Furthermore, in IgA nephropathy, IgAVN, and LN, we obtained consistent findings where the linear structures of COL4A3/4/5, Laminin α5β2γ1, and Integrin α3β1 were all significantly impacted, resulting in reduced protein expression. Here, COL4A3 is linked to lobular neoplasia.