCID 0000-0001-9991-7123
Amy B HeimbergerDepartment of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.ORCID 0000-0002-9970-8695
Maciej S LesniakDepartment of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.ORCID 0000-0002-0096-5107
James P ChandlerDepartment of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.
Jean-Paul WolinskyDepartment of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.ORCID 0000-0001-5599-4143
Dieter Henrik HeilandMicroenvironment and Immunology Research Laboratory, Medical Center-University of Freiburg, Freiburg, Germany.
Catalina Lee ChangDepartment of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, US.

Funding

STINGing GBM: A First-in- Man Clinical Trial in Surgical Resectable Recurrent GBMP50CA221747 · NCI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Hui Zhang · 2018 to 2026
$21.4M
Development of B-cell-based vaccine for GlioblastomaR37CA258426 · NCI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Catalina Lee Chang · 2021 to 2026
$2.2M
Cancer Research Institute CR68036Chordoma Foundation, the Cancer Research Institute #CR13733Lou and Jean Malnati Brain Tumor InstituteLou and Jean Malnati Brain Tumor Institute from Northwestern UniversityNCI NIH HHS NCI, R37CA258426, P50CA221747NCI NIH HHS P50 CA221747NCI NIH HHS P50CA221747NCI NIH HHS R37 CA258426NCI NIH HHS R37CA258426NIH HHS 1S10OD025120Northwestern UniversitySociety for Immunotherapy of Cancer-Diversity, Equity, and Inclusion in Cancer ImmunotherapySociety for Immunotherapy of Cancer-Diversity, Equity, and Inclusion in Cancer Immunotherapy Fellowship
6 · The paper itself

Abstract

backgroundChordomas are locally aggressive notochordal tumors with no systemic therapy options. As an ultra-rare cancer type, our understanding of its immune landscape is limited. While tumor-associated macrophages (TAMs) and T cells are critical components of the immune landscape, their functional states and interactions remain poorly understood.

methodsWe conducted an integrative analysis of 35 chordoma samples and six paired tumor-PBMC samples using single-cell RNA sequencing (scRNA-seq), T-cell receptor (TCR) profiling, and multiplex immunofluorescence. Immune cell phenotypes, spatial distribution, TCR motif diversity, and functional states were assessed using unbiased co-expression network analysis and predictive modeling.

resultsChordomas exhibited remarkable immune cell heterogeneity, ranging from highly infiltrated to immune--desert tumors. Tumor-associated macrophages dominated the tumor microenvironment (TME) and were enriched for antigen-processing pathways. T-cell receptor profiling revealed clonal overlap between tumor-infiltrating and peripheral T cells, suggesting systemic anti-tumor responses. Exhausted CD8+ T cells exhibited restricted clonality and tumor-specific amino acid motifs. Weighted gene co-expression network analysis (WGCNA) identified gene modules associated with immune activation and suppression, underscoring the dual roles of immune cells in the TME. Spatial analysis revealed fibrous septa as immune interaction hubs, where immune cell clustering was significantly higher than in tumor regions.

conclusionsThis study advances understanding of the chordoma immune landscape by integrating spatial, transcriptomic, and TCR data. The findings highlight systemic and local immune dynamics, reveal tumor-specific TCR motifs, and identify potential therapeutic targets. These insights provide a foundation for developing personalized immunotherapies to overcome immune suppression and enhance anti-tumor immunity in chordomas.

Indexed as

Biomarkers, TumorChordomaLymphocytes, Tumor-InfiltratingTumor-Associated MacrophagesTumor MicroenvironmentFemaleHumansPrognosisReceptors, Antigen, T-CellBiomarkers, TumorReceptors, Antigen, T-Cellchordoma | immunology | single-cell transcriptomics | tumor microenvironment | T-cell receptor profiling

Identifiers

PMID41586579
PMCPMC12979039

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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.