Artificial Intelligence in Medicine Research News & Publications
Cedars-Sinai's AI research has advanced understanding of risks for heart attack, heart disease and COVID-19 hospitalization. Read the latest findings.
Selected Publications
- 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 Feb 23. doi: 10.1001/jamacardio.2021.6059.
- Kwiecinski J, Tzolos E, Meah MN, Cadet S, Adamson PD, Grodecki K, Joshi NV, Moss AJ, Williams MC, van Beek EJR, Berman DS, Newby DE, Dey D, Dweck MR, Slomka PJ. Machine Learning with 18F-Sodium Fluoride PET and Quantitative Plaque Analysis on CT Angiography for the Future Risk of Myocardial Infarction. J Nucl Med. 2022 Jan;63(1):158-165.
- Duffy, G., Cheng, P., Yuan, N., He, B., Kwan, A.C., Shun-shin, M.J., Alexander, K.M., Ebinger, J.E., Lungren, M.P., Rader, F., Liang, D.H., Schnittger, I., Ashley, E.A., Zou, J.Y., Patel, J.K., Witteles, R.M., Cheng, S., & Ouyang, D. High-Throughput Precision Phenotyping of Left Hypertrophy With Cardiovascular Deep Learning. 2021. ArXiv. abs/2106.12511.
- 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 Nov;14(11):2260-2262.
- Hughes JW, Yuan N, He B, Ouyang J, Ebinger J, Botting P, Lee J, Theurer J, Tooley JE, Nieman K, Lungren MP, Liang DH, Schnittger I, Chen JH, Ashley EA, Cheng S, Ouyang D, Zou JY. Deep Learning Evaluation of Biomarkers From Echocardiogram Videos. EBioMedicine. 2021 Nov;73:103613.
- Ouyang D, Albert CM. Leveraging Large Clinical Data Sets for Artificial Intelligence in Medicine. JAMA Cardiol. 2021 Nov 1;6(11):1296-1297.
- 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 Nat Med. 2021 Apr;27(4):582-584.
- Nakanishi R, Slomka PJ, Rios R, Betancur J, Blaha MJ, Nasir K, Miedema MD, Rumberger JA, Gransar H, Shaw LJ, Rozanski A, Budoff MJ, Berman DS. Machine Learning Adds to Clinical and CAC Assessments in Predicting 10-Year CHD and CVD Deaths. JACC Cardiovasc Imaging. 2021 Mar;14(3):615-625.
- Kwiecinski J, Tzolos E, Meah MN, Cadet S, Adamson PD, Grodecki K, Joshi NV, Moss AJ, Williams MC, van Beek EJR, Berman DS, Newby DE, Dey D, Dweck MR, Slomka PJ. Machine-learning with 18F-sodium fluoride PET and quantitative plaque analysis on CT angiography for the future risk of myocardial infarction. J Nucl Med. 2022 Jan;63(1):158-165.
- Otaki Y, Singh A, Kavanagh P, Miller RJH, Parekh T, Tamarappoo BK, Sharir T, Einstein AJ, Fish MB, Ruddy TD, Kaufmann PA, Sinusas AJ, Miller EJ, Bateman TM, Dorbala S, Di Carli M, Cadet S, Liang JX, Dey D, Berman DS, Slomka PJ. Clinical Deployment of Explainable Artificial Intelligence of SPECT for Diagnosis of Coronary Artery Disease. JACC Cardiovasc Imaging. 2021 Jul 7:S1936-878X(21)00438-1.
- Rios R, Miller RJH, Hu LH, Otaki Y, Singh A, Diniz M, Sharir T, Einstein AJ, Fish MB, Ruddy TD, Kaufmann PA, Sinusas AJ, Miller EJ, Bateman TM, Dorbala S, Di Carli M, Van Kriekinge S, Kavanagh P, Parekh T, Liang JX, Dey D, Berman DS, Slomka P. Determining a minimum set of variables for machine learning cardiovascular event prediction: results from REFINE SPECT registry. Cardiovasc Res. 2021 Jul 14:cvab236.
- 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. Intell Based Med. 2021;5:100035.
In the News
- 2022 NHLBI Workshop on Artificial Intelligence in Cardiovascular Imaging: Translating Science to Patient Care, co-chair Damini Dey, PhD, NIH. 2022 June 27-28.
- Predicting Sudden Cardiac Arrest, Cedars-Sinai Newsroom. 2022 May 30.
- Artificial Intelligence Tool May Help Predict Heart Attacks, Cedars-Sinai Newsroom. 2022 Mar 22.
- Cedars-Sinai Establishes New Division: Artificial Intelligence in Medicine, Cedars-Sinai Newsroom. 2022 Mar 1.
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