Tumors with high IGFBP7 gene expression had a microenvironment enriched for stromal cells while deficient in immune cells, characterized by transforming growth factor beta signaling, indicating enrichment of cancer-associated fibroblasts and aging tissue features (Fig. 4A). Here, IGFBP7 is linked to cancer.