NCT07431710

Brief Summary

The AIR-CPR project aims to improve survival rates for patients with Out-of-Hospital Cardiac Arrest (OHCA) by utilizing Artificial Intelligence (AI) to optimize chest compression locations. Current guidelines recommend a standardized compression point (the lower half of the sternum), yet recent research indicates that this position can compress the aortic valve in approximately 48.7% of patients, significantly reducing the chances of successful resuscitation. This study will develop a deep learning model based on YOLO v8 to analyze real-time arterial pressure waveforms to identify proper aortic valve opening and closing. By identifying specific waveform features that humans cannot easily distinguish, the AI will guide rescuers to adjust the compression site-typically toward the left ventricle-to ensure optimal blood output. The project seeks to transform CPR from a standardized "one-size-fits-all" approach into a personalized, precision medicine intervention.

Trial Health

77
On Track

Trial Health Score

Automated assessment based on enrollment pace, timeline, and geographic reach

Enrollment
255

participants targeted

Target at P75+ for all trials

Timeline
20mo left

Started Jan 2025

Typical duration for all trials

Geographic Reach
1 country

1 active site

Status
recruiting

Health score is calculated from publicly available data and should be used for screening purposes only.

Trial Relationships

Click on a node to explore related trials.

Study Timeline

Key milestones and dates

Study Progress45%
Jan 2025Dec 2027

Study Start

First participant enrolled

January 6, 2025

Completed
1.1 years until next milestone

First Submitted

Initial submission to the registry

February 19, 2026

Completed
5 days until next milestone

First Posted

Study publicly available on registry

February 24, 2026

Completed
1.8 years until next milestone

Primary Completion

Last participant's last visit for primary outcome

December 31, 2027

Expected
Same day until next milestone

Study Completion

Last participant's last visit for all outcomes

December 31, 2027

Last Updated

February 24, 2026

Status Verified

February 1, 2026

Enrollment Period

3 years

First QC Date

February 19, 2026

Last Update Submit

February 19, 2026

Conditions

Keywords

Artificial IntelligenceTransesophageal EchocardiographyArterial Pressure WaveformChest Compression LocationPersonalized ResuscitationHemodynamic Monitoring

Outcome Measures

Primary Outcomes (1)

  • AI Identification Accuracy of Aortic Valve Compression

    The accuracy of the AI model in identifying whether the aortic valve is compressed or open during CPR, using Transesophageal Echocardiography (TEE) as the gold standard for verification.

    Collected during the clinical testing phase and feasibility assessment (Years 2 and 3).

Secondary Outcomes (5)

  • Successful Avoidance of Aortic Valve Compression

    During the clinical feasibility assessment (Year 3).

  • Time Consumed for Compression Adjustment

    During the clinical feasibility assessment (Year 3).

  • Rate of Return of Spontaneous Circulation (ROSC)

    From the start of the emergency department resuscitation until hospital discharge or death (up to approximately 30 days).

  • Favorable Neurologic Outcome at Discharge

    At the time of hospital discharge (up to approximately 30 days).

  • Chest Compression Fraction (CCF)

    During the clinical feasibility assessment (Year 3).

Study Arms (1)

OHCA Patients Receiving AI-Enhanced Resuscitation.

Adult patients (20 years or older) with non-traumatic Out-of-Hospital Cardiac Arrest (OHCA) who receive Advanced Life Support (ALS) at the Far Eastern Memorial Hospital Emergency Department. This cohort provides the data for AI training (Years 1-2) and participates in the clinical validation of the AI-guided compression technique (Year 3).

Device: Device: AI-Enhanced Arterial Waveform Monitor (AIR-CPR App)Procedure: AI-Guided Chest Compression RepositioningDiagnostic Test: Transesophageal Echocardiography (TEE)

Interventions

A deep learning application based on the YOLO v8 architecture that analyzes real-time arterial pressure waveforms from a femoral A-line. It identifies whether the current chest compression location is causing aortic valve compression (as confirmed by TEE) and provides immediate feedback to the resuscitation team.

OHCA Patients Receiving AI-Enhanced Resuscitation.

When the AI application indicates aortic valve compression, the rescuer adjusts the mechanical chest compression (LUCAS) position. Based on literature and AI feedback, the adjustment typically involves moving the compression point downward and toward the left parasternal line to avoid the aortic valve and optimize left ventricular output.

OHCA Patients Receiving AI-Enhanced Resuscitation.

Used as the "Gold Standard" throughout the study. TEE is performed during CPR to record the actual opening and closing of the aortic valve and the deformation of cardiac chambers, providing the labels for AI training and the verification for clinical testing.

OHCA Patients Receiving AI-Enhanced Resuscitation.

Eligibility Criteria

Age20 Years+
Sexall
Healthy VolunteersNo
Age GroupsAdult (18-64), Older Adult (65+)
Sampling MethodNon-Probability Sample
Study Population

The study population consists of adult patients experiencing non-traumatic out-of-hospital cardiac arrest who are transported to the Emergency Department of Far Eastern Memorial Hospital. This facility is the only medical center in New Taipei City and handles approximately 30% of the city's OHCA cases, ensuring a diverse and high-volume sample of patients receiving advanced life support.

You may qualify if:

  • Adults aged 20 years or older.
  • Patients with out-of-hospital cardiac arrest (OHCA) undergoing 3.cardiopulmonary resuscitation (CPR) in the emergency department.
  • Cardiac arrest caused by non-traumatic factors.

You may not qualify if:

  • Pregnant patients.
  • Patients with obvious signs of death.
  • Patients with a signed "Do Not Resuscitate" (DNR) order.
  • Patients requiring extracorporeal cardio-pulmonary resuscitation (ECPR).
  • Patients requiring Resuscitative Endovascular Balloon Occlusion of the Aorta (REBOA).
  • Cardiac arrest caused by massive hemorrhage, aortic emergencies, tension pneumothorax, cardiac tamponade, or pulmonary embolism.
  • History of severe aortic valve disease or previous aortic valve surgery.
  • Patients for whom TEE or femoral arterial catheterization is contraindicated.
  • Situations where the medical team is unable to perform TEE or femoral arterial catheterization during CPR.

Contact the study team to confirm eligibility.

Sponsors & Collaborators

Study Sites (1)

Far Eastern Memorinal Hospital

New Taipei City, Banqiao, 220, Taiwan

RECRUITING

Related Publications (49)

  • Miao X, Wu Y, Wang J, Gao Y, Mao X, Yin J. Generative Semi-supervised Learning for Multivariate Time Series Imputation. Proceedings of the AAAI Conference on Artificial Intelligence 2021;35(10):8983-8991. DOI: 10.1609/aaai.v35i10.17086.

    RESULT
  • Salloum R, Kuo CCJ. ECG-based biometrics using recurrent neural networks. 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)2017:2062-2066.

    RESULT
  • Mitra A, Kundu P, Gupta R. Hyperparameter Optimization of AutoRegressive Integrated Moving Average (ARIMA) Model-based Synthesis of Electrocardiogram. 2022 International Conference for Advancement in Technology (ICONAT)2022:1-6.

    RESULT
  • Emergency Research. Content current as of: 09/21/2015 https://www.fda.gov/science-research/clinical-trials-and-human-subject-protection/protection-human-subjects-informed-consent-and-waiver-informed-consent-requirements-certain.

    RESULT
  • Karhade J, Dash S, Ghosh SK, Dash DK, Tripathy RK. Time-Frequency-Domain Deep Learning Framework for the Automated Detection of Heart Valve Disorders Using PCG Signals. IEEE Transactions on Instrumentation and Measurement 2022;71:1-11. DOI: 10.1109/TIM.2022.3163156.

    RESULT
  • Zhu Z, Wang H, Zhao T, et al. Classification of Cardiac Abnormalities From ECG Signals Using SE-ResNet. 2020 Computing in Cardiology2020:1-4.

    RESULT
  • Nagasawa T, Iuchi K, Takahashi R, et al. Blood Pressure Estimation by Photoplethysmogram Decomposition into Hyperbolic Secant Waves. Applied Sciences 2022;12(4):1798. (https://www.mdpi.com/2076-3417/12/4/1798).

    RESULT
  • Chirinos JA, Akers SR, Vierendeels JA, Segers P. A Unified Mechanism for the Water Hammer Pulse and Pulsus Bisferiens in Severe Aortic Regurgitation: Insights from Wave Intensity Analysis. Artery Res. 2018 Mar;21:9-12. doi: 10.1016/j.artres.2017.12.002. Epub 2017 Dec 21. No abstract available.

  • Grmec Å , Lah K. Difference in end-tidal carbon dioxide changes during cardiopulmonary resuscitation between cardiac arrest due to asphyxia and VF/VT cardiac arrest. Critical Care 2003;7(2):P063. DOI: 10.1186/cc1952.

    RESULT
  • Emergency Medical Services Resuscitation Success Statistics, as provided by the Fire Department of the Ministry of the Interior, Taiwan. https://www.nfa.gov.tw/cht/index.php?act=download&ids=14489. 2021.

    RESULT
  • Chu SE, Huang CY, Cheng CY, Chan CH, Chen HA, Chang CH, Tsai KC, Chiu KM, Ma MH, Chiang WC, Sun JT. Cardiopulmonary Resuscitation Without Aortic Valve Compression Increases the Chances of Return of Spontaneous Circulation in Out-of-Hospital Cardiac Arrest: A Prospective Observational Cohort Study. Crit Care Med. 2024 Sep 1;52(9):1367-1379. doi: 10.1097/CCM.0000000000006336. Epub 2024 May 23.

  • Hochreiter S, Schmidhuber J. Long short-term memory. Neural Comput. 1997 Nov 15;9(8):1735-80. doi: 10.1162/neco.1997.9.8.1735.

  • Xu L, Wang X, Wang R, Liu S, Xu M. Engineered Macrophages: A Safe-by-Design Approach for the Tumor Targeting Delivery of Sub-5 nm Gold Nanoparticles. Small. 2023 Jan;19(1):e2205474. doi: 10.1002/smll.202205474. Epub 2022 Nov 13.

  • Sert A. Is there a new method for determining aortic root dilatation in children? Pediatr Nephrol. 2020 Dec;35(12):2383. doi: 10.1007/s00467-020-04765-3. Epub 2020 Sep 23. No abstract available.

  • Garcia-Sanz MT, Canive-Gomez JC, Garcia-Couceiro N, Senin-Rial L, Alonso-Acuna S, Barreiro-Garcia A, Lopez-Val E, Valdes L, Gonzalez-Barcala FJ. Factors associated with the incidence of serious adverse events in patients admitted with COPD acute exacerbation. Ir J Med Sci. 2017 May;186(2):477-483. doi: 10.1007/s11845-016-1431-9. Epub 2016 Mar 18.

  • Chen XC, Zhang H, Liu SH, Zhou Y, Jiang L. Engineering Polymeric Nanofluidic Membranes for Efficient Ionic Transport: Biomimetic Design, Material Construction, and Advanced Functionalities. ACS Nano. 2022 Nov 22;16(11):17613-17640. doi: 10.1021/acsnano.2c07641. Epub 2022 Nov 2.

  • Sanz C, Casado M, Navarro-Martin L, Tadic D, Parera J, Tugues J, Bayona JM, Pina B. Antibiotic and antibiotic-resistant gene loads in swine slurries and their digestates: Implications for their use as fertilizers in agriculture. Environ Res. 2021 Mar;194:110513. doi: 10.1016/j.envres.2020.110513. Epub 2020 Nov 24.

  • Kelly AM. The minimum clinically significant difference in visual analogue scale pain score does not differ with severity of pain. Emerg Med J. 2001 May;18(3):205-7. doi: 10.1136/emj.18.3.205.

  • Xia L, Ou J, Li K, Guo H, Hu Z, Bai T, Zhao J, Xia K, Zhang F. Genome-wide association analysis of autism identified multiple loci that have been reported as strong signals for neuropsychiatric disorders. Autism Res. 2020 Mar;13(3):382-396. doi: 10.1002/aur.2229. Epub 2019 Oct 24.

  • Doster DL, Collings AT, Stefanidis D, Ritter EM. The American Board of Surgery flexible endoscopy curriculum prepares individuals to pass the fundamentals of endoscopic surgery manual skills test. Surg Endosc. 2023 May;37(5):4010-4017. doi: 10.1007/s00464-022-09559-2. Epub 2022 Sep 12.

  • Thabane L, Thomas T, Ye C, Paul J. Posing the research question: not so simple. Can J Anaesth. 2009 Jan;56(1):71-9. doi: 10.1007/s12630-008-9007-4. Epub 2008 Dec 24.

  • Lau DH, Clausen C, Sosunov EA, Shlapakova IN, Anyukhovsky EP, Danilo P Jr, Rosen TS, Kelly C, Duffy HS, Szabolcs MJ, Chen M, Robinson RB, Lu J, Kumari S, Cohen IS, Rosen MR. Epicardial border zone overexpression of skeletal muscle sodium channel SkM1 normalizes activation, preserves conduction, and suppresses ventricular arrhythmia: an in silico, in vivo, in vitro study. Circulation. 2009 Jan 6;119(1):19-27. doi: 10.1161/CIRCULATIONAHA.108.809301. Epub 2008 Dec 22.

  • Jin B, Lin H, Yuan J, Dong G, Huang K, Wu W, Chen X, Zhang L, Wang J, Liang X, Dai Y, Xu X, Zhou X, Zhu M, Li G, Cutfield WS, Hofman PL, Derraik JGB, Fu J. Abdominal Adiposity and Total Body Fat as Predictors of Cardiometabolic Health in Children and Adolescents With Obesity. Front Endocrinol (Lausanne). 2020 Sep 4;11:579. doi: 10.3389/fendo.2020.00579. eCollection 2020.

  • LINDGREN L. [Management of different types of labor]. Nord Med. 1957 Jun 27;57(26):918-21. No abstract available. Swedish.

  • VALZELLI L. A SIMPLE METHOD TO INJECT DRUGS INTRACEREBRALLY. Med Exp Int J Exp Med. 1964;11:23-6. doi: 10.1159/000135452. No abstract available.

  • Burrage JW, Asad AH, Fox RA, Price RI, Campbell AM, Siddiqui S. A simple method to measure proton beam energy in a standard medical cyclotron. Australas Phys Eng Sci Med. 2009 Jun;32(2):92-7. doi: 10.1007/BF03178634.

  • Ascenti G, Sofia C, Silipigni S, Vinci S, Pergolizzi S, Marin D, Mileto A, Mazziotti S. Dual-Energy Multidetector Computed Tomography With Iodine Quantification in the Evaluation of Portal Vein Thrombosis: Is It Possible to Discard the Unenhanced Phase? Can Assoc Radiol J. 2015 Nov;66(4):348-55. doi: 10.1016/j.carj.2015.04.001. Epub 2015 Aug 12. No abstract available.

  • BaHammam AS, Esquinas Rodriguez AM. OSA among patients with pneumonia: a higher risk for complications or simply an overlapping disorder? Chest. 2014 Nov;146(5):e176. doi: 10.1378/chest.14-1513. No abstract available.

  • Douplat M, Jacquin L, Frugier S, Tazarourte K, Le Coz P. Difficulty of the ethical decision-making process in withholding and withdrawing life-sustaining treatments in French EDs during COVID pandemic. Scand J Trauma Resusc Emerg Med. 2020 Aug 13;28(1):78. doi: 10.1186/s13049-020-00772-3. No abstract available.

  • Liu W, Zhang A, He H, Zhao X, Tao F, Sun Y. Inflammatory burden in adolescents with prolonged parent-child separation. Brain Behav Immun. 2021 Nov;98:257-262. doi: 10.1016/j.bbi.2021.08.227. Epub 2021 Aug 26.

  • Pinacho-Garcia M, Marichal-Cancino BA, Villalon CM. Further evidence for the role of histamine H3, but not H1, H2 or H4, receptors in immepip-induced inhibition of the rat cardioaccelerator sympathetic outflow. Eur J Pharmacol. 2016 Feb 15;773:85-92. doi: 10.1016/j.ejphar.2016.01.014. Epub 2016 Jan 27.

  • Christiansen FB. Simplified models for viability selection at multiple loci. Theor Popul Biol. 1990 Feb;37(1):39-54. doi: 10.1016/0040-5809(90)90026-r. No abstract available.

  • Trevisan M, Laurenzi M. Correlates of sodium-lithium countertransport. Findings from the Gubbio Epidemiological Study. The Gubbio Collaborative Study Group. Circulation. 1991 Nov;84(5):2011-9. doi: 10.1161/01.cir.84.5.2011.

  • Markl M, Kilner PJ, Ebbers T. Comprehensive 4D velocity mapping of the heart and great vessels by cardiovascular magnetic resonance. J Cardiovasc Magn Reson. 2011 Jan 14;13(1):7. doi: 10.1186/1532-429X-13-7.

  • Yuan S, Yu Z, Pan S, Huang J, Meng F. Deciphering the succession dynamics of dominant and rare genera in biofilm development process. Sci Total Environ. 2020 Oct 15;739:139961. doi: 10.1016/j.scitotenv.2020.139961. Epub 2020 Jun 5.

  • Kim BT, Park J, Hong JY. The Efficiency and Reliability of Minimally Invasive Anterior Corpectomy and Percutaneous Posterior Stabilization for the Treatment of Unstable Thoracolumbar Burst Fractures. World Neurosurg. 2022 Nov;167:e310-e316. doi: 10.1016/j.wneu.2022.08.010. Epub 2022 Aug 10.

  • Popovic-Beganovic A, Zvornicanin J, Vrbljanac V, Zvornicanin E. The Prevalence of Refractive Errors and Visual Impairment among School Children in Brcko District, Bosnia and Herzegovina. Semin Ophthalmol. 2018;33(7-8):858-868. doi: 10.1080/08820538.2018.1539182. Epub 2018 Oct 26.

  • Dayananda KK, Ahmed S, Wang D, Polis B, Islam R, Kaffman A. Early life stress impairs synaptic pruning in the developing hippocampus. Brain Behav Immun. 2023 Jan;107:16-31. doi: 10.1016/j.bbi.2022.09.014. Epub 2022 Sep 26.

  • Wang X, Wang M, Sheng H, Zhu L, Zhu J, Zhang H, Liu Y, Zhan L, Wang X, Zhang J, Wu X, Suo Z, Xi W, Wang H. Subdural neural interfaces for long-term electrical recording, optical microscopy and magnetic resonance imaging. Biomaterials. 2022 Feb;281:121352. doi: 10.1016/j.biomaterials.2021.121352. Epub 2021 Dec 30.

  • Leveque R, Corbet C, Aubert L, Guilbert M, Lagadec C, Adriaenssens E, Duval J, Finetti P, Birnbaum D, Magne N, Chopin V, Bertucci F, Le Bourhis X, Toillon RA. ProNGF increases breast tumor aggressiveness through functional association of TrkA with EphA2. Cancer Lett. 2019 May 1;449:196-206. doi: 10.1016/j.canlet.2019.02.019. Epub 2019 Feb 13.

  • Wijeratne C, Johnco C, Draper B, Earl JK. Older Physicians' Reporting of Psychological Distress, Alcohol Use, Burnout and Workplace Stressors. Am J Geriatr Psychiatry. 2021 May;29(5):478-487. doi: 10.1016/j.jagp.2020.09.010. Epub 2020 Sep 12.

  • Mackey S. Phenomenological nursing research: methodological insights derived from Heidegger's interpretive phenomenology. Int J Nurs Stud. 2005 Feb;42(2):179-86. doi: 10.1016/j.ijnurstu.2004.06.011.

  • Butorac C, Muik M, Derler I, Stadlbauer M, Lunz V, Krizova A, Lindinger S, Schober R, Frischauf I, Bhardwaj R, Hediger MA, Groschner K, Romanin C. A novel STIM1-Orai1 gating interface essential for CRAC channel activation. Cell Calcium. 2019 May;79:57-67. doi: 10.1016/j.ceca.2019.02.009. Epub 2019 Feb 23.

  • Fountaine T, Bennett CC. Health care homes: lessons from the Diabetes Care Project. Med J Aust. 2016 Nov 7;205(9):389-391. doi: 10.5694/mja16.00681. No abstract available.

  • Dretler AW, Rouphael NG, Stephens DS. Progress toward the global control of Neisseria meningitidis: 21st century vaccines, current guidelines, and challenges for future vaccine development. Hum Vaccin Immunother. 2018 May 4;14(5):1146-1160. doi: 10.1080/21645515.2018.1451810. Epub 2018 May 9.

  • Jin W, Di G, Li J, Chen Y, Li W, Wu J, Cheng T, Yao M, Shao Z. TIEG1 induces apoptosis through mitochondrial apoptotic pathway and promotes apoptosis induced by homoharringtonine and velcade. FEBS Lett. 2007 Aug 7;581(20):3826-32. doi: 10.1016/j.febslet.2007.07.008. Epub 2007 Jul 16.

  • Tien N, Chen HC, Gau SL, Lin TH, Lin HS, You BJ, Tsai PC, Chen IR, Tsai MF, Wang IK, Chen CJ, Chang CT. Diagnosis of bacterial pathogens in the dialysate of peritoneal dialysis patients with peritonitis using surface-enhanced Raman spectroscopy. Clin Chim Acta. 2016 Oct 1;461:69-75. doi: 10.1016/j.cca.2016.07.026. Epub 2016 Jul 30.

  • Panchal AR, Bartos JA, Cabanas JG, Donnino MW, Drennan IR, Hirsch KG, Kudenchuk PJ, Kurz MC, Lavonas EJ, Morley PT, O'Neil BJ, Peberdy MA, Rittenberger JC, Rodriguez AJ, Sawyer KN, Berg KM; Adult Basic and Advanced Life Support Writing Group. Part 3: Adult Basic and Advanced Life Support: 2020 American Heart Association Guidelines for Cardiopulmonary Resuscitation and Emergency Cardiovascular Care. Circulation. 2020 Oct 20;142(16_suppl_2):S366-S468. doi: 10.1161/CIR.0000000000000916. Epub 2020 Oct 21. No abstract available.

  • Soar J, Bottiger BW, Carli P, Couper K, Deakin CD, Djarv T, Lott C, Olasveengen T, Paal P, Pellis T, Perkins GD, Sandroni C, Nolan JP. European Resuscitation Council Guidelines 2021: Adult advanced life support. Resuscitation. 2021 Apr;161:115-151. doi: 10.1016/j.resuscitation.2021.02.010. Epub 2021 Mar 24.

MeSH Terms

Conditions

Out-of-Hospital Cardiac Arrest

Interventions

Echocardiography, Transesophageal

Condition Hierarchy (Ancestors)

Heart ArrestHeart DiseasesCardiovascular Diseases

Intervention Hierarchy (Ancestors)

EchocardiographyCardiac Imaging TechniquesDiagnostic ImagingDiagnostic Techniques and ProceduresDiagnosisUltrasonographyHeart Function TestsDiagnostic Techniques, Cardiovascular

Central Study Contacts

Sheng-En Chu, physician

CONTACT

Study Design

Study Type
observational
Observational Model
COHORT
Time Perspective
PROSPECTIVE
Sponsor Type
OTHER
Responsible Party
PRINCIPAL INVESTIGATOR
PI Title
physician

Study Record Dates

First Submitted

February 19, 2026

First Posted

February 24, 2026

Study Start

January 6, 2025

Primary Completion (Estimated)

December 31, 2027

Study Completion (Estimated)

December 31, 2027

Last Updated

February 24, 2026

Record last verified: 2026-02

Data Sharing

IPD Sharing
Will not share

Locations