While most EMT genes show mismatches only at later stages, consistent with dysregulated EMT being implicated in ABC development in IPF21,31–34, some EMT genes already show differences at early/mid differentiation stages (for example NNMT, CXCL1 and CXCL8). Here, CXCL8 is linked to aneurysmal bone cyst.