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Deep learning of awake and sleep electrocardiography to identify atrial fibrillation risk in sleep apnea

Description: Project Narrative We will investigate whether heart rate response, a novel marker of obstructive sleep apnea (OSA) severity, improves risk prediction of incident AF. We will also develop a deep learning model incorporating awake and sleep electrocardiography to predict incident AF among people with OSA. Both observational cohort and clinical data will be used for this purpose.
Funding type: research
Funder scheme: R21
Start date: 2023-01-15
End date: 2025-12-31
Investigator: OGUZ AKBILGIC
Institution: UNIVERSITY OF WASHINGTON
Subfield: Physiology
Field: Medicine
Funded outputs count: 24
Funder award ID: R21HL167126
OpenAlex ID: G3052515844
Individualized Treatment Approaches for Obstructive Sleep Apnea in Older Adults: Beyond Continuous Positive Airway Pressure
2026 · Nikhil Jaganathan, Varun Goel, et al. · Advances in Geriatric Medicine and Research
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Positional Obstructive Sleep Apnea: A Model for Precision Sleep Medicine
2026 · Avneesh Prabakar, Shervin Eskandari, et al. · Journal of Otorhinolaryngology Hearing and Balance Medicine
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Association of a High Cardiovascular Disease Risk OSA Phenotype With Incident Atrial Fibrillation
2026 · Jing Xu, Younghoon Kwon, et al. · CHEST Journal · 1
Non‐Invasive Multidimensional Capacitive Sensing for In Vivo Traumatic Brain Injury Monitoring
2026 · Shawn Kim, Yu‐Jen Cheng, et al. · Advanced Materials Technologies · 1
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Obstructive Sleep Apnea and Aging: A Narrative Review
2025 · David Brower, Eric Pan, et al. · Sleep Medicine Research · 4
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Intelligent Eye Tracker Integrated with Cylindrical Capacitive Sensors for Chronic Fatigue Assessment
2025 · Tianyi Li, Seo‐Hyun Park, et al. · Advanced Sensor Research
1111 Relationship Between Positional Obstructive Sleep Apnea and Excessive DaytimeSleepiness in Patients with Atrial Fibrillation
2025 · Xiaoyue Liu, Patrick Stafford, et al. · Sleep and Biological Rhythms
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Awakening Sleep Medicine: The Transformative Role of Artificial Intelligence in Sleep Health
2025 · Arjun N. Bhatt, Sohawm Sengupta, et al. · Current Sleep Medicine Reports · 10
Anemia as a potent marker of in-hospital mortality in patients admitted to the cardiac intensive care unit: Data from the Critical Care Cardiology Trials Network (CCCTN) Registry
2025 · Christine Chow, Rasheed Durowoju, et al. · Journal of Intensive Medicine · 3
Wearable Single‐Electrode Capacitive Sensor with Large Penetration Depth for Intelligent Deep Tissue and Hemorrhage Monitoring
2024 · Yu‐Jen Cheng, Shawn Kim, et al. · Advanced Sensor Research · 3
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Nanocomposite Multimodal Sensor Array Integrated with Auxetic Structure for an Intelligent Biometrics System
2024 · Yu‐Jen Cheng, Tianyi Li, et al. · Small · 13
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The Emerging Role of Pharmacotherapy in Obstructive Sleep Apnea
2024 · Nikhil Jaganathan, Younghoon Kwon, et al. · Journal of Otorhinolaryngology Hearing and Balance Medicine · 6
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Correction to: Cardiovascular Implications of Sleep Disorders Beyond Sleep Apnea
2024 · Jung‑A Park, Jee‑Eun Yoon, et al. · Current Sleep Medicine Reports
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Racial Disparity in Obstructive Sleep Apnea Care and its Impact on Cardiovascular Health
2024 · Sanjana Agarwal, Paige Monsod, et al. · Current Sleep Medicine Reports · 8
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Physiologic Consequences of Upper Airway Obstruction in Sleep Apnea
2024 · Ali Azarbarzin, Gonzalo Labarca, et al. · CHEST Journal · 48
Cardiovascular Implications of Sleep Disorders Beyond Sleep Apnea
2024 · Jung-A Park, Jee-Eun Yoon, et al. · Current Sleep Medicine Reports · 2
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Treatment of Sleep Apnea and Reduction in Blood Pressure: The Role of Heart Rate Response and Hypoxic Burden
2024 · Ludovico Messineo, Scott A. Sands, et al. · Hypertension · 40
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Correction to: The Emergence of Inpatient Sleep Medicine: Screening for Sleep Disordered Breathing to Reduce the Burden of Cardiovascular Disease
2024 · Arjun Bhatt, Mohammad Umair Azam, et al. · Current Sleep Medicine Reports · 1
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The Emergence of Inpatient Sleep Medicine: Screening for Sleep Disordered Breathing to Reduce the Burden of Cardiovascular Disease
2024 · Arjun Bhatt, Mohammad Umair Azam, et al. · Current Sleep Medicine Reports · 7
Obstructive sleep apnea and hypertension; critical overview
2024 · Younghoon Kwon, William S Tzeng, et al. · Clinical Hypertension · 32
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Beyond continuous positive airway pressure for cardiovascular risk reduction in patients with obstructive sleep apnea
2024 · William J Healy, Vaishnavi Kundel, et al. · SLEEP Advances · 1
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Central Sleep Apnea in Patients With Coronary Heart Disease Taking P2Y12 Inhibitors
2023 · William S. Tzeng, Christian F. Klein, et al. · Journal of Cardiovascular Pharmacology · 3
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AI-Enabled ECG for Paroxysmal Atrial Fibrillation Detection
2023 · Matthew M. Kalscheur, Oguz Akbilgic · JACC. Clinical electrophysiology · 2
Cardiovascular Benefit of Continuous Positive Airway Pressure in Adults with Coronary Artery Disease and Obstructive Sleep Apnea without Excessive Sleepiness
2022 · Ali Azarbarzin, Andrey Zinchuk, et al. · American Journal of Respiratory and Critical Care Medicine · 101
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