However, in the microglia-to-astrocytes signaling, we found LR interactions, including C3-LRP1, C3-CD81, and A2M-LRP1, were upregulated in AD in the discovery dataset but downregulated in the replication dataset (Fig. 2c). Here, CD81 is linked to Alzheimer disease.