Taken together, intersection of results from BSR analysis, RIDGE regression, and RF algorithm revealed that NUDT16, NUDT4, CYFIP1, LARP1, and DCP2 were potential m7G regulator diagnostic markers for HF (Fig. 3J). This evidence concerns the gene LARP1 and hydrops fetalis.