Cell-type-specific damage scores reveal kidney and liver disease trajectories in single-cell and spatial transcriptomics

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Authors: Tsimafei Padvitski, Paula Unger Avila, He Chen, Cem Özel, Fabian Braun, Marie-Kristin Kroll, Christian Vossen, Peter Wienand, Linus Butt, David Unnersjö‐Jess, Anna-Lena Schumacher, Kat Folz‐Donahue
+10 more Heike Göbel, Christoph Kuppe, Roman-Ulrich Müller, Pål O. Westermark, Paul Thomas Brinkkötter, Bernhard Schermer, Thomas Benzing, Frank Thomas Wunderlich, Martin Kann, Andreas Beyer
Cited by: 1
References: 186

Abstract

Degenerative diseases progress through gradual cell-intrinsic damage that is difficult to resolve with bulk transcriptomics or discrete cell-state analysis. We introduce a generalizable single-cell and spatial transcriptomics framework that quantifies continuous damage trajectories in vivo using cell-type-specific scores. Applied to chronic kidney disease and metabolic dysfunction-associated steatotic liver disease, the podocyte damage score (PDS) and hepatocyte damage score (HDS) place individual podocytes and hepatocytes on a health-to-damage axis. Across mouse and human single-cell RNA sequencing (scRNA-seq), single-nucleus RNA-seq (snRNA-seq), spatial transcriptomics, proteomics, histology, and clinical datasets, PDS and HDS robustly detect disease-associated damage, align disease models as well as unperturbed cells, and reveal conserved pathways. The PDS links podocyte injury and FSGS progression to circadian gene-expression disruption. The HDS identifies a damage threshold in metabolic dysfunction-associated steatotic liver disease (MASLD)/NASH beyond which hepatocytes adopt senescent, metabolically dysfunctional states. These damage scores enable scalable mapping of degenerative disease progression and stage-specific therapeutic targets.

Fields of Study & Subjects

Single-cell and spatial transcriptomics Ferroptosis and cancer prognosis Chronic Kidney Disease and Diabetes

Publication details

Journal / source
Cell Genomics
Publisher
Elsevier BV
Volume
6
Issue
10
Pages
101337–101337
Publication date
1 August 2026
Language
EN