Furthermore, the generally acidic osteoporotic bone in untreated osteoporosis could support bone metastasis with the secretion of proteins such as COL1A1, COL4A2, NID1, FBLN1, and NRP2. This evidence concerns the gene COL1A1 and osteoporosis.