Evidence map›Paper›PMID 34215862›Full record

ReviewNature protocols2021

CODEX multiplexed tissue imaging with DNA-conjugated antibodies.

Sarah Black, Darci Phillips, John W Hickey, Julia Kennedy-Darling, Vishal G Venkataraaman, Nikolay Samusik, Yury Goltsev, Christian M Schürch, Garry P Nolan

Registry-linked trialAbstract readReview
In one paragraph

Review in Nature protocols, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06540690 (Comparison of Palatal Wound Healing in Diabetic and Non-diabetic Patients), which is not on this map. Cited by 442 papers.

0numbers the graph read from it
0cells of the map it votes in
442citing 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.

NCT06540690 narecruitingnot on this mapstarted 2023, after this paper: background citation

Comparison of Palatal Wound Healing in Diabetic and Non-diabetic Patients: Controlled Clinical Trial and in Vitro Study

TypeinterventionalSponsorUniversidade Estadual Paulista Júlio de Mesquita FilhoRan2023 to 2027Enrolled50ConditionsPalate, Wound, Wound Heal, DiabetesArmsPalatal Wound
3 · Its place in the literature

Who cites it

442 citing papers in PubMed.

  1. Trial
  2. Trial
  3. Immunophenotyping by Spatial Biology.Methods in molecular biology (Clifton, N.J.) · 2027
    Article
  4. Review
  5. Article
  6. Article
  7. Review
  8. Article
  9. Melanoma evolution in the lymph node shapes systemic outcomes.bioRxiv : the preprint server for biology · 2026
    Article
  10. Emerging technologies in the spatial proteomics landscape.Analytical and bioanalytical chemistry · 2026
    Review
  11. Article
  12. Review
  13. Spatial Logic and Evolutionary Innovation in Human Placentation.bioRxiv : the preprint server for biology · 2026
    Article
  14. Neutrophils in cancer.Nature reviews. Cancer · 2026
    Review
  15. Article
  16. Review
  17. Article
  18. Article
  19. Review
  20. Article

382 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

9 authors.

Sarah Black *Department of Microbiology & Immunology, Stanford University School of Medicine, Stanford, CA, USA.
Darci Phillips *Department of Microbiology & Immunology, Stanford University School of Medicine, Stanford, CA, USA.ORCID http://orcid.org/0000-0002-0804-3342
John W Hickey *Department of Microbiology & Immunology, Stanford University School of Medicine, Stanford, CA, USA.
Julia Kennedy-DarlingDepartment of Microbiology & Immunology, Stanford University School of Medicine, Stanford, CA, USA.
Vishal G VenkataraamanDepartment of Microbiology & Immunology, Stanford University School of Medicine, Stanford, CA, USA.
Nikolay SamusikDepartment of Microbiology & Immunology, Stanford University School of Medicine, Stanford, CA, USA.
Yury GoltsevDepartment of Microbiology & Immunology, Stanford University School of Medicine, Stanford, CA, USA.
Christian M SchürchDepartment of Microbiology & Immunology, Stanford University School of Medicine, Stanford, CA, USA. christian.m.schuerch@gmail.com.ORCID http://orcid.org/0000-0002-1792-1768
Garry P NolanDepartment of Microbiology & Immunology, Stanford University School of Medicine, Stanford, CA, USA. gnolan@stanford.edu.ORCID http://orcid.org/0000-0002-8862-9043

Funding

Using a tonsil organoid system to probe conditions for the induction of protective antibody and T cell responses to influenza.U19AI057229 · NIAID · STANFORD UNIVERSITY · PI Mark Morris Davis · 2003 to 2026
$88.5M
Systems Biology CoreU19AI100627 · NIAID · SCRIPPS RESEARCH INSTITUTE, THE · PI ULEVITCH, RICHARD J · 2012 to 2021
$49.1M
The Cellular Response to Elafin in PAHP01HL108797 · NHLBI · STANFORD UNIVERSITY · PI NOLAN, GARRY P · 2011 to 2021
$19.7M
Technology CoreU19AI135976 · NIAID · SEATTLE CHILDREN'S HOSPITAL · PI ADEREM, ALAN A · 2018 to 2022
$17.0M
SEAL (Stopping Atopic dermatitis and ALlergy) Study: Prevent allergy by enhancing the skin barrierU01AI147462 · NIAID · STANFORD UNIVERSITY · PI Mary Johnson, GIDEON LACK · 2020 to 2026
$14.0M
The Cellular Geography of Therapeutic Resistance in CancerU2CCA233195 · NCI · DANA-FARBER CANCER INST · PI JOHNSON, BRUCE E. · 2018 to 2023
$13.7M
Spatial-Genomic Integrative Multi-Species Analysis of Lymph Node MetastasisU54CA209971 · NCI · STANFORD UNIVERSITY · PI NOLAN, GARRY P, PLEVRITIS, SYLVIA KATINA · 2016 to 2021
$11.0M
Project 3: Identifying plasma biomarkers predicting time to HIV rebound after treatment interruptionP01AI131374 · NIAID · J. DAVID GLADSTONE INSTITUTES · PI PILLAI, SATISH KUMAR · 2017 to 2021
$8.5M
The Lung PCA: A Multi-Dimensional Atlas of Pulmonary PremalignancyU2CCA233238 · NCI · BOSTON UNIVERSITY MEDICAL CAMPUS · PI DUBINETT, STEVEN M., SPIRA, AVRUM E · 2018 to 2021
$7.0M
Stanford Tissue Mapping CenterU54HG010426 · NHGRI · STANFORD UNIVERSITY · PI SNYDER, MICHAEL P. · 2018 to 2021
$5.1M
Tissue Cytokine Sequestration and Immune Regulation in AutoimmunityU01AI101984 · NIAID · STANFORD UNIVERSITY · PI BOLLYKY, PAUL L · 2012 to 2021
$5.0M
Postgraduate Training Program in Epithelial BiologyT32AR007422 · NIAMS · STANFORD UNIVERSITY · PI PAUL KHAVARI · 1986 to 2026
$5.0M
Cancer Research UK 27145FDA HHSNCI NIH HHS F32 CA233203NCI NIH HHS F32 CA250265NCI NIH HHS F99 CA212231NCI NIH HHS R01 CA196657NCI NIH HHS R33 CA183654NCI NIH HHS R33 CA183692NCI NIH HHS T32 CA196585NCI NIH HHS U2C CA233195NCI NIH HHS U2C CA233238NCI NIH HHS U54 CA209971NHGRI NIH HHS U54 HG010426NHLBI NIH HHS P01 HL108797NHLBI NIH HHS R01 HL120724NHLBI NIH HHS R01 HL128173NIAID NIH HHS P01 AI131374NIAID NIH HHS U01 AI101984NIAID NIH HHS U01 AI140498NIAID NIH HHS U01 AI147462NIAID NIH HHS U19 AI057229NIAID NIH HHS U19 AI100627NIAID NIH HHS U19 AI135976NIAMS NIH HHS T32 AR007422NIAMS NIH HHS UH2 AR067676NIDDK NIH HHS R01 DK096087NIDDK NIH HHS UG3 DK114937NIGMS NIH HHS R01 GM109836
6 · The paper itself

Abstract

Advances in multiplexed imaging technologies have drastically improved our ability to characterize healthy and diseased tissues at the single-cell level. Co-detection by indexing (CODEX) relies on DNA-conjugated antibodies and the cyclic addition and removal of complementary fluorescently labeled DNA probes and has been used so far to simultaneously visualize up to 60 markers in situ. CODEX enables a deep view into the single-cell spatial relationships in tissues and is intended to spur discovery in developmental biology, disease and therapeutic design. Herein, we provide optimized protocols for conjugating purified antibodies to DNA oligonucleotides, validating the conjugation by CODEX staining and executing the CODEX multicycle imaging procedure for both formalin-fixed, paraffin-embedded (FFPE) and fresh-frozen tissues. In addition, we describe basic image processing and data analysis procedures. We apply this approach to an FFPE human tonsil multicycle experiment. The hands-on experimental time for antibody conjugation is ~4.5 h, validation of DNA-conjugated antibodies with CODEX staining takes ~6.5 h and preparation for a CODEX multicycle experiment takes ~8 h. The multicycle imaging and data analysis time depends on the tissue size, number of markers in the panel and computational complexity.

Indexed as

AnimalsAntibodiesBiomarkersDiagnostic ImagingDNAHaplorhiniHumansImage Processing, Computer-AssistedMiceParaffin EmbeddingReproducibility of ResultsSingle-Cell AnalysisTissue FixationAntibodiesBiomarkersDNA

Identifiers

PMID34215862
PMCPMC8647621

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Registered trials

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.