Evidence map›Paper›PMID 30193111›Full record

ArticleCell2018

A Structured Tumor-Immune Microenvironment in Triple Negative Breast Cancer Revealed by Multiplexed Ion Beam Imaging.

Leeat Keren, Marc Bosse, Diana Marquez, Roshan Angoshtari, Samir Jain, Sushama Varma, Soo-Ryum Yang, Allison Kurian, David Van Valen, Robert West and 2 more

Abstract read
In one paragraph

Article in Cell, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 753 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
753citing papers in PubMed, 1 pooled it
–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

753 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Trial
  3. Trial
  4. Trial
  5. Review
  6. Review
  7. Review
  8. Review
  9. Review
  10. Review
  11. Targetable S100-RAGE Signaling Mediates Intrinsic Trastuzumab Deruxtecan Resistance in Metastatic Breast Cancer.Clinical cancer research : an official journal of the American Association for Cancer Research · 2026
    Article
  12. Review
  13. Review
  14. Review
  15. The immunology of human breast cancer.Nature reviews. Immunology · 2026
    Review
  16. Towards liquid biopsy-based analysis of antitumour immunity.Nature reviews. Clinical oncology · 2026
    Review
  17. Article
  18. Review
  19. Review
  20. Article

693 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

12 authors.

Leeat KerenDepartment of Pathology, Stanford University, Stanford CA, 94305, USA.
Marc BosseDepartment of Pathology, Stanford University, Stanford CA, 94305, USA.
Diana MarquezDepartment of Pathology, Stanford University, Stanford CA, 94305, USA.
Roshan AngoshtariDepartment of Pathology, Stanford University, Stanford CA, 94305, USA.
Samir JainDepartment of Pathology, Stanford University, Stanford CA, 94305, USA.
Sushama VarmaDepartment of Pathology, Stanford University, Stanford CA, 94305, USA.
Soo-Ryum YangDepartment of Pathology, Stanford University, Stanford CA, 94305, USA.
Allison KurianDepartment of Pathology, Stanford University, Stanford CA, 94305, USA.
David Van ValenDepartment of Biology, Caltech, Pasadena, CA 91125, USA; Department of Bioengineering, Caltech, Pasadena, CA 91125, USA.
Robert WestDepartment of Pathology, Stanford University, Stanford CA, 94305, USA.
Sean C BendallDepartment of Pathology, Stanford University, Stanford CA, 94305, USA. Electronic address: bendall@stanford.edu.
Michael AngeloDepartment of Pathology, Stanford University, Stanford CA, 94305, USA. Electronic address: mangelo0@stanford.edu.

Funding

Stanford Cancer Immune Monitoring and Analysis Center (CIMAC)U24CA224309 · NCI · STANFORD UNIVERSITY · PI Sean Curtis Bendall, Holden T. Maecker · 2017 to 2026
$19.9M
Cancer Immune Monitoring and Analysis CenterU24CA224331 · NCI · DANA-FARBER CANCER INST · PI FRANK S HODI, Catherine Ju-Ying Wu · 2017 to 2026
$18.4M
Tracking allergen specific T cells in multi-food allergyU19AI104209 · NIAID · STANFORD UNIVERSITY · PI GALLI, STEPHEN JOSEPH · 2013 to 2025
$17.3M
Stanford/UNC Biomimetic U19 Research CenterU19AI116484 · NIAID · STANFORD UNIVERSITY · PI AMIEVA, MANUEL R, KUO, CALVIN J · 2015 to 2025
$13.5M
MIRIAD - Multiplexed Imaging of Resilience In Alzheimers DiseaseR01AG057915 · NIA · STANFORD UNIVERSITY · PI ANGELO, ROBERT MICHAEL, BENDALL, SEAN CURTIS · 2017 to 2021
$4.5M
The Phenotypic Landscape of Cognitive Decline as Revealed by Next-Generation Multiplexed Ion Beam ImagingR01AG056287 · NIA · STANFORD UNIVERSITY · PI ANGELO, ROBERT MICHAEL, BENDALL, SEAN CURTIS · 2017 to 2021
$2.6M
Origins of human blood lineages in regenerative medicineDP2EB024246 · NIBIB · STANFORD UNIVERSITY · PI BENDALL, SEAN CURTIS · 2016 to 2016
$2.4M
Predictive signatures in breast cancer using multiplexed ion beam imagingDP5OD019822 · OD · STANFORD UNIVERSITY · PI ANGELO, ROBERT MICHAEL · 2014 to 2018
$2.0M
A single-cell platform to discover and study regulators of human developmentR00GM104148 · NIGMS · STANFORD UNIVERSITY · PI BENDALL, SEAN CURTIS · 2014 to 2016
$747k
A single-cell platform to discover and study regulators of human developmentK99GM104148 · NIGMS · STANFORD UNIVERSITY · PI BENDALL, SEAN CURTIS · 2013 to 2013
$90k
NCI NIH HHS U24 CA224309NCI NIH HHS U24 CA224331NIAID NIH HHS U19 AI104209NIAID NIH HHS U19 AI116484NIA NIH HHS R01 AG056287NIA NIH HHS R01 AG057915NIBIB NIH HHS DP2 EB024246NIGMS NIH HHS K99 GM104148NIGMS NIH HHS R00 GM104148NIH HHS DP5 OD019822
6 · The paper itself

Abstract

The immune system is critical in modulating cancer progression, but knowledge of immune composition, phenotype, and interactions with tumor is limited. We used multiplexed ion beam imaging by time-of-flight (MIBI-TOF) to simultaneously quantify in situ expression of 36 proteins covering identity, function, and immune regulation at sub-cellular resolution in 41 triple-negative breast cancer patients. Multi-step processing, including deep-learning-based segmentation, revealed variability in the composition of tumor-immune populations across individuals, reconciled by overall immune infiltration and enriched co-occurrence of immune subpopulations and checkpoint expression. Spatial enrichment analysis showed immune mixed and compartmentalized tumors, coinciding with expression of PD1, PD-L1, and IDO in a cell-type- and location-specific manner. Ordered immune structures along the tumor-immune border were associated with compartmentalization and linked to survival. These data demonstrate organization in the tumor-immune microenvironment that is structured in cellular composition, spatial arrangement, and regulatory-protein expression and provide a framework to apply multiplexed imaging to immune oncology.

Indexed as

Mass SpectrometryAntigens, CDB7-H1 AntigenCluster AnalysisFemaleHumansIndoleamine-Pyrrole 2,3,-DioxygenaseKaplan-Meier EstimateLymphocyte Activation Gene 3 ProteinLymphocytesMachine LearningPrincipal Component AnalysisProgrammed Cell Death 1 ReceptorSpatial AnalysisTriple Negative Breast NeoplasmsTumor MicroenvironmentAntigens, CDB7-H1 AntigenCD274 protein, humanIndoleamine-Pyrrole 2,3,-DioxygenaseLag3 protein, humanLymphocyte Activation Gene 3 ProteinPDCD1 protein, humanProgrammed Cell Death 1 ReceptorBreast CancerCheckpointImagingMass spectrometryMIBIMultiplexed Ion Beam ImagingProteomicsSystems BiologyTumor ImmunologyTumor Microenvironment

Identifiers

PMID30193111
PMCPMC6132072

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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.