Related Experiment Video
Updated: Aug 17, 2026

Multiplexed Immunofluorescence Analysis and Quantification of Intratumoral PD-1+ Tim-3+ CD8+ T Cells
Published on: February 8, 2018
Multi-Omics Integration Identifies a CDH3-Associated Malignant Epithelial State and Immunosuppressive Niche to
Yuntao Feng1, Jingyu Chen1, Lang Xia1
1Department of Thoracic Surgery, School of Medicine, Shanghai Pulmonary Hospital, Tongji University, Shanghai, China.
Abstract:
Thymic epithelial tumors (TETs) are rare and heterogeneous malignancies whose aggressive epithelial states and microenvironmental organization remain poorly defined. Here, we integrated single-cell RNA sequencing, spatial transcriptomics, multiplex immunofluorescence, bulk transcriptomics, functional assays, xenograft validation, and computational pathology to characterize malignant epithelial heterogeneity in TETs. We identified a CDH3-associated malignant epithelial state located at the origin of malignant-state trajectories and enriched for stem-like and EMT-related features. Spatial transcriptomics and multiplex immunofluorescence showed that CDH3+ tumor cells preferentially localized within an M2 macrophage-rich immunosuppressive niche, while cell-cell communication analyses nominated CCN2-LRP1 as a candidate epithelial-myeloid crosstalk axis. A 68-gene CDH3-associated signature stratified TCGA-THYM into biologically distinct subgroups with differences in survival, histology, genomic instability, and immune contexture. Patient-derived thymic carcinoma organoids showed elevated CDH3 expression, and CDH3 silencing suppressed thymic carcinoma cell proliferation, migration, invasion, EMT/PI3K-Akt-related signaling, and macrophage-associated crosstalk. Candidate inhibitors showed antitumor activity in xenograft models. We also established a deep learning pathology model that captured CDH3-associated morphology from routine H&E slides and predicted patient outcome. Together, these findings define CDH3 as a biomarker and therapeutic target linking malignant epithelial plasticity to immunosuppressive niche formation and adverse clinical behavior in TETs.