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Schoenrath, Felix

0000-0002-8221-1295

Mayo Clinic

Deutsches Herzzentrum der Charité

Citations 2

A pilot study on AI-based voice analysis for monitoring patients hospitalized with acute decompensated heart failure
Riehle, Leonhard , Fouad, Mariam , Hott, Marcus, Heil, Emanuel , Lee, Chong Bin, Schoenrath, F., Vungarala, Soumya , Johnson, Bruce, Olson, L. J., Goetz, A, Hindricks, Gerhard, Hohendanner, Felix , Schoenrath, Felix , Olson, Lyle, Barata, Filipe , Cummins, Nicholas , Hindricks, Gerhard , Hohendanner, Felix , Hott, Marcus, Lee, Chong Bin , Goetz, Aurèle

European Heart Journal - Digital Health | March 27, 2026 | Volume: 7 | Issue: 6 | Pages: No page available

10.1093/ehjdh/ztag052 Get It

Abstract Aims Monitoring pulmonary congestion in chronic heart failure (HF) reduces decompensation and hospitalization, but conventional methods such as weight and symptom tracking are often unreliable. As fluid accumulation affects the lungs and vocal tract, subtle voice alterations may serve as a non-invasive signal for early detection of worsening HF. Methods and results The Voice Analysis for Monitoring Patients with HF trial (VAMP-HF, NCT06566911) prospectively enrolled 104 patients hospitalized with acute decompensated HF (ADHF) across two academic centres in the USA and Germany. Daily voice recordings were collected from admission to discharge, with breathing features extracted from speech and acoustic features from sustained vowels. A machine-learning model was trained to classify recordings as admission-phase vs. discharge-phase using leave-one-patient-out. Patients with clinical deterioration, insufficient audio quality, or short length of stay were excluded. Seventy-nine patients were included in the final dataset. The model classified admission and discharge with an F1-score of 0.83 (95% CI: 0.77–0.90; AUC = 0.90). In patients with higher audio volume (N = 54), performance reached 0.89 (95% CI: 0.82–0.94; AUC = 0.91). When applied to intermediate hospitalization days, model-predicted scores showed progressive increases from admission towards discharge. Performance remained robust irrespective of significant weight loss during hospitalization. Conclusion In this pilot study, structured voice and breathing analysis discriminated hospitalization phase from admission through discharge in patients with ADHF. This non-invasive approach captured progressive changes during the hospital course and warrants further investigation with concurrent objective congestion markers to establish physiological specificity.
Vaccination as a new form of cardiovascular prevention: a European Society of Cardiology clinical consensus statement
Heidecker, Bettina , Libby, Peter , Vassiliou, Vassilios S. , Vardeny, Orly , Hassager, Christian , Gatzoulis, Michael Α. , Metra, Marco , Amir, Offer , Solomon, Scott, Landmesser, Ulf, Lüscher, Thomas F. , Vardeny, Orly , Gatzoulis, Michael A , Mamas, Mamas , Cooper, Leslie T , Metra, Marco , Amir, Offer , Libby, Peter , Heidecker, Bettina , Hassager, Christian , Vassiliou, Vassilios , Roubille, François , Mamas, Mamas A. , Cooper, Leslie T. , Schoenrath, Felix , Landmesser, Ulf

European Heart Journal | May 27, 2025 | Volume: 46 | Issue: 36 | Pages: 3518-3531

10.1093/eurheartj/ehaf384 Get It

Abstract Vaccination is increasingly acknowledged as an effective preventive measure not only against specific infections, but also for the prevention of cardiovascular disease in high-risk patients. Specifically, a growing body of evidence suggests that vaccines against influenza, SARS-CoV-2, respiratory syncytial virus, herpes zoster, and other viruses significantly reduce infection and for influenza the incidence of major adverse cardiovascular events in vaccinated individuals. This clinical consensus statement examines the existing literature and accumulated evidence and offers practical clinical advice on vaccination timing and target demographics, specifically addressing complex clinical scenarios with a focus on cardiovascular conditions. It includes guidelines for vaccinating vulnerable populations such as immunosuppressed individuals, patients with congenital heart disease, and pregnant women as well as safety and potential complications of the procedure.