Single cell analysis identified six major fibroblast subgroups; universal (PI16+) fibroblasts, ADH1B + fibroblasts and CCL19 + FRC-like fibroblasts were present in normal tissue and tumours. This evidence concerns the gene PI16 and neoplasm.