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
- Chatzianastasis M, Vazirgiannis M, Zhang Z. Explainable Multilayer Graph Neural Network for cancer gene prediction. Bioinformatics. 2023 Nov 1;39(11):btad643. doi: 10.1093/bioinformatics/btad643. PMID: 37862225; PMCID: PMC10636280.
- 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 Dec 1;8(12):1131-1139. doi: 10.1001/jamacardio.2023.3701. PMID: 37851434; PMCID: PMC10585587.
- Sokolova K, Theesfeld CL, Wong AK, Zhang Z, Dolinski K, Troyanskaya OG. Atlas of primary cell-type-specific sequence models of gene expression and variant effects. Cell Rep Methods. 2023 Sep 25;3(9):100580. doi: 10.1016/j.crmeth.2023.100580. Epub 2023 Sep 12. PMID: 37703883; PMCID: PMC10545936.
- Zhang Z, Lamson AR, Shelley M, Troyanskaya O. Interpretable neural architecture search and transfer learning for understanding CRISPR/Cas9 off-target enzymatic reactions. ArXiv [Preprint]. 2023 Sep 29:arXiv:2305.11917v2. PMID: 37808087; PMCID: PMC10557798.
- Reinier K, Dizon B, Chugh H, Bhanji Z, Seifer M, Sargsyan A, Uy-Evanado A, Norby FL, Nakamura K, Hadduck K, Shepherd D, Grogan T, Elashoff D, Jui J, Salvucci A, Chugh SS. Warning symptoms associated with imminent sudden cardiac arrest: a population-based case-control study with external validation. Lancet Digit Health. 2023 Nov;5(11):e763-e773. doi: 10.1016/S2589-7500(23)00147-4. Epub 2023 Aug 26. PMID: 37640599; PMCID: PMC10746352.
- Dey D, Arnaout R, Antani S, Badano A, Jacques L, Li H, Leiner T, Margerrison E, Samala R, Sengupta PP, Shah SJ, Slomka P, Williams MC, Bandettini WP, Sachdev V. Proceedings of the NHLBI Workshop on Artificial Intelligence in Cardiovascular Imaging: Translation to Patient Care. JACC Cardiovasc Imaging. 2023 Sep;16(9):1209-1223. doi: 10.1016/j.jcmg.2023.05.012. Epub 2023 Jul 19. PMID: 37480904; PMCID: PMC10524663.
- Holmström L, Zhang FZ, Ouyang D, Dey D, Slomka PJ, Chugh SS. Artificial Intelligence in Ventricular Arrhythmias and Sudden Death. Arrhythm Electrophysiol Rev. 2023 May 30;12:e17. doi: 10.15420/aer.2022.42. PMID: 37457439; PMCID: PMC10345967.
- Lin A, Pieszko K, Park C, Ignor K, Williams MC, Slomka P, Dey D. Artificial intelligence in cardiovascular imaging: enhancing image analysis and risk stratification. BJR Open. 2023 May 17;5(1):20220021. doi: 10.1259/bjro.20220021. PMID: 37396483; PMCID: PMC10311632.
- 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 May 26;3(1):73. doi: 10.1038/s43856-023-00278-w. PMID: 37237055; PMCID: PMC10220039.
- Kwiecinski J, Kolossváry M, Tzolos E, Meah MN, Adamson PD, Joshi NV, Williams MC, van Beek EJR, Berman DS, Maurovich-Horvat P, Newby DE, Dweck MR, Dey D, Slomka PJ. Latent Coronary Plaque Morphology From Computed Tomography Angiography, Molecular Disease Activity on Positron Emission Tomography, and Clinical Outcomes. Arterioscler Thromb Vasc Biol. 2023 Jul;43(7):e279-e290. doi: 10.1161/ATVBAHA.123.319332. Epub 2023 May 11. PMID: 37165878.
- Pieszko K, Shanbhag AD, Singh A, Hauser MT, Miller RJH, Liang JX, Motwani M, Kwieciński J, Sharir T, Einstein AJ, Fish MB, Ruddy TD, Kaufmann PA, Sinusas AJ, Miller EJ, Bateman TM, Dorbala S, Di Carli M, Berman DS, Dey D, Slomka PJ. Time and event-specific deep learning for personalized risk assessment after cardiac perfusion imaging. NPJ Digit Med. 2023 May 1;6(1):78. doi: 10.1038/s41746-023-00806-x. PMID: 37127660; PMCID: PMC10151323.
- 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 Apr;616(7957):520-524. doi: 10.1038/s41586-023-05947-3. Epub 2023 Apr 5. PMID: 37020027; PMCID: PMC10115627.
- 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 May;36(5):474-481.e3. doi: 10.1016/j.echo.2022.12.014. Epub 2022 Dec 23. PMID: 36566995; PMCID: PMC10164107.
In the News
- KNX News: Cedars-Sinai Develops AI That Can Predict Heart Attacks, Cedars-Sinai Newsroom. 2023 June 1.
- Is Artificial Intelligence Better at Assessing Heart Health?, Cedars-Sinai Newsroom. 2023 Apr 5.
- RESEARCH ALERT: AI Tool Predicts Reduced Blood Flow to the Heart, Cedars-Sinai Newsroom. 2022 Nov 14.
- 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.