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Revolutionizing Sleep Research: University of Houston Unveils New At-Home Sleep Study Method

Revolutionizing Sleep Research: University of Houston Unveils New At-Home Sleep Study Method

Reading time: 2 min

Posted on Jul 5, 2024

Written by Kiara Fabbri Multimedia Journalist
Fact-Checked by Justyn Newman Lead Cybersecurity Editor

The University of Houston engineers has just published a new sleep study technique that utilizes a single-lead electrocardiogram (ECG) and deep learning, potentially replacing the traditional sleep lab experience.

Traditionally, polysomnography is currently the primary method for studying sleep patterns. This method involves multiple cables and sensors attached to the body, monitoring brain activity, heart rate, and other vital signs. This setup often makes it difficult for patients to sleep naturally. Sheth and Jones’s new method utilizes a single-lead electrocardiography-based deep learning neural network, drastically simplifying the process.

Empowered by AI deep learning, this simple method holds the promise as a convenient at-home sleep study solution. This means that the technology can collect and analyze vast amounts of data, revolutionizing sleep monitoring.

Commercial devices( like Apple Watch, Fitbit, and Oura Ring track sleep) have a lower accuracy than polysomnography.The new ‘at-home’ method bridges the gap, offering high-quality sleep analysis outside clinical settings. Accessible testing could increase sleep research data.

The implications of this development are significant for both sleep medicine and neuroscience research. Reliable classification of sleep stages is crucial for diagnosing and understanding various sleep disorders and brain states. Adam Jones emphasized the potential reach of their innovation: “It makes less-expensive, higher-quality studies accessible to a broader community, enabling improved sleep research and more personalized, accessible sleep-related healthcare interventions.”

The researchers have made the complete source code for their model freely available, encouraging further development and refinement.

Kiara Fabbri

Written by: Kiara Fabbri

Hi, I’m Kiara Fabbri a Tech News Writer at WizCase. I'm a multimedia journalist with a keen interest in innovative and immersive news storytelling. Fluent in three languages—Italian, English, and Spanish—I'm deeply engaged in all facets of news reporting. I am currently undertaking a Ph.D. exploring VR applications in journalism. Following my studies in psychology (BSc) and political psychology (MSc), I embarked on a three-year journey across South America. During this time, I undertook a 4000 km solo bicycle trip from Chile to Brazil. There, I camped, cooked on the road, and volunteered in various facilities. It was during these travels that I discovered my passion for journalism. Subsequently, I pursued a Master's program in journalism innovation and enterprise. My career in journalism has seen me produce VR immersive experiences covering a range of topics. These include documenting an Anti Militaristic raid of a NATO Base, life in the Brazilian Favelas, the recent violent protest clashes in Buenos Aires and finally social projects run by Skaters in the Argentinian ghettos. In addition to my journalistic endeavours, I also practice parkour, a discipline I have cultivated over several years now. I love to make the most of this skill in my journalistic style; for example, it has enabled me to capture dynamic footage from heights during the recent violent clashes in Buenos Aires. There, I scaled heights and employed a long stick on my camera to create aerial 360° views. Through my dedication to pushing the boundaries of journalism, I am committed to amplifying voices, sparking meaningful conversations, and driving positive change in the world.

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