In the context of HF, some noteworthy AI applications include a model using BNP that can predict cardiac events [205], another that estimates BNP levels from chest X-rays and allows early detection and improved diagnostic accuracy [206], and a model that predicts BNP and pro-BNP from ECG signals, enabling fast, low-cost screening [207]. This evidence concerns the gene NPPB and hydrops fetalis.