Therefore, identifying distinct immune characteristics and the value of VCAM1 by examining associations with the m6A pattern can help us further understand the regulation of VCAM1 expression and its association with immune mechanisms in the development of HF. Here, VCAM1 is linked to hydrops fetalis.