383-FlashDeconv: Atlas-Scale Spatial Deconvolution скачать в хорошем качестве

383-FlashDeconv: Atlas-Scale Spatial Deconvolution

FlashDeconv is a newly developed computational framework designed for high-speed, accurate cell type deconvolution in large-scale spatial transcriptomics. Unlike traditional methods that rely on gene variance—which often ignores rare cells—this tool uses leverage-score importance sampling to preserve distinct biological signals regardless of their abundance. By employing randomized sketching, the system compresses massive datasets to allow for analysis on standard hardware in seconds rather than days. The researchers used this efficiency to identify a "resolution horizon" between 8 and 16 micrometers, demonstrating that coarse data binning can create misleading evidence of cell co-localization. Applied to human ovarian cancer and mouse intestinal tissues, the framework successfully recovered clinical response signatures and uncovered previously hidden Tuft cell niches. Ultimately, FlashDeconv provides a scalable, mathematically grounded solution for mapping the complex cellular architecture of entire tissue atlases. References: • Yang C, Chen J, Zhang X. FlashDeconv enables atlas-scale, multi-resolution spatial deconvolution via structure-preserving sketching[J]. bioRxiv, 2025: 2025.12. 22.696108.