Author
Listed:
- Malte Kuehl
(Aarhus University
Aarhus University Hospital
University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Yusuke Okabayashi
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf
The Jikei University School of Medicine)
- Milagros N. Wong
(Aarhus University
Aarhus University Hospital
University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Lukas Gernhold
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Gabriele Gut
(University of Zurich
University Hospital Zurich and University of Zurich)
- Nico Kaiser
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Maria Schwerk
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Stefanie K. Gräfe
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Frank Y. Ma
(Monash University)
- Jovan Tanevski
(Heidelberg University and Heidelberg University Hospital
Heidelberg University Hospital)
- Philipp S. L. Schäfer
(Heidelberg University and Heidelberg University Hospital)
- Sam Mezher
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Jacobo Sarabia del Castillo
(University of Zurich)
- Thiago Goldbeck-Strieder
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Olga Zolotareva
(University of Hamburg
Technical University of Munich)
- Michael Hartung
(University of Hamburg)
- Fernando M. Delgado Chaves
(University of Hamburg)
- Lukas Klinkert
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Ann-Christin Gnirck
(University Medical Center Hamburg-Eppendorf
Euroimmun)
- Marc Spehr
(RWTH Aachen University)
- David Fleck
(RWTH Aachen University)
- Mehdi Joodaki
(RWTH Aachen University)
- Victor Parra
(RWTH Aachen University)
- Mina Shaigan
(RWTH Aachen University)
- Martin Diebold
(University of Freiburg)
- Marco Prinz
(University of Freiburg)
- Jennifer Kranz
(University Hospital RWTH Aachen
Martin-Luther-University)
- Johan M. Kux
(University Medical Center Hamburg-Eppendorf)
- Fabian Braun
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Oliver Kretz
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Hui Wu
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Florian Grahammer
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Sven Heins
(University Medical Center Hamburg-Eppendorf)
- Marina Zimmermann
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Fabian Haas
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Dominik Kylies
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Nicola Wanner
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Jan Czogalla
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Bernhard Dumoulin
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Nikolay Zolotarev
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Maja Lindenmeyer
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Pall Karlson
(Aarhus University
Aarhus University)
- Jens R. Nyengaard
(Aarhus University
Aarhus University Hospital
Aarhus University)
- Marcial Sebode
(University Medical Center Hamburg-Eppendorf)
- Sören Weidemann
(University Medical Centre Hamburg-Eppendorf)
- Thorsten Wiech
(University Medical Center Hamburg-Eppendorf)
- Hermann-Josef Groene
(University Medical Center Hamburg-Eppendorf
University of Marburg)
- Nicola M. Tomas
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Catherine Meyer-Schwesinger
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Christoph Kuppe
(Medical Faculty)
- Rafael Kramann
(Medical Faculty)
- Alexandre Karras
(Université Paris Cité)
- Patrick Bruneval
(Paris Cardiovascular Research Center (PARCC))
- Pierre-Louis Tharaux
(Paris Cardiovascular Research Center (PARCC))
- Diego Pastene
(University of Heidelberg)
- Benito Yard
(University of Heidelberg)
- Jennifer A. Schaub
(University of Michigan)
- Phillip J. McCown
(University of Michigan)
- Laura Pyle
(University of Washington)
- Ye Ji Choi
(University of Washington)
- Takashi Yokoo
(The Jikei University School of Medicine)
- Jan Baumbach
(University of Hamburg
University of Southern Denmark)
- Pablo J. Sáez
(University Medical Center Hamburg-Eppendorf)
- Ivan Costa
(RWTH Aachen University)
- Jan-Eric Turner
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Jeffrey B. Hodgin
(University of Michigan)
- Julio Saez-Rodriguez
(Heidelberg University and Heidelberg University Hospital)
- Tobias B. Huber
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Petter Bjornstad
(University of Washington)
- Matthias Kretzler
(University of Michigan)
- Olivia Lenoir
(Paris Cardiovascular Research Center (PARCC))
- David J. Nikolic-Paterson
(Monash University)
- Lucas Pelkmans
(University of Zurich)
- Stefan Bonn
(University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
- Victor G. Puelles
(Aarhus University
Aarhus University Hospital
University Medical Center Hamburg-Eppendorf
University Medical Center Hamburg-Eppendorf)
Abstract
The expression and location of proteins in tissues represent key determinants of health and disease. Although recent advances in multiplexed imaging have expanded the number of spatially accessible proteins1–3, the integration of biological layers (that is, cell structure, subcellular domains and signalling activity) remains challenging. This is due to limitations in the compositions of antibody panels and image resolution, which together restrict the scope of image analysis. Here we present pathology-oriented multiplexing (PathoPlex), a scalable, quality-controlled and interpretable framework. It combines highly multiplexed imaging at subcellular resolution with a software package to extract and interpret protein co-expression patterns (clusters) across biological layers. PathoPlex was optimized to map more than 140 commercial antibodies at 80 nm per pixel across 95 iterative imaging cycles and provides pragmatic solutions to enable the simultaneous processing of at least 40 archival biopsy specimens. In a proof-of-concept experiment, we identified epithelial JUN activity as a key switch in immune-mediated kidney disease, thereby demonstrating that clusters can capture relevant pathological features. PathoPlex was then used to analyse human diabetic kidney disease. The framework linked patient-level clusters to organ disfunction and identified disease traits with therapeutic potential (that is, calcium-mediated tubular stress). Finally, PathoPlex was used to reveal renal stress-related clusters in individuals with type 2 diabetes without histological kidney disease. Moreover, tissue-based readouts were generated to assess responses to inhibitors of the glucose cotransporter SGLT2. In summary, PathoPlex paves the way towards democratizing multiplexed imaging and establishing integrative image analysis tools in complex tissues to support the development of next-generation pathology atlases.
Suggested Citation
Malte Kuehl & Yusuke Okabayashi & Milagros N. Wong & Lukas Gernhold & Gabriele Gut & Nico Kaiser & Maria Schwerk & Stefanie K. Gräfe & Frank Y. Ma & Jovan Tanevski & Philipp S. L. Schäfer & Sam Mezher, 2025.
"Pathology-oriented multiplexing enables integrative disease mapping,"
Nature, Nature, vol. 644(8076), pages 516-526, August.
Handle:
RePEc:nat:nature:v:644:y:2025:i:8076:d:10.1038_s41586-025-09225-2
DOI: 10.1038/s41586-025-09225-2
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