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Most tumours are never profiled with spatial transcriptomics, but nearly all are imaged. DeepSpot-M bridges that gap and as a first demonstration, we used it to build a virtual spatial transcriptomics atlas of 28,664 TCGA slides across 32 cancers, the largest resource of its kind