Functional network analysis identified a collagen hydroxylation module enriched in tumour tissue, and we validated two novel putative extracellular markers, peroxidasin and a disintegrin and metalloproteinase with thrombospondin motifs 16 (ADAMTS16), as being up-regulated within tumours in separate patient cohorts. Here, ADAMTS16 is linked to neoplasm.