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Updated: Sep 19, 2026

Cancer-Associated Fibroblasts from Mouse Mammary Tumors as Tools for Molecular and Computational Studies
Published on: July 3, 2025
Disentangling the cellular composition of FLCN-mutated tumors in Birt-Hogg-Dubé Syndrome by spatial transcriptomics
Xiao-Ming Wang1, Yuping Zhang1, Rahul Mannan1
1Department of Pathology, University of Michigan, Ann Arbor, Michigan; Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, Michigan.
Abstract:
Birt-Hogg-Dubé (BHD) syndrome is a hereditary cancer predisposition syndrome caused by pathogenic variants in the folliculin (FLCN) gene and is associated with an increased risk of multifocal renal tumors. FLCN-mutated tumors (FMTs) often exhibit morphological heterogeneity with mixed morphological features resembling renal oncocytoma (RO) and chromophobe renal cell carcinoma (chRCC), yet the molecular basis underlying the heterogeneous morphologic features and the morphologic-genomic correlations remain poorly defined. In our prior work, we identified mutually exclusive expressions of L1 cell adhesion molecule (L1CAM) and forkhead box I1 tboxI1 (FOXI1) labeling the two morphologically distinct cellular populations in BHD-associated FMTs, leading to the hypothesis that these two tumor compartments may have distinct molecular features and may reflect different nephron epithelial differentiation states. In this follow-up study, we tested this hypothesis using L1CAM and FOXI1 as morphology-guided markers for spatial transcriptomic profiling of the distinct tumor compartments in FMTs with the NanoString GeoMX Digital Spatial Profiler (DSP). Six FMTs from three patients with BHD and three normal kidney tissues were analyzed. L1CAM+ and FOXI1+ area of interest (AOI) were collected from tumor areas with various tumor compositions, including L1CAM+ dominant, FOXI1+ dominant, and mixed tumor areas. Spatial transcriptomic analysis identified distinct gene expression signatures in L1CAM+ and FOXI1+ FMT compartments independent of the local tumor compositions. FOXI1+ tumor cells showed robust enrichment for intercalated cells (IC)-associated gene signatures. In contrast, L1CAM+ tumor cells exhibited a heterogeneous transcriptional profile, with partial overlap across a spectrum of renal tubular epithelial cell types rather than a definitive principal cell-like identity. Despite this compartment-specific differences, both compartments share expression of a panel of tumor signature genes, including glycoprotein nmb (GPNMB) gene, and a core of cancer related biological functions and signaling pathways. Together, these findings refined the prior dichotomous model of BHD-associated renal tumors and support a model in which L1CAM+ and FOXI1+ tumor compartments represent divergent evolutionary or differentiation states with a common FLCN-mutant neoplastic transcriptional program. This spatial transcriptomic profiling provides molecular evidence for the morphological heterogeneity of FMTs and insights on the tumor biology of BHD-associated FMTs.
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