PDZK1IP1 and heart failure: Multiple logistic regression analysis showed that SPAP and E/A ratio were the echocardiographic predictors of PEs development, which is consistent with the finding that an elevated E/A ratio was a risk factor for the formation of heart failure-related PEs following the development of severely decreased left ventricular diastolic function [28].