Abstract Background: High-grade non-muscle invasive bladder cancer (NMIBC) is an aggressive malignancy characterized by a high rate of progression to muscle-invasive bladder cancer (MIBC). Once muscle-invasive, the disease is associated with significantly worse overall survival. Thus, novel strategies for identifying therapeutic targets and biomarkers of progression are urgently needed. We utilized spatial transcriptomics to elucidate the tumor microenvironment states and cellular interactions that underlie progressive NMIBC. We hypothesized that progressive NMIBC is defined by distinct molecular and architectural compositions that converge on an MIBC-like phenotype. Methods: We constructed tissue microarrays using transurethral resection specimens from 18 high-grade NMIBC patients who progressed to MIBC within 5 years and 27 risk-matched non-progressors, along with 52 MIBC cystectomy specimens. We then performed Xenium in situ expression analysis using a 5,000-gene panel with an additional 100 genes focused on stromal and immune signaling. Data were analyzed using single-cell variational inference with Leiden clustering-based cell typing, custom neighborhood (“niche”) evaluation, and computational workflows to characterize cellular interactions, transcriptional programs, and ligand-receptor signaling across progressor status and disease states. Results: We generated a single-cell-resolution spatial transcriptomic atlas of over 4 million cells spanning NMIBC and MIBC tissues. Preliminary analysis revealed substantial intra- and inter-patient heterogeneity in both tumor-intrinsic transcriptional programs and microenvironment composition. Non-progressor tumors demonstrated increased immune activation signatures and enrichment of cytotoxic CD8+ T cells, while progressors showed enrichment of tumoral mTOR signaling and other oncogenic pathways. Ongoing work aims to define spatial niches and cellular interaction networks that differentiate progressive versus non-progressive disease and evaluate their alignment with MIBC-like architecture. Conclusions: This study establishes the first single-cell spatial transcriptomic analysis directly comparing NMIBC progressors and non-progressors, providing a framework to define microenvironmental trajectories underlying progression to invasion. By leveraging high-resolution spatial transcriptomics to identify candidate biomarkers and potential drivers of invasion, this work may inform early risk stratification and microenvironment-targeted therapeutics aimed at preventing transition to MIBC. Citation Format: Jacob Alltucker, Yiling Shen, Suhyeon Choi, Pavithra Nedumaran, Andrew Martinez, Joseph Lownik, Huihui Ye, Hideki Furuya, Dan Theodorescu, Simon Knott. Spatial transcriptomic dissection of microenvironmental drivers of NMIBC progression abstract. In: Proceedings of the American Association for Cancer Research Annual Meeting 2026; Part 1 (Regular Abstracts); 2026 Apr 17-22; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2026;86(7 Suppl):Abstract nr 3950.
Alltucker et al. (Fri,) studied this question.