Integrating three machine learning algorithms determined that Fras1-related extracellular matrix 1 (FREM1) and meiosis-specific nuclear structural 1 (MNS1) are diagnostic gene signals for heart failure (Figure 3(f)). The gene discussed is MNS1; the disease is heart failure.