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812

Parameter
Biomarker MFCC / MPT Full name Mel-frequency cepstral coefficients / Maximum phonation time Molecular Type Other (acoustic features)
Molecular Formula Molecular Weight Core Functional Dimensions Congestion monitoring, remote follow-up
Disease Heart failure Disease Subtypes /
Organ Vocal cords, lungs, myocardium Test Sample / Technology Platform Audio samples (smartphone recordings, machine learning analysis)
Pathobiological Mechanisms HF vocal cord edema (capacity load), lung function decline, affect the sound parameters (such as MFCC, the maximum voice time MPT)
Clinical Availability Status Cutting-edge research/clinical trial: - Amir distinguish between HF study shows that sound characteristics, such as the accuracy of the congestion/non congestion state = 98%; -Validation in multiple languages (Hebrew, Arabic) showed good stability
Notes and Dynamics Patients with acute HF MPT < 18 s prompt severe congestion, MPT after treatment to > 22 s is associated with good prognosis; Smartphone APP (such as CardioVoice) can monitor the sound characteristics in real time and warn of the deterioration of HF (sensitivity 89%, specificity 82%). Chronic HF remote follow-up, voice unwanted clinic on biomarkers can be reduced by 30%

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This study was supported by the Scientific Research Innovation Capability Support Project for Young Faculty (SRICSPYF-ZY2025112), the Fundamental and Interdisciplinary Disciplines Breakthrough Plan of the Ministry of Education of China (JYB2025XDXM612)

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