Evidence map›Paper›PMID 42239291›Full record

ArticlebioRxiv : the preprint server for biology2026

Volumetric Cyclic Immunofluorescence for 3D Spatial Profiling of Immune Structures in Human FFPE Tissue.

Alex Y H Wong, Yi Daniel Lu, Ziyuan Zhao, Felix Zhou, Hojeong Park, Zoltan Maliga, Yvonne N A Anang, Shannon Coy, Gaudenz Danuser, Sandro Santagata and 2 more

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

12 authors.

Alex Y H WongLaboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA.ORCID 0000-0001-9315-4145
Yi Daniel LuLaboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA.ORCID 0009-0003-1740-161X
Ziyuan ZhaoLaboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA.ORCID 0009-0003-2019-1406
Felix ZhouLyda Hill Department of Bioinformatics, UT Southwestern Medical Center, Dallas, TX, USA.ORCID 0000-0003-4463-1165
Hojeong ParkBroad Institute of MIT and Harvard, Cambridge, MA, USA.ORCID 0000-0001-7820-4271
Zoltan MaligaLaboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA.ORCID 0000-0003-4209-7253
Yvonne N A AnangLaboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA.ORCID 0000-0001-9096-2040
Shannon CoyLaboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA.ORCID 0000-0003-0033-9031
Gaudenz DanuserLyda Hill Department of Bioinformatics, UT Southwestern Medical Center, Dallas, TX, USA.ORCID 0000-0001-8583-2014
Sandro SantagataLaboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA.ORCID 0000-0002-7528-9668
Clarence YappLaboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA.ORCID 0000-0003-1144-5710
Peter K SorgerLaboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA.ORCID 0000-0002-3364-1838

Funding

VectorP30CA006516 · NCI · DANA-FARBER CANCER INSTITUTE · PI Irene M. Ghobrial · 1985 to 2026
$330.6M
Flexible Hybrid Cloud Infrastructure for Seamless Integration and Use of Human Biomolecular Data and Reference Maps [1 of 5]OT2OD033759 · OD · CARNEGIE-MELLON UNIVERSITY · PI BLOOD, PHILIP D., SILVERSTEIN, JONATHAN C. · 2022 to 2025
$20.4M
Technical Development Unit 2: Intelligent Hyperspectral Imaging of Subcellular Molecular States at the Whole Organ LevelU54CA268072 · NCI · UT SOUTHWESTERN MEDICAL CENTER · PI SEAN J MORRISON · 2021 to 2026
$9.1M
High dimensional digital pathology to investigate the tumor micro environment and its impact on response to therapyR50CA252138 · NCI · HARVARD MEDICAL SCHOOL · PI MALIGA, ZOLTAN · 2020 to 2024
$1.0M
NCI NIH HHS P30 CA006516NCI NIH HHS R50 CA252138NCI NIH HHS U54 CA268072NIH HHS OT2 OD033759
6 · The paper itself

Abstract

The tissue-resident immune system involves complex 3D assemblies that interact with extended structures such as blood vessels and nerves. These interactions are difficult to study using conventional 2D profiling because they span many tissue sections. In animal tissues, volumetric imaging approaches such as light-sheet fluorescence microscopy (LSFM) are widely used to study 3D tissue organization, with labelling often aided by genetically encoded reporters and vascular dyes. In contrast, LSFM of human specimens remains underdeveloped because most clinical samples are available only as formalin-fixed paraffin-embedded (FFPE) tissue, limiting labeling strategies primarily to dyes and antibodies. Here, we present a volumetric cyclic immunofluorescence (v-CyCIF) and virtual H&E toolbox that overcomes key barriers to multiplexed imaging of immune cells and nerves in human specimens up to 1 mm thick. We use v-CyCIF to study neuroimmune interactions in normal and cancer tissues and to immunoprofile intact secondary and tertiary lymphoid structures. Re-embedding and sectioning of specimens following volumetric imaging enables high-plex high-resolution analysis of subcellular structures and cell-cell interactions associated with immune cell activity. v-CyCIF therefore provides a flexible framework for multi-scale 3D profiling of clinical specimens across imaging formats and resolutions.

Identifiers

PMID42239291
PMCPMC13228416

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.