Therefore, our multi-dataset RRA analysis, followed by microarray dataset and experimental validation, provides more robust and comprehensive evidence for the value of the three ECM-related genes, namely, COL1A1, FMOD, and ASPN, in HF development. This evidence concerns the gene ASPN and hydrops fetalis.