Uniform manifold approximation and projection (UMAP) of pancreatic cell populations (Fig. 8a) and CD47 expression (Fig. 8b) were derived, demonstrating clear upregulation in alpha, beta and delta endocrine cells in autoantibody-positive and diabetes samples. This evidence concerns the gene CD47 and diabetes mellitus.