This review aims to summarize the mechanisms by which Cx43 and its‐mediated astrocytic GJs contribute to depression progression, focusing on their regulatory roles in transmitting electrical signals (K+, Ca2+) and chemical signals (neurotransmitters, inflammatory factors). This evidence concerns the gene GJA1 and depressive disorder.