Cutaneous squamous cell carcinoma (cSCC) is a heterogeneous skin malignancy worldwide. While most tumours are effectively treated by surgical excision, between 5% and 37% of biologically aggressive cases metastasise to regional lymph nodes or distant organs. Identifying tumours at risk of metastasis remains challenging...
Ali Azimi, E. Patrick, R. Teh et al.· Journal of Investigative Der...· 0 citations
Cellular transcriptional states are shaped by local tissue context, yet quantifying how cellular gene expression varies with proximity to different cell types remains challenging. Cell-resolved spatial transcriptomics data are typically sparse and susceptible to contamination from neighbouring cells through diffusion,...
Elijah Willie, Shreya Rao, J. Ormerod et al.· bioRxiv· 0 citations
Phenoverse is introduced, an interpretable deep learning framework that learns sample-level disease state representations through cell type-aware residual encoding, prototype learning, and Perceiver-based aggregation that demonstrates that trajectory-derived genes reveal cross-cohort molecular programs and show consist...
Manoj M Wagle, Yongheng Wang, Soham Samanta et al.· bioRxiv· 0 citations
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