Subsequently LASSO-derived Model 3 was compared with a model consisting of repeatedly measured biomarkers selected on the basis of their previously reported involvement in HF including NT-proBNP, hs-TnT, hs-CRP, GDF15, ST2, PAI-1, Gal3 (Model 4, Table 2). This evidence concerns the gene SERPINE1 and hydrops fetalis.