Fourthly, a four m5C regulators-based diagnostic signature was constructed using three machine learning algorithms, exhibiting excellent diagnostic value for HF, which further validated in both merged dataset and 2 independent external datasets, and NSUN6 was finally identified as a key regulator in qRT-PCR and WB. Here, NSUN6 is linked to hydrops fetalis.