Evidence map›Paper›PMID 35351966›Full record

ArticleLaboratory investigation; a journal of technical methods and pathology2022

Reproducible, high-dimensional imaging in archival human tissue by multiplexed ion beam imaging by time-of-flight (MIBI-TOF).

Candace C Liu, Marc Bosse, Alex Kong, Adam Kagel, Robert Kinders, Stephen M Hewitt, Sushama Varma, Matt van de Rijn, Stanisław H Nowak, Sean C Bendall and 1 more

Open access · bronzeAbstract read
In one paragraph

Article in Laboratory investigation; a journal of technical methods and pathology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 37 papers.

0numbers the graph read from it
0cells of the map it votes in
37citing papers in PubMed
3.7field-weighted citation impact, top 5% 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

37 citing papers in PubMed, 46 citations in OpenAlex.

  1. Trial
  2. Emerging technologies in the spatial proteomics landscape.Analytical and bioanalytical chemistry · 2026
    Review
  3. Article
  4. Spatium: A Protein Language Foundation Model for Spatial Proteomics.bioRxiv : the preprint server for biology · 2026
    Article
  5. Lymphoid-Tissue-on-Chip Recapitulates Human Antibody Responses In Vitro.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  6. Article
  7. Article
  8. Article
  9. Review
  10. Article
  11. Article
  12. Article
  13. Article
  14. Single-cell spatial proteomics.Histology and histopathology · 2025
    Review
  15. Review
  16. Article
  17. Review
  18. Review
  19. Review
  20. 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

11 authors at 5 institutions in 1 country.

Candace C Liu *Department of Pathology, Stanford University, Stanford, CA, 94304, USA.
Marc Bosse *Department of Pathology, Stanford University, Stanford, CA, 94304, USA.
Alex KongDepartment of Pathology, Stanford University, Stanford, CA, 94304, USA.
Adam KagelDepartment of Pathology, Stanford University, Stanford, CA, 94304, USA.
Robert KindersOffice of the Director, Division of Cancer Treatment and Diagnosis, National Cancer Institute, Bethesda, MD, 20892, USA.
Stephen M HewittExperimental Pathology Laboratory, Laboratory of Pathology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, 20892, USA.ORCID 0000-0001-8283-1788
Sushama VarmaDepartment of Pathology, Stanford University, Stanford, CA, 94304, USA.
Matt van de RijnDepartment of Pathology, Stanford University, Stanford, CA, 94304, USA.
Stanisław H NowakIonpath Inc, Menlo Park, CA, 94025, USA.
Sean C BendallDepartment of Pathology, Stanford University, Stanford, CA, 94304, USA. bendall@stanford.edu.
Michael AngeloDepartment of Pathology, Stanford University, Stanford, CA, 94304, USA. mangelo0@stanford.edu.ORCID 0000-0003-1531-5067
Stanford University · USNational Institutes of Health · USOffice of the Director · USSignPath Pharma (United States) · USStanford Medicine · US

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
Experimental Pathology Laboratory (EPL)ZICBC011638 · NCI · DIVISION OF BASIC SCIENCES - NCI · PI HEWITT, STEPHEN · 2015 to 2025
$16.6M
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
Uncoupling Age- Versus Cognitive-Related Cellular Senescence in Alzheimer's DiseaseR01AG068279 · NIA · STANFORD UNIVERSITY · PI BENDALL, SEAN CURTIS · 2020 to 2024
$1.9M
A robust platform for multiplexed, subcellular proteomic imaging in human tissueUH3CA246633 · NCI · STANFORD UNIVERSITY · PI ANGELO, ROBERT MICHAEL, BENDALL, SEAN CURTIS · 2019 to 2021
$1.8M
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 UH3 CA246633NIA NIH HHS R01 AG056287NIA NIH HHS R01 AG057915NIA NIH HHS R01 AG068279NIBIB NIH HHS DP2 EB024246NIGMS NIH HHS K99 GM104148NIGMS NIH HHS R00 GM104148NIH HHS DP5 OD019822
6 · The paper itself

Abstract

Multiplexed ion beam imaging by time-of-flight (MIBI-TOF) is a form of mass spectrometry imaging that uses metal labeled antibodies and secondary ion mass spectrometry to image dozens of proteins simultaneously in the same tissue section. Working with the National Cancer Institute's (NCI) Cancer Immune Monitoring and Analysis Centers (CIMAC), we undertook a validation study, assessing concordance across a dozen serial sections of a tissue microarray of 21 samples that were independently processed and imaged by MIBI-TOF or single-plex immunohistochemistry (IHC) over 12 days. Pixel-level features were highly concordant across all 16 targets assessed in both staining intensity (R

Indexed as

Diagnostic ImagingNeoplasmsAntibodiesHumansImmunohistochemistryIonsMass SpectrometryAntibodiesIons

Identifiers

PMID35351966
PMCPMC10357968
OpenAlexW4226039600

What OpenQuestion holds

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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.