Evidence map›Paper›PMID 33376221›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2020

IBEX: A versatile multiplex optical imaging approach for deep phenotyping and spatial analysis of cells in complex tissues.

Andrea J Radtke, Evelyn Kandov, Bradley Lowekamp, Emily Speranza, Colin J Chu, Anita Gola, Nishant Thakur, Rochelle Shih, Li Yao, Ziv Rafael Yaniv and 6 more

Open access · greenAbstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 150 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
150citing papers in PubMed, 1 pooled it
7.8field-weighted citation impact, top 2% 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

150 citing papers in PubMed, 1 synthesis or guideline pooled it, 200 citations in OpenAlex.

  1. Pooled it
  2. Review
  3. Emerging technologies in the spatial proteomics landscape.Analytical and bioanalytical chemistry · 2026
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  10. Lymphoid-Tissue-on-Chip Recapitulates Human Antibody Responses In Vitro.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
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  12. CD4Science (New York, N.Y.) · 2026
    Article
  13. Review
  14. Article
  15. Article
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  17. Article
  18. Article
  19. Article
  20. Article

90 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

16 authors at 5 institutions in 1 country.

Andrea J RadtkeCenter for Advanced Tissue Imaging, Laboratory of Immune System Biology, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892; andrea.radtke@nih.gov rgermain@niaid.nih.gov.ORCID 0000-0003-4379-8967
Evelyn KandovLymphocyte Biology Section, Laboratory of Immune System Biology, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892.
Bradley LowekampBioinformatics and Computational Bioscience Branch, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892.ORCID 0000-0002-4579-5738
Emily SperanzaLymphocyte Biology Section, Laboratory of Immune System Biology, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892.ORCID 0000-0003-0666-4804
Colin J ChuLymphocyte Biology Section, Laboratory of Immune System Biology, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892.ORCID 0000-0003-2088-8310
Anita GolaLymphocyte Biology Section, Laboratory of Immune System Biology, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892.
Nishant ThakurLymphocyte Biology Section, Laboratory of Immune System Biology, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892.
Rochelle ShihLymphocyte Biology Section, Laboratory of Immune System Biology, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892.ORCID 0000-0002-3218-4479
Li YaoDepartment of Science Education, Howard Hughes Medical Institute, Chevy Chase, MD 20815.
Ziv Rafael YanivBioinformatics and Computational Bioscience Branch, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892.ORCID 0000-0003-0315-7727
Rebecca T BeuschelCenter for Advanced Tissue Imaging, Laboratory of Immune System Biology, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892.
Juraj KabatBiological Imaging Section, Research Technologies Branch, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892.
Joshua CroteauDepartment of Applications Science, BioLegend, San Diego, CA 92121.ORCID 0000-0002-8142-0482
Jeremy DavisSurgical Oncology Program, Metastasis Biology Section, Center for Cancer Research, National Cancer Institute, NIH, Bethesda, MD 20892.ORCID 0000-0002-6334-6936
Jonathan M HernandezSurgical Oncology Program, Metastasis Biology Section, Center for Cancer Research, National Cancer Institute, NIH, Bethesda, MD 20892.
Ronald N GermainCenter for Advanced Tissue Imaging, Laboratory of Immune System Biology, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892; andrea.radtke@nih.gov rgermain@niaid.nih.gov.ORCID 0000-0003-1495-9143
National Institute of Allergy and Infectious Diseases · USNational Cancer Institute · USBioLegend (United States) · USHoward Hughes Medical Institute · USVanderbilt University · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The diverse composition of mammalian tissues poses challenges for understanding the cell-cell interactions required for organ homeostasis and how spatial relationships are perturbed during disease. Existing methods such as single-cell genomics, lacking a spatial context, and traditional immunofluorescence, capturing only two to six molecular features, cannot resolve these issues. Imaging technologies have been developed to address these problems, but each possesses limitations that constrain widespread use. Here we report a method that overcomes major impediments to highly multiplex tissue imaging. "Iterative bleaching extends multiplexity" (IBEX) uses an iterative staining and chemical bleaching method to enable high-resolution imaging of >65 parameters in the same tissue section without physical degradation. IBEX can be employed with various types of conventional microscopes and permits use of both commercially available and user-generated antibodies in an "open" system to allow easy adjustment of staining panels based on ongoing marker discovery efforts. We show how IBEX can also be used with amplified staining methods for imaging strongly fixed tissues with limited epitope retention and with oligonucleotide-based staining, allowing potential cross-referencing between flow cytometry, cellular indexing of transcriptomes and epitopes by sequencing, and IBEX analysis of the same tissue. To facilitate data processing, we provide an open-source platform for automated registration of iterative images. IBEX thus represents a technology that can be rapidly integrated into most current laboratory workflows to achieve high-content imaging to reveal the complex cellular landscape of diverse organs and tissues.

Indexed as

AnimalsCellsFluorescent DyesHumansImage Processing, Computer-AssistedImmunizationLymph NodesMiceOptical ImagingOrgan SpecificityPhenotypeFluorescent Dyeshigh-dimensional imagingimmune systemimmunofluorescencequantitative microscopytissue immunity

Identifiers

PMID33376221
PMCPMC7776876
OpenAlexW3114092281

What OpenQuestion holds

Textmetadata
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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.