COL1A1 and preeclampsia: Finally, we found notable downregulation of collagen (COL1A1, COL1A2, and COL3A1) in early onset preeclampsia and upregulation in placenta accreta, a finding that was also found in single-cell analysis of stromal cells from early onset preeclampsia39.