Evidence map›Paper›PMID 40669019›Full record

ArticleJCO precision oncology2025

Quantitative Multiplex Immunofluorescence Assay for Trophoblast Cell-Surface Antigen 2 and Human Epidermal Growth Factor Receptor 2 Expression in Breast Cancer: Toward Guiding Patient Selection for Antibody-Drug Conjugate Therapies.

Charles J Robbins, Mengni He, Nay Chan, Revekka Khaimova, Katherine Bates, Ioannis P Trontzas, Liam Scott, Myrto Moutafi, Chandra B Coleman, Salisha Hill and 3 more

Abstract read
In one paragraph

Article in JCO precision oncology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

8 citing papers in PubMed.

  1. A modular framework for antibody-drug conjugate biomarkers.Nature reviews. Clinical oncology · 2026
    Review
  2. Quantitative Assays for TROP2 Measurement in Breast Cancer and Comparison to H-Score.Applied immunohistochemistry & molecular morphology : AIMM · 2026
    Article
  3. Spatial Multiomics Reveal Insights Into ADC Efficacy.European journal of immunology · 2026
    Review
  4. Article
  5. Article
  6. Review
  7. Quantitative Protein Expression of Antibody-Drug Conjugate Targets in EGFR Mutated and Wild-type Non-Small Cell Lung Cancer.Clinical cancer research : an official journal of the American Association for Cancer Research · 2025
    Article
  8. 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

13 authors.

Charles J RobbinsDepartment of Pathology, Yale School of Medicine, New Haven, CT.ORCID 0000-0002-3130-7107
Mengni HeDepartment of Pathology, Yale School of Medicine, New Haven, CT.ORCID 0000-0003-4228-4462
Nay ChanDepartment of Pathology, Yale School of Medicine, New Haven, CT.ORCID 0009-0006-1633-6125
Revekka KhaimovaDepartment of Pathology, Yale School of Medicine, New Haven, CT.
Katherine BatesDepartment of Pathology, Yale School of Medicine, New Haven, CT.ORCID 0000-0001-8956-6331
Ioannis P TrontzasDepartment of Pathology, Yale School of Medicine, New Haven, CT.
Liam ScottDepartment of Pathology, Yale School of Medicine, New Haven, CT.ORCID 0000-0002-6114-6324
Myrto MoutafiDepartment of Pathology, Yale School of Medicine, New Haven, CT.ORCID 0000-0002-9314-3187
Chandra B ColemanInotiv, Inc, Nashville, TN.
Salisha HillInotiv, Inc, Nashville, TN.
Daniel C LieblerInotiv, Inc, Nashville, TN.
Regan FultonArray Science, LLC, Sausalito, CA.
David L RimmDepartment of Pathology, Yale School of Medicine, New Haven, CT.ORCID 0000-0001-5820-4397

Funding

Yale Pathology Tissue Services Shared ResourceP30CA016359 · NCI · YALE UNIVERSITY · PI MEGAN C KING · 1985 to 2026
$85.0M
Yale SPORE in Lung Cancer (YSILC): The Biology and Personalized Treatment of Lung CancerP50CA196530 · NCI · YALE UNIVERSITY · PI Kurt A Schalper · 2015 to 2026
$31.1M
Optimal Predictors of Response to TrastuzumabR01CA139431 · NCI · YALE UNIVERSITY · PI HARRIS, LYNDSAY NORINE, RIMM, DAVID L · 2009 to 2010
$1.2M
Next-generation diagnostic approaches for HER2-low breast cancer and trastuzumab deruxtecan therapyF30CA287869 · NCI · YALE UNIVERSITY · PI Charles John Robbins · 2024 to 2026
$124k
NCI NIH HHS F30 CA287869NCI NIH HHS P30 CA016359NCI NIH HHS P50 CA196530NCI NIH HHS R01 CA139431
6 · The paper itself

Abstract

purposeAccurate quantification of human epidermal growth factor receptor 2 (HER2) and trophoblast cell-surface antigen 2 (TROP2) expression could aid in identifying patients with cancer likely to benefit from emerging HER2 and TROP2 antibody-drug conjugate (ADC) therapies or potentially help oncologists choose which drug to use first, on the basis of the level of the ADC target in the tumor. We developed a standardized multiplex quantitative immunofluorescence (QIF) assay to simultaneously measure HER2 and TROP2 protein levels in cancer tissue. MATERIALS AND

methodsA multiplex QIF assay was optimized on tissue microarrays (TMAs) by selecting optimal antibody clones and concentrations to achieve maximal signal-to-noise ratios. We create and release Qymia, a QuPath extension to enable simultaneous molecular compartmentalization and fluorescence quantification in TMAs and whole-slide images. Calibration curves, generated from cell line microarrays with HER2/TROP2 measured by mass spectrometry, were used to convert QIF signal into protein concentrations (attomoles/mm

resultsThe assay demonstrated linearity across a wide dynamic range of biomarker expression with strong interassay and interoperator reproducibility. Application to 323 breast cancer TMA specimens revealed a weak inverse correlation between HER2 and TROP2 (

conclusionThis multiplex immunofluorescence assay provides an approach to accurately and precisely measure HER2/TROP2 levels within breast cancer tissue and compare relative levels of target expression in a breast cancer tissue population. This assay is now ready for studies to assess clinical validity and utility.

Indexed as

Antigens, NeoplasmBreast NeoplasmsCell Adhesion MoleculesErb-b2 Receptor Tyrosine KinasesFluorescent Antibody TechniqueImmunoconjugatesPatient SelectionFemaleHumansTissue Array AnalysisAntigens, NeoplasmCell Adhesion MoleculesERBB2 protein, humanErb-b2 Receptor Tyrosine KinasesImmunoconjugatesTACSTD2 protein, human

Identifiers

PMID40669019
PMCPMC12490811

What OpenQuestion holds

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Registered trials

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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.