Spatial Transcriptomics Reveals Injured Cells, Signature Genes, and Communication Patterns in the Cyst Microenvironment of Polycystic Kidney Disease

Journal Article (2026)
Author(s)

Sevtap A. Yasinoglu (Leiden University Medical Center)

Claudio Novella-Rausell (Leiden University Medical Center)

Lisanne E. Wisse (Leiden University Medical Center)

Kyra L. Dijkstra (Leiden University Medical Center)

A.M.E.T.A. Mahfouz (TU Delft - Electrical Engineering, Mathematics and Computer Science, Leiden University Medical Center)

Hans J. Baelde (Leiden University Medical Center)

Dorien J.M. Peters (Leiden University Medical Center)

Research Group
Pattern Recognition and Bioinformatics
DOI related publication
https://doi.org/10.1681/ASN.0000000894 Final published version
More Info
expand_more
Publication Year
2026
Language
English
Research Group
Pattern Recognition and Bioinformatics
Journal title
Journal of the American Society of Nephrology
Issue number
4
Volume number
37 (2026)
Article number
10.1681/ASN.0000000894
Pages (from-to)
1-18
Page Views
5
Reuse Rights

Other than for strictly personal use, it is not permitted to download, forward or distribute the text or part of it, without the consent of the author(s) and/or copyright holder(s), unless the work is under an open content license such as Creative Commons.

Abstract

Key Points – Myofibroblasts and injury repair–related cell types were exclusively observed in polycystic kidney disease and enriched within the cyst microenvironment. Cyst-associated gene signature of 45 genes with decreased expression further away from the cysts was largely related to inflammation. Communication in low-inflamed cystic microdomains related to cellular signaling, morphogenesis, and inflammation in polycystic kidney disease. Background – Changes in the cyst microenvironment in polycystic kidney disease (PKD) may drive progressive cyst formation. Bulk-cell and single-cell RNA sequencing have advanced our understanding of altered signaling; however, the lack of spatial information has limited our insights into local gene expression and cellular communication near cysts.Methods – We used wild-type and Pkd1-deficient mouse kidneys to generate 10× Genomics Visium Spatial Gene Expression datasets. Using our single-cell mouse kidney atlas and single-cell sequencing data for spot deconvolution, we enhanced resolution and estimated enriched cell types. We analyzed spatial gene expression patterns and used a cyst-centered analysis to identify cyst-associated gene signature. Cell communication near cysts was investigated, identifying key ligand-receptors. Prioritized key factors were validated in tissues.Results – We observed enrichment of fibroblasts, injury repair–related cell types, and diverse immune populations in PKD. Injury repair–related cells were exclusively observed in PKD, predominantly localized within immune cell–dense regions near cysts. These cells collectively contributed to the altered gene expression profile in PKD, including cyst-associated signature genes related to inflammatory processes. Analysis of cellular communication in less-inflamed regions around cysts revealed the involvement of multiple cell types. Key ligand-receptor interactions were associated with cytokine signaling, fibrosis, cellular development, and repair. These included Angpt2, C3, Csf1, Cxcl12, Il34, Gas6, Il16, Mdk, Mif, Ptn, Sfrp2, Spp1, Sdc1, Tnc, Tnfsf12, and Wnt5a. In addition, extracellular matrix (ECM) proteins implicated in immune response, ECM remodeling, cell adhesion, and cell signaling were identified, such as Adam9, Adam10, Col1a1, Col3a1, Col4a2, Lamb2, Lamc1, Efnb1, Efnb2, Thbs1, Thbs2, and Vcam1. Immunohistochemistry confirmed expression of Syndecan-1-Collagen IV, Midkine-Integrin β1, CSF-1, Pleiotrophin, and Tenascin-C in cystic kidneys.Conclusions – Spatial transcriptomics in PKD revealed enrichment of (myo)fibroblasts, immune, and injury repair–related cells near cysts, creating a (pro)inflammatory and (pro)fibrotic niche. Key ligand-receptor and ECM interactions were identified and validated.