Evidence map›Paper›PMID 42079167›Full record

ArticlebioRxiv : the preprint server for biology2026

Practical quantification of immunohistochemistry antigen concentrations and reaction-diffusion parameters.

Woody Perng, Berenice Mbiribindi, Benjamin Thomas Andrews, Xiangdan Wang, Debra Dunlap, Jeff Eastham, Hai Ngu, Andrei Chernyshev, Darya Orlova, Franklin V Peale

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

10 authors.

Woody PerngResearch Pathology, Genentech, Inc., South San Francisco, CA 94080, USA.
Berenice MbiribindiResearch Oncology, Genentech, Inc., South San Francisco, CA 94080, USA.ORCID 0000-0002-5669-6129
Benjamin Thomas AndrewsBioAnalytical Sciences, Genentech, Inc., South San Francisco, CA 94080, USA.ORCID 0009-0000-7947-3537
Xiangdan WangBioAnalytical Sciences, Genentech, Inc., South San Francisco, CA 94080, USA.
Debra DunlapResearch Pathology, Genentech, Inc., South San Francisco, CA 94080, USA.ORCID 0000-0001-7042-2987
Jeff EasthamResearch Pathology, Genentech, Inc., South San Francisco, CA 94080, USA.
Hai NguResearch Pathology, Genentech, Inc., South San Francisco, CA 94080, USA.ORCID 0000-0003-4948-6307
Andrei ChernyshevVoevodsky Institute of Chemical Kinetics and Combustion, Russian Academy of Sciences, Novosibirsk, Novosibirsk, 630090, Russia.
Darya OrlovaCancer Immunotherapy Discovery, Genentech, Inc., South San Francisco, CA 94080, USA Current address: Cellazon Inc., Palo Alto, CA, 94306, USA.ORCID 0009-0000-7608-6865
Franklin V PealeResearch Pathology, Genentech, Inc., South San Francisco, CA 94080, USA.ORCID 0000-0002-8581-2942

Funding

Mechanistic Modeling of Cellular SystemsR24GM137787 · NIGMS · UNIVERSITY OF CONNECTICUT SCH OF MED/DNT · PI Pedro Mendes, Ion I. Moraru · 2020 to 2026
$8.9M
NIGMS NIH HHS R24 GM137787
6 · The paper itself

Abstract

The immunohistochemistry (IHC) methods widely used in diagnostic medicine and biomedical research are kinetically complex reaction-diffusion processes that, ideally, produce stain intensities correlated with the local antigen concentration. Yet after 75 years of use, practical theoretical tools to rigorously plan and interpret IHC experiments are still lacking. Because modeling the reactions requires time-consuming computer simulation, impractical for regular use, most protocols are optimized empirically, without detailed knowledge of the reaction rates and antigen-antibody equilibria. The resulting stain intensities can be calibrated against standards with known antigen abundance, but they are typically not interpretable in terms of chemical antigen concentrations. To address these limitations, we developed a fast interpolation method to model reaction-diffusion behavior, and experimental methods to characterize IHC kinetic parameters in formalin-fixed paraffin-embedded (FFPE) samples. Used together, these allow experimental measurement of both the chemical concentration of antigen in the sample and the reaction-diffusion parameters consistent with the assay results. Results show 1) direct immunofluorescent detection has low nanomolar sensitivity with >1000-fold dynamic range, and 2) antibody diffusion rates in FFPE samples can be >1000-fold slower than in aqueous solutions, producing diffusion-limited conditions in which the IHC reaction time course may depend on the sample antigen concentration. Awareness of these details is necessary to avoid potential underestimation of both the absolute and relative antigen concentrations in different samples that may occur if staining is stopped before reaching equilibrium. Software tools are provided to allow users to rapidly model IHC reaction time courses and to fit experimental time course data with candidate reaction parameters. The principles described here apply equally to other tissue-based "spatial omics" analyses and should be considered when designing and interpreting experiments requiring any macromolecule to diffuse into and react in a tissue section.

Indexed as

effective diffusion coefficientImmunohistochemistryreaction-diffusion

Identifiers

PMID42079167
PMCPMC13131476

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.