← David Ouyang

Publications

Comprehensive list of peer-reviewed papers, preprints, reviews, and editorials, listed in reverse chronological order. A selection of high-impact work is featured on the home page. The complete and continuously updated record is on Google Scholar.

• Yuan V, Ieki H, Sandhu A, Nguyen LH, Cheng PP, Chang ST, Ambrosy AP, Kwan AC, Go AS, Cheng S, Ouyang D. "Deep Learning-Enabled Screening of Chronic Kidney Disease from Echocardiography." Cell Reports Medicine. 2026.
• Yuan V, Kalagara S, Ieki H, Bhatt AS, Ambrosy AP, Elezaby A, Stern LK, Cheng PP, Ouyang D. "Artificial Intelligence Detects Cardiac Amyloidosis Before Clinical Diagnosis." medRxiv (Preprint). 2026.
• Orr ORP, Navarro VM, Wasserman EA, Ouyang D. "Categorization of echocardiograms by humans and pigeons." Front Psychol. 2026.
• Nolin-Lapalme A, Sowa A, Delfrate J, Tastet O, Corbin D, Kulbay M, Ozdemir D, Noël MJ, Marois-Blanchet FC, Harvey F, Sharma S, Ansari M, Chiu IM, D'souza V, Friedman SF, Chassé M, Potter BJ, Afilalo J, Elias PA, Jabbour G, Bahani M, Dubé MP, Boyle PM, Chatterjee NA, Barrios J, Tison GH, Ouyang D, Maddah M, Khurshid S, Cadrin-Tourigny J, Tadros R, Hussin J, Avram R. "Foundation models for electrocardiogram interpretation: clinical implications." Eur Heart J. 2026.
• Ansari RA, Bandyopadhyay S, Trivedi RK, Brennan KA, Liu X, Ganesan P, Hughes JW, Perino AC, Ashley EA, Wang PJ, Coleman T, Perez MV, Ouyang D, Narayan SM, Rogers AJ. "Deep Learning-Based Continuous QT Monitoring to Identify High-Risk Prolongation Events After Class III Antiarrhythmic Initiation." Circulation. 2026.
• Vukadinovic M, Chiu IM, Tang X, Yuan N, Chen TY, Cheng P, Li D, Cheng S, He B, Ouyang D. "Comprehensive echocardiogram evaluation with view primed vision language AI." Nature. 2026.
• Ye L, Girouard MP, Go AS, Liu JY, Parikh RV, Tan TC, Lee ES, Sun G, Halaseh R, Bhatt AS, Pravoverov L, Zheng S, Svetlichnaya J, Fitzpatrick JK, Avula HR, Lee KK, Adatya S, Ouyang D, Goyal P, Sandhu AT, Ambrosy AP. "Worsening heart failure events in adults with mild-to-moderate chronic kidney disease." Am Heart J. 2026.
• Kagiyama N, Tokodi M, Hathaway QA, Arnaout R, Davies R, Dey D, Duchateau N, Fraser AG, Goto S, Jamthikar AD, Lam CSP, Oikonomou EK, Ouyang D, Pandey A, Poterucha TJ, Raisi-Estabragh Z, Strom JB, Zhang Q, Yanamala N, Sengupta PP. "PRIME 2.0: Proposed Requirements for Cardiovascular Imaging-Related Multimodal-AI Evaluation: An Updated Checklist." JACC Cardiovasc Imaging. 2026.

• Leuchter RK, Turner WB, Ouyang D. "Evaluating Translational AI: A Two-Way Moving Target Problem." NEJM AI. 2025.
• Chiu IM, Sahashi Y, Torbati SS, Chugh SS, Ouyang D. "Factors associated with physician modifications to automated ECG interpretations." Eur Heart J Digit Health. 2025.
• Bandyopadhyay S, Chiu IM, Ansari R, Liu S, Hughes JW, Perino AC, Bhatia NK, Ouyang D, Ashley EA, Perez MV, Zou J, Narayan SM, Rogers AJ. "Long-term, ambulatory 12-lead ECG from a single non-standard lead using perceptual reconstruction." medRxiv [Preprint]. 2025.
• Yuan V, Lee K, Ambrosy AP, Ouyang D, Ieki H. "Current State of Artificial Intelligence in Assessing Cardiac Function." Curr Cardiol Rep. 2025.
• Ieki H, Sahashi Y, Vukadinovic M, Rawlani M, Binder C, Yuan N, Ambrosy AP, Go AS, Chen W, Lee MS, He B, Cheng P, Ouyang D. "Comprehensive aortic stenosis characterization using multi-view deep learning." medRxiv [Preprint]. 2025.
• Rawlani M, Ieki H, Binder C, Yuan V, Chiu IM, Bhatt A, Ebinger JE, Sahashi Y, Ambrosy AP, Usuku H, Tsujita K, Cheng P, Kwan AC, Cheng S, Ouyang D. "Artificial intelligence prediction of age from echocardiography as a marker for cardiovascular disease." NPJ Digit Med. 2025.
• Min KH, Go AS, Parikh RV, Ambrosy AP, Tan TC, Adatya S, Lee K, Sandhu AT, Svetlichnaya J, Vaduganathan M, Solomon SD, Ouyang D, Ku IA, Bhatt AS. "Clinical Characteristics, Early GDMT Initiation, and Likelihood of Heart Failure With Improved Ejection Fraction." J Card Fail. 2025.
• Angus DC, Khera R, Lieu T, Liu V, Ahmad FS, Anderson B, Bhavani SV, Bindman A, Brennan T, Celi LA, Chen F, Cohen IG, Denniston A, Desai S, Embí P, Faisal A, Ferryman K, Gerhart J, Gross M, Hernandez-Boussard T, Howell M, Johnson K, Lee K, Liu X, Lomis K, London AJ, Longhurst CA, Mandl KD, McGlynn E, Mello MM, Munoz F, Ohno-Machado L, Ouyang D, Perlis R, Phillips A, Rhew D, Ross JS, Saria S, Schwamm L, Seymour CW, Shah NH, Shah R, Singh K, Solomon M, Spates K, Spector-Bagdady K, Wang T, Gichoya JW, Weinstein J, Wiens J, Bibbins-Domingo K; JAMA Summit on AI. "AI, Health, and Health Care Today and Tomorrow: The JAMA Summit Report on Artificial Intelligence." JAMA. 2025.
• Sahashi Y, Vukadinovic M, Amrollahi F, Trivedi H, Rhee J, Chen J, Cheng S, Ouyang D, Kwan AC. "Opportunistic Screening of Chronic Liver Disease with Deep-Learning-Enhanced Echocardiography." NEJM AI. 2025.
• Duffy G, Oikonomou EK, Easton N, Usuku H, Patel J, Katsumata Y, Yamasawa D, Stern L, Goto S, Tsujita K, Cheng P, Khera R, Ahmad FS, Ouyang D. "International Validation of Echocardiographic Artificial Intelligence Amyloid Detection Algorithm." JACC Adv. 2025.
• Girouard MP, Go AS, Liu JY, Parikh RV, Tan TC, Lee ES, Sun G, Halaseh R, Bhatt AS, Pravoverov L, Zheng S, Svetlichnaya J, Fitzpatrick JK, Avula HR, Lee KK, Adatya S, Ouyang D, Goyal P, Sandhu AT, Ambrosy AP. "Incident Heart Failure in Adults With Mild to Moderate Chronic Kidney Disease." JACC Heart Fail. 2025.
• Hourmozdi J, Easton N, Benigeri S, Thomas JD, Narang A, Ouyang D, Duffy G, Upton R, Hawkes W, Akerman A, Okwuosa I, Kline A, Kho AN, Luo Y, Shah SJ, Ahmad FS. "Evaluating the Performance and Potential Bias of Predictive Models for Detection of Transthyretin Cardiac Amyloidosis." JACC Adv. 2025.
• Poterucha TJ, Jing L, Ricart RP, Adjei-Mosi M, Finer J, Hartzel D, Kelsey C, Long A, Rocha D, Ruhl JA, vanMaanen D, Probst MA, Daniels B, Joshi SD, Tastet O, Corbin D, Avram R, Barrios JP, Tison GH, Chiu IM, Ouyang D, Volodarskiy A, Castillo M, Roedan Oliver FA, Malta PP, Ye S, Rosner GF, Dizon JM, Ali SR, Liu Q, Bradley CK, Vaishnava P, Waksmonski CA, DeFilippis EM, Agarwal V, Lebehn M, Kampaktsis PN, Shames S, Beecy AN, Kumaraiah D, Homma S, Schwartz A, Hahn RT, Leon M, Einstein AJ, Maurer MS, Hartman HS, Hughes JW, Haggerty CM, Elias P. "Detecting structural heart disease from electrocardiograms using AI." Nature. 2025.
• Nolin-Lapalme A, Sowa A, Delfrate J, Tastet O, Corbin D, Kulbay M, Ozdemir D, Noël MJ, Sharma S, Ansari M, Chiu IM, Dsouza V, Friedman SF, Afilalo J, Raghunath S, Elias PA, Jabbour G, Bahani M, Dubé MP, Boyle PM, Chatterjee NA, Barrios J, Tison GH, Ouyang D, Maddah M, Khurshid S, Cadrin-Tourigny J, Tadros R, Hussin J, Avram R. "DeepECG-SSL: A foundational artificial intelligence multi-task ECG model leveraging self-supervised learning for enhanced cardiovascular disease prediction." J Electrocardiol. 2025.
• Rhee J, Gupta R, Scarlett S, Lu E, Nammalwar S, Duffy G, Vukadinovic M, Baril D, Azizzadeh A, Ouyang D, Chou EL. "Aortic Strain and Diameter After Endovascular and Open Thoracic Aortic Repair." J Vasc Surg. 2025.
• Vrudhula A, Vukadinovic M, Haeffele C, Kwan AC, Berman D, Liang D, Siegel R, Cheng S, Ouyang D. "Automated Deep Learning Phenotyping of Tricuspid Regurgitation in Echocardiography." JAMA Cardiol. 2025.
• Sahashi Y, Vukadinovic M, Duffy G, Li D, Cheng S, Berman DS, Ouyang D, Kwan AC. "Using Deep Learning to Predict Cardiovascular Magnetic Resonance Findings From Echocardiographic Videos." J Am Soc Echocardiogr. 2025.
• Yuan N, Hong GJ, Vrudhula A, Kwan AC, Duffy G, Botting P, Dhruva SS, Siegel RJ, Ouyang D. "Understanding Transient Left Ventricular Ejection Fraction Reduction During Atrial Fibrillation With Artificial Intelligence." J Am Heart Assoc. 2025.
• Cao L, Hong GJ, Abiragi M, Le J, Tacon PR, Chiu IM, Patel J, Stern LK, Daluwatte C, Ouyang D, Ricchiuto P. "Ratio of interventricular septal thickness to global longitudinal strain accurately identifies cardiac amyloidosis." Open Heart. 2025.
• Hughes JW, Theurer J, Vukadinovic M, Rogers AJ, Somani S, Kang G, Ghazizadeh Z, O'Sullivan JW, Jain SS, Gomes B, Salerno M, Ashley E, Zou JY, Perez MV, Ouyang D. "A deep learning phenome wide association study of the electrocardiogram." Eur Heart J Digit Health. 2025.
• Trivedi RK, Chiu IM, Hughes JW, Rogers AJ, Ouyang D. "Deep learning on electrocardiogram waveforms to stratify risk of obstructive stable coronary artery disease." Eur Heart J Digit Health. 2025.
• Yuan V, Sahashi Y, Ieki H, Vukadinovic M, Binder C, Pieszko K, Ambrosy AP, Cheng PP, Cheng S, Ouyang D. "Automated Deep Learning Pipeline for Characterizing Left Ventricular Diastolic Function." medRxiv [Preprint]. 2025.
• Choi D, Vukadinovic M, He B, Binder C, Sahashi Y, Ouyang D. "EchoNet-Quality: Denoising Echocardiograms via Deep Generative Modeling of Ultrasound Noise." arXiv [Preprint]. 2025.
• Thapa R, Li A, Wu Q, He B, Sahashi Y, Binder C, Zhang A, Athiwaratkun B, Song SL, Ouyang D, Zou J. "How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? arXiv [Preprint]." 2025.
• Grogan M, Lopez-Jimenez F, Guthrie S, Kumar N, Langevin R, Lousada I, Witteles R, Royyuru A, Rosenzweig M, Cairns-Smith S, Ouyang D. "Value of Artificial Intelligence for Enhancing Suspicion of Cardiac Amyloidosis Using Electrocardiography and Echocardiography: A Narrative Review." J Am Heart Assoc. 2025.
• Sahashi Y, Ieki H, Yuan V, Christensen M, Vukadinovic M, Binder-Rodriguez C, Rhee J, Zou JY, He B, Cheng P, Ouyang D. "Artificial Intelligence Automation of Echocardiographic Measurements." J Am Coll Cardiol. 2025.
• Binder C, Sahashi Y, Ieki H, Vukadinovic M, Yuan V, Rawlani M, Cheng P, Ouyang D, Siegel RJ. "Automated Aortic Regurgitation Detection and Quantification: A Deep Learning Approach Using Multi-View Echocardiography." medRxiv [Preprint]. 2025.
• Chiu IM, Ouyang D. "Acute myocardial infarction diagnosis: impact of artificial intelligence-powered ECG interpretation." Eur Heart J. 2025.
• Marcinkiewicz AM, Zhang W, Shanbhag A, Miller RJH, Lemley M, Ramirez G, Buchwald M, Killekar A, Kavanagh PB, Feher A, Miller EJ, Einstein AJ, Ruddy TD, Liang JX, Builoff V, Ouyang D, Berman DS, Dey D, Slomka PJ. "Holistic AI analysis of hybrid cardiac perfusion images for mortality prediction." NPJ Digit Med. 2025.
• Yuan V, Ieki H, Binder C, Sahashi Y, Cheng PC, Ouyang D. "Detection of Left Ventricular Outflow Obstruction from Standard B-Mode Echocardiogram Videos using Deep Learning." medRxiv [Preprint]. 2025.
• Adhikari A, Wesley GV 3rd, Nguyen MB, Doan TT, Rao MY, Parthiban A, Patterson L, Adhikari K, Ouyang D, Heinle JS, Wadhwa L. "Predicting Cardiac Magnetic Resonance-Derived Ejection Fraction from Echocardiogram Via Deep Learning Approach in Tetralogy of Fallot." Pediatr Cardiol. 2025.
• Sahashi Y, Ouyang D, Okura H, Kagiyama N. "AI-echocardiography: Current status and future direction." J Cardiol. 2025.
• Kwan AC, Wang M, Ji H, Claggett B, Ouyang D, Trivedi H, Sharma S, Shyy J, Velazquez A, Ebinger JE, Cheng S. "Sex-Divergent Blood Pressure Associations With Multiorgan System Metabolic Stress." Arterioscler Thromb Vasc Biol. 2025.
• Spetko N, Oribabor J, Anyanwu E, Tyler TBI, Rodriguez DF, Ouyang D, Strom JB. "The ImageGuideEcho Registry: Using Data Science to Understand and Improve Echocardiography." Curr Cardiol Rep. 2025.
• Kwan AC, Ouyang D. "Keeping Up With the Times: The Use of a Vision Transformer for Identifying Cardiac Amyloidosis." JACC Cardiovasc Imaging. 2025. Editorial
• Ouyang D, Drazen JM. "Scoping Out Clinical Trial Emulation." NEJM AI. 2025. Editorial

• Chang RS, Chiu IM, Tacon P, Abiragi M, Cao L, Hong G, Le J, Zou J, Daluwatte C, Ricchiuto P, Ouyang D. "Detection of cardiac amyloidosis using machine learning on routine echocardiographic measurements." Open Heart. 2024.
• Chiu IM, Huang TY, Ouyang D, Lin WC, Pan YJ, Lu CY, Kuo KH. "PACT-3D, a deep learning algorithm for pneumoperitoneum detection in abdominal CT scans." Nat Commun. 2024.
• Chiu IM, Vukadinovic M, Sahashi Y, Cheng PP, Cheng CY, Cheng S, Ouyang D. "Automated Evaluation for Pericardial Effusion and Cardiac Tamponade with Echocardiographic Artificial Intelligence." medRxiv [Preprint]. 2024.
• Chiu IM, Chen TY, Zheng YC, Lin XH, Cheng FJ, Ouyang D, Cheng CY. "Prospective clinical evaluation of deep learning for ultrasonographic screening of abdominal aortic aneurysms." NPJ Digit Med. 2024.
• Vrudhula A, Duffy G, Vukadinovic M, Liang D, Cheng S, Ouyang D. "High-Throughput Deep Learning Detection of Mitral Regurgitation." Circulation. 2024.
• Chiu IM, Wu PJ, Zhang H, Hughes JW, Rogers AJ, Jalilian L, Perez M, Lin CR, Lee CT, Zou J, Ouyang D. "Serum Potassium Monitoring Using AI-Enabled Smartwatch Electrocardiograms." JACC Clin Electrophysiol. 2024.
• Kwan AC, Chang EW, Jain I, Theurer J, Tang X, Francisco N, Haddad F, Liang D, Fábián A, Ferencz A, Yuan N, Merkely B, Siegel R, Cheng S, Kovács A, Tokodi M, Ouyang D. "Deep Learning-Derived Myocardial Strain." JACC Cardiovasc Imaging. 2024.
• Kwan AC, Wang M, Ji H, Claggett B, Ouyang D, Trivedi H, Sharma S, Shyy J, Velazquez A, Ebinger JE, Cheng S. "Multi-Organ System Metabolic Stress and Sex-Divergent Vascular Associations." medRxiv [Preprint]. 2024.
• Hughes JW, Somani S, Elias P, Tooley J, Rogers AJ, Poterucha T, Haggerty CM, Salerno M, Ouyang D, Ashley E, Zou J, Perez MV. "Simple models vs." deep learning in detecting low ejection fraction from the electrocardiogram. Eur Heart J Digit Health. 2024.
• Christensen M, Vukadinovic M, Yuan N, Ouyang D. "Vision-language foundation model for echocardiogram interpretation." Nat Med. 2024.
• Yuan N, Stein NR, Duffy G, Sandhu RK, Chugh SS, Chen PS, Rosenberg C, Albert CM, Cheng S, Siegel RJ, Ouyang D. "Deep learning evaluation of echocardiograms to identify occult atrial fibrillation." NPJ Digit Med. 2024.
• Jain SS, Elias P, Poterucha T, Randazzo M, Lopez Jimenez F, Khera R, Perez M, Ouyang D, Pirruccello J, Salerno M, Einstein AJ, Avram R, Tison GH, Nadkarni G, Natarajan V, Pierson E, Beecy A, Kumaraiah D, Haggerty C, Avari Silva JN, Maddox TM. "Artificial Intelligence in Cardiovascular Care-Part 2: Applications: JACC Review Topic of the Week." J Am Coll Cardiol. 2024.
• Elias P, Jain S, Poterucha T, Randazzo M, Lopez Jimenez F, Khera R, Perez M, Ouyang D, Pirruccello J, Salerno M, Einstein A, Avram R, Tison G, Nadkarni G, Natarajan V, Pierson E, Beecy A, Kumaraiah D, Haggerty C, Avari Silva JN, Maddox TM. "Artificial Intelligence for Cardiovascular Care - Part 1: Advances: JACC Review Topic of the Week." J Am Coll Cardiol. 2024.
• Oikonomou EK, Holste G, Yuan N, Coppi A, McNamara RL, Haynes NA, Vora AN, Velazquez EJ, Li F, Menon V, Kapadia SR, Gill TM, Nadkarni GN, Krumholz HM, Wang Z, Ouyang D, Khera R. "A Multimodal Video-Based AI Biomarker for Aortic Stenosis Development and Progression." JAMA Cardiol. 2024.
• Bhave S, Rodriguez V, Poterucha T, Mutasa S, Aberle D, Capaccione KM, Chen Y, Dsouza B, Dumeer S, Goldstein J, Hodes A, Leb J, Lungren M, Miller M, Monoky D, Navot B, Wattamwar K, Wattamwar A, Clerkin K, Ouyang D, Ashley E, Topkara VK, Maurer M, Einstein AJ, Uriel N, Homma S, Schwartz A, Jaramillo D, Perotte AJ, Elias P. "Deep learning to detect left ventricular structural abnormalities in chest X-rays." Eur Heart J. 2024.
• Holmstrom L, Chugh H, Nakamura K, Bhanji Z, Seifer M, Uy-Evanado A, Reinier K, Ouyang D, Chugh SS. "An ECG-based artificial intelligence model for assessment of sudden cardiac death risk." Commun Med (Lond). 2024.
• Ji H, Gulati M, Huang TY, Kwan AC, Ouyang D, Ebinger JE, Casaletto K, Moreau KL, Skali H, Cheng S. "Sex Differences in Association of Physical Activity With All-Cause and Cardiovascular Mortality." J Am Coll Cardiol. 2024.
• Vrudhula A, Kwan AC, Ouyang D, Cheng S. "Machine Learning and Bias in Medical Imaging: Opportunities and Challenges." Circ Cardiovasc Imaging. 2024.
• He B, Dash D, Duanmu Y, Tan TX, Ouyang D, Zou J. "AI-ENABLED ASSESSMENT OF CARDIAC FUNCTION AND VIDEO QUALITY IN EMERGENCY DEPARTMENT POINT-OF-CARE ECHOCARDIOGRAMS." J Emerg Med. 2024.
• Ebinger JE, Driver MP, Huang TY, Magraner J, Botting PG, Wang M, Chen PS, Bello NA, Ouyang D, Theurer J, Cheng S, Tan ZS. "Blood pressure variability supersedes heart rate variability as a real-world measure of dementia risk." Sci Rep. 2024.
• Steffner KR, Christensen M, Gill G, Bowdish M, Rhee J, Kumaresan A, He B, Zou J, Ouyang D. "Deep learning for transesophageal echocardiography view classification." Sci Rep. 2024.
• Vukadinovic M, Renjith G, Yuan V, Kwan A, Cheng SC, Li D, Clarke SL, Ouyang D. "Impact of Measurement Noise on Genetic Association Studies of Cardiac Function." Pac Symp Biocomput. 2024.
• Duffy G, Christensen K, Ouyang D. "Leveraging 3D Echocardiograms to Evaluate AI Model Performance in Predicting Cardiac Function on Out-of-Distribution Data." Pac Symp Biocomput. 2024.
• Ouyang D, Theurer J, Stein NR, Hughes JW, Elias P, He B, Yuan N, Duffy G, Sandhu RK, Ebinger J, Botting P, Jujjavarapu M, Claggett B, Tooley JE, Poterucha T, Chen JH, Nurok M, Perez M, Perotte A, Zou JY, Cook NR, Chugh SS, Cheng S, Albert CM. "Electrocardiographic deep learning for predicting post-procedural mortality: a model development and validation study." Lancet Digit Health. 2024.
• Sarraju A, Ouyang D. "Navigating the Gray Zone: AI Decision Support to Identify Aortic Stenosis Severity." JACC Adv. 2024. Editorial
• Pillai B, Salerno M, Schnittger I, Cheng S, Ouyang D. "Precision of Echocardiographic Measurements." J Am Soc Echocardiogr. 2024. Editorial
• Ouyang D, Carter RE, Pellikka PA. "Machine Learning in Imaging: What is JASE Looking For? J Am Soc Echocardiogr." 2024. Editorial

• Vukadinovic M, Kwan AC, Li D, Ouyang D. "GANcMRI: Cardiac magnetic resonance video generation and physiologic guidance using latent space prompting." Proc Mach Learn Res. 2023.
• Chaudhari AS, Bluethgen C, Ouyang D. "Reconsidering Conclusions of Bias Assessment in Medical Imaging Foundation Models." Radiol Artif Intell. 2023.
• Yuan N, Duffy G, Dhruva SS, Oesterle A, Pellegrini CN, Theurer J, Vali M, Heidenreich PA, Keyhani S, Ouyang D. "Deep Learning of Electrocardiograms in Sinus Rhythm From US Veterans to Predict Atrial Fibrillation." JAMA Cardiol. 2023.
• Wehbe RM, Katsaggelos AK, Hammond KJ, Hong H, Ahmad FS, Ouyang D, Shah SJ, McCarthy PM, Thomas JD. "Deep Learning for Cardiovascular Imaging: A Review." JAMA Cardiol. 2023.
• Hughes JW, Tooley J, Torres Soto J, Ostropolets A, Poterucha T, Christensen MK, Yuan N, Ehlert B, Kaur D, Kang G, Rogers A, Narayan S, Elias P, Ouyang D, Ashley E, Zou J, Perez MV. "A deep learning-based electrocardiogram risk score for long term cardiovascular death and disease." NPJ Digit Med. 2023.
• Holste G, Oikonomou EK, Mortazavi BJ, Coppi A, Faridi KF, Miller EJ, Forrest JK, McNamara RL, Ohno-Machado L, Yuan N, Gupta A, Ouyang D, Krumholz HM, Wang Z, Khera R. "Severe aortic stenosis detection by deep learning applied to echocardiography." Eur Heart J. 2023.
• Sangha V, Nargesi AA, Dhingra LS, Khunte A, Mortazavi BJ, Ribeiro AH, Banina E, Adeola O, Garg N, Brandt CA, Miller EJ, Ribeiro ALP, Velazquez EJ, Giatti L, Barreto SM, Foppa M, Yuan N, Ouyang D, Krumholz HM, Khera R. "Detection of Left Ventricular Systolic Dysfunction From Electrocardiographic Images." Circulation. 2023.
• Holmström L, Zhang FZ, Ouyang D, Dey D, Slomka PJ, Chugh SS. "Artificial Intelligence in Ventricular Arrhythmias and Sudden Death." Arrhythm Electrophysiol Rev. 2023.
• Nagueh SF, Klein AL, Scherrer-Crosbie M, Fine NM, Kirkpatrick JN, Forsha DE, Nicoara A, Mackensen GB, Tilkemeier PL, Doukky R, Cheema B, Adusumalli S, Hill JC, Tanguturi VK, Ouyang D, Bdoyan SB, Strom JB. "A Vision for the Future of Quality in Echocardiographic Reporting: The American Society of Echocardiography ImageGuideEcho Registry, Current and Future States." J Am Soc Echocardiogr. 2023.
• Holmstrom L, Christensen M, Yuan N, Weston Hughes J, Theurer J, Jujjavarapu M, Fatehi P, Kwan A, Sandhu RK, Ebinger J, Cheng S, Zou J, Chugh SS, Ouyang D. "Deep learning-based electrocardiographic screening for chronic kidney disease." Commun Med (Lond). 2023.
• He B, Kwan AC, Cho JH, Yuan N, Pollick C, Shiota T, Ebinger J, Bello NA, Wei J, Josan K, Duffy G, Jujjavarapu M, Siegel R, Cheng S, Zou JY, Ouyang D. "Blinded, randomized trial of sonographer versus AI cardiac function assessment." Nature. 2023.
• Vukadinovic M, Kwan AC, Yuan V, Salerno M, Lee DC, Albert CM, Cheng S, Li D, Ouyang D, Clarke SL. "Deep learning-enabled analysis of medical images identifies cardiac sphericity as an early marker of cardiomyopathy and related outcomes." Med. 2023.
• Joshi M, Melo DP, Ouyang D, Slomka PJ, Williams MC, Dey D. "Current and Future Applications of Artificial Intelligence in Cardiac CT." CURRENT CARDIOLOGY REPORTS, 2023.
• Reddy CD, Lopez L, Ouyang D, Zou JY, He B. "Video-Based Deep Learning for Automated Assessment of Left Ventricular Ejection Fraction in Pediatric Patients." J Am Soc Echocardiogr. 2023.
• Kwan AC C, Wei J, Ouyang D, Ebinger JE E, Merz CN B, Berman D, Cheng S. "Sex differences in contributors to coronary microvascular dysfunction." FRONTIERS IN CARDIOVASCULAR MEDICINE, 2023.
• Yuan N, Oesterle A, Botting P, Chugh S, Albert C, Ebinger J, Ouyang D. "High-Throughput Assessment of Real-World Medication Effects on QT Interval Prolongation: Observational Study." JMIR cardio, 2023.
• Yuan N, Kwan AC, Duffy G, Theurer J, Chen JH, Nieman K, Botting P, Dey D, Berman DS, Cheng S, Ouyang D. "Prediction of Coronary Artery Calcium Using Deep Learning of Echocardiograms." J Am Soc Echocardiogr. 2023.
• Ouyang D, Hiesinger W, Langlotz C. "Deep Learning Preoperative Risk Stratification." The Annals of thoracic surgery, 2023. Editorial

• Kwan AC, Ebinger JE, Wei J, Le CN, Oft JR, Zabner R, Teodorescu D, Botting PG, Navarrette J, Ouyang D, Driver M, Claggett B, Weber BN, Chen P-S, Cheng S. "Apparent Risks of Postural Orthostatic Tachycardia Syndrome Diagnoses After COVID-19 Vaccination and SARS-Cov-2 Infection." Nature cardiovascular research, 2022.
• Duffy G, Clarke SL, Christensen M, He B, Yuan N, Cheng S, Ouyang D. "Confounders mediate AI prediction of demographics in medical imaging." Npj Digital Medicine. December 22, 2022.
• Kwan A, Demosthenes E, Salto G, Ouyang D, Nguyen T, Nwabuo CC, Luong E, Hoang A, Osypiuk E, Stantchev P, Kim EH, Hiremath P, Li D, Vasan R, Xanthakis V, Cheng S. "Cardiac microstructural alterations measured by echocardiography identify sex-specific risk for heart failure." Heart. 2022.
• Kwan AC, Sun N, Driver M, Botting P, Navarrette J, Ouyang D, Hussain SK, Noureddin M, Li D, Ebinger JE, Berman DS, Cheng S. "Cardiovascular and hepatic disease associations by magnetic resonance imaging: A retrospective cohort study." Front Cardiovasc Med. 2022.
• Chen H, Ouyang D, Baykaner T, Jamal F, Cheng P, Rhee JW. "Artificial intelligence applications in cardio-oncology: Leveraging high dimensional cardiovascular data." Front Cardiovasc Med. 2022.
• Gershengorn HB, Vranas KC, Ouyang D, Cheng S, Rogers AJ, Schweiger L, Cooke CR, Slatore CG. "Influence of the COVID-19 Pandemic on Author Gender and Manuscript Acceptance Rates among Pulmonary and Critical Care Journals." Ann Am Thorac Soc. 2022.
• Ebinger JE, Driver M, Ouyang D, Botting P, Ji H, Rashid MA, Blyler CA, Bello NA, Rader F, Niiranen TJ, Albert CM, Cheng S. "Variability independent of mean blood pressure as a real-world measure of cardiovascular risk." EClinicalMedicine. 2022.
• Popescu DM, Shade JK, Lai C, Aronis KN, Ouyang D, Moorthy MV, Cook NR, Lee DC, Kadish A, Albert CM, Wu KC, Maggioni M, Trayanova NA. "Arrhythmic sudden death survival prediction using deep learning analysis of scarring in the heart." Nat Cardiovasc Res. 2022.
• Kwan AC, Salto G, Nguyen TT, Kim EH, Luong E, Hiremath P, Ouyang D, Ebinger JE, Li D, Berman DS, Kittleson MM, Kobashigawa JA, Patel JK, Cheng S. "Cardiac microstructural alterations in immune-inflammatory myocardial disease: a retrospective case-control study." Cardiovasc Ultrasound. 2022.
• Duffy G, Cheng PP, Yuan N, He B, Kwan AC, Shun-Shin MJ, Alexander KM, Ebinger J, Lungren MP, Rader F, Liang DH, Schnittger I, Ashley EA, Zou JY, Patel J, Witteles R, Cheng S, Ouyang D. "High-Throughput Precision Phenotyping of Left Ventricular Hypertrophy With Cardiovascular Deep Learning." JAMA Cardiol. 2022.
• Ji H, Kwan AC, Chen MT, Ouyang D, Ebinger JE, Bell SP, Niiranen TJ, Bello NA, Cheng S. "Sex Differences in Myocardial and Vascular Aging." Circ Res. 2022.
• Kwan AC, Wei J, Lee BP, Luong E, Salto G, Nguyen TT, Botting PG, Liu Y, Ouyang D, Ebinger JE, Li D, Noureddin M, Thomson L, Berman DS, Merz CNB, Cheng S. "Subclinical hepatic fibrosis is associated with coronary microvascular dysfunction by myocardial perfusion reserve index: a retrospective cohort study." Int J Cardiovasc Imaging. 2022.
• Duffy G, Jain I, He B, Ouyang D. "Interpretable deep learning prediction of 3D assessment of cardiac function." Pac Symp Biocomput. 2022.
• Ouyang D, Cheng S. "Extracting More From Less: A New Frontier for High-Throughput Clinical Phenotyping." Circ Cardiovasc Qual Outcomes. 2022. Editorial
• Ouyang D, Cheng S. "Revival and Revision of Right Ventricular Assessment by Machine Learning." JACC Cardiovasc Imaging. 2022. Editorial

• Torres Soto J, Weston Hughes J, Amador Sanchez P, Perez M, Ouyang D, Ashley E. "Multimodal deep learning enhances diagnostic precision in left ventricular hypertrophy." medRxiv 2021.
• Weston Hughes J, Yuan N, He B, Ouyang J, Ebinger J, Botting P, Lee J, Theurer J, Tooley JE, Neiman K, Lungren MP, Liang D, Schnittger I, Harrington B, Chen JH, Ashley EA, Cheng S, Ouyang D, Zou JY. "Deep Learning Prediction of Biomarkers from Echocardiogram Videos." EBioMedicine.
• Vasti EC, Ouyang D, Ngo S, Sarraju A, Harrington RA, Rodriguez F. "Gender Disparities in Cardiology-Related COVID-19 Publications." Cardiol Ther. 2021.
• Kwan, A.C., Salto, G., Cheng, S. "Ouyang D." Artificial Intelligence in Computer Vision: Cardiac MRI and Multimodality Imaging Segmentation. Curr Cardiovasc Risk Rep. 2021.
• Ebinger J, Wells M, Ouyang D, Davis T, Kaufman N, Cheng S, Chugh S. "A Machine Learning Algorithm Predicts Duration of hospitalization in COVID-19 patients, Intelligence-Based Medicine, Volume 5, 2021, 100035, ISSN 2666-5212, https://doi.org/10.1016/j.ibmed.2021.100035."
• Yuan N, Jain I, Rattehalli N, He B, Pollick C, Liang D, Heidenreich P, Zou J, Cheng S, Ouyang D. "Systematic Quantification of Sources of Variation in Ejection Fraction Calculation Using Deep Learning." JACC Cardiovasc Imaging. 2021.
• Wu E, Wu K, Daneshjou R, Ouyang D, Ho DE, Zou J. "How medical AI devices are evaluated: limitations and recommendations from an analysis of FDA approvals." Nature Medicine. 2021.
• Daneshjou R, He B, Ouyang D, Zou JY. "How to evaluate deep learning for cancer diagnostics - factors and recommendations." Biochim Biophys Acta Rev Cancer. 2021.
• Ouyang D, Thomas JD. "Characterizing Mitral Regurgitation With Precision Phenotyping and Unsupervised Learning." JACC Cardiovasc Imaging. 2021. Editorial
• Ouyang D, Albert CM. "Leveraging Large Clinical Data Sets for Artificial Intelligence in Medicine." JAMA Cardiol. 2021. Editorial
• Kwan AC, Yuan N, Ouyang D. "Predicting the Future With Wearable Technology." JACC: Asia. 2021. Editorial
• Ouyang D, Wu Z, He B, Zou J. "Chapter 3." Deep learning for biomedical videos: perspective and recommendations. Artificial Intelligence in Medicine, 2021. Book chapter

• Ouyang D, He B, Ghorbani A, Yuan N, Ebinger J, Langlotz CP, Heidenreich PA, Harrington RA, Liang DH, Ashley EA, Zou JY. "Video-based AI for beat-to-beat assessment of cardiac function." Nature. 2020.
• Vranas KC, Ouyang D, Lin AL, Slatore CG, Sullivan DR, Kerlin MP, Liu KD, Baron RM, Calfee CS, Ware LB, Halpern SD, Matthay MA, Herridge MS, Mehta S, Rogers AJ. "Gender Differences in Authorship of Critical Care Literature." Am J Respir Crit Care Med. 2020.
• Ghorbani A, Ouyang D, Abid A, He B, Chen JH, Harrington RA, Liang DH, Ashley EA, Zou JY. "Deep learning interpretation of echocardiograms." NPJ Digit Med. 2020.
• Ouyang D, Zou J. "Deep learning models to detect hidden clinical correlates." Lancet Digit Health. 2020. Editorial

• Ouyang D, He B, Ghorbani A, Lungren MP, Ashley EA, Liang DH, Zou JY. "EchoNet- Dynamic: a Large New Cardiac Motion Video Data Resource for Medical Machine Learning." NeurIPS Machine Learning for Health Workshop December 5, 2019.
• Vora M, Kuripla C, Ouyang D, Sing DC. ""Gender Trends in Authorship of Foot and Ankle Academic Literature Over 24 Years. J Foot Ankle Surg 2019 Jul 23, https://doi.org/10.1053/j.jfas.2019.01.002."
• Tooley J, Ouyang D, Hadley D, Turakhia M, Wang P, Ashley E, Froelicher V, Perez M. "Comparison of QT Interval Measurement Methods and Correction Formulas in Atrial Fibrillation." Am J Cardiol. 2019.
• Ouyang D, Harrington RA, Rodriguez F. "Association Between Female Corresponding Authors and Female Co-Authors in Top Contemporary Cardiovascular Medicine Journals." Circulation. 2019.
• Wang JK, Ouyang D, Hom J, Chi J, Chen JH. "Characterizing electronic health record usage patterns of inpatient medicine residents using event log data." PLoS One. 2019.

• Ouyang D, Sing D, Shah S, Hu J, Duvernoy C, Harrington RA, Rodriguez F. "Sex Disparities in Authorship Order of Cardiology Scientific Publications." Circ Cardiovasc Qual Outcomes. 2018.
• Ouyang D, Tisdale R, Cheng P, Chi J, Chen JH, Ashley E. "What's in a Name? Factors That Influence the Usage of Generic Versus Trade Names for Cardiac Medications Among Healthcare Providers." Circ Cardiovasc Qual Outcomes. 2018.
• Ouyang D, Tisdale R, Ashley E, Chi J, Chen JH. "Acetaminophen or Tylenol? A Retrospective Analysis of Medication Digital Communication Practices." J Gen Intern Med. 2018.
• Ouyang D, Gulati G, Ha R, Banerjee D. "Incidence of temporary mechanical circulatory support before heart transplantation and impact on post-transplant outcomes." J Heart Lung Transplant. 2018.

• Sing DC, Jain D, Ouyang D. "Gender trends in authorship of spine-related academic literature-a 39-year perspective." Spine J. 2017.
• Gulati G, Ouyang D, Ha R, Banerjee D. "Optimal timing of same-admission orthotopic heart transplantation after left ventricular assist device implantation." World J Cardiol. 2017.

• Weiskopf K, Creighton D, Lew T, Caswell JL, Ouyang D, Shah AT, Hofmann LV, Neal JW, Telli ML. "Acute, Unilateral Breast Toxicity From Gemcitabine in the Setting of Thoracic Inlet Obstruction." J Oncol Pract. 2016.
• Ouyang D, Chen JH, Krishnan G, Hom J, Witteles R, Chi J. "Patient Outcomes when Housestaff Exceed 80 Hours per Week." Am J Med. 2016.
• PMID: 25669117; PMCID: PMC5501272. 7. "Ouyang D, Chen JH, Hom J, Chi J." Internal Medicine Resident Computer Usage: An Electronic Audit of an Inpatient Service. JAMA Intern Med. 2016.

• Rolston JD, Ouyang D, Englot DJ, Wang DD, Chang EF. "National trends and complication rates for invasive extraoperative electrocorticography in the USA." J Clin Neurosci. 2015.

• Ouyang D, El-Sayed IH, Yom SS. "National trends in surgery for sinonasal malignancy and the effect of hospital volume on short-term outcomes." Laryngoscope. 2014.

• Wang DD, Ouyang D, Englot DJ, Rolston JD, Molinaro AM, Ward M, Chang EF. "Trends in surgical treatment for trigeminal neuralgia in the United States of America from 1988 to 2008." J Clin Neurosci. 2013.
• Ouyang D, Yuan N, Sheu L, Lau G, Chen C, Lai CJ. "Community health education at student-run clinics leads to sustained improvement in patients' hepatitis B knowledge." J Community Health. 2013.
• Englot DJ, Ouyang D, Wang DD, Rolston JD, Garcia PA, Chang EF. "Relationship between hospital surgical volume, lobectomy rates, and adverse perioperative events at US epilepsy centers." J Neurosurg. 2013.

• Englot DJ, Ouyang D, Garcia PA, Barbaro NM, Chang EF. "Epilepsy surgery trends in the United States, 1990-2008." Neurology. 2012.

This list is compiled from David Ouyang's CV and may lag the very latest work; the complete, current record is on Google Scholar.