Preprocedure application of machine learning and mechanistic simulations predicts likelihood of paroxysmal atrial fibrillation recurrence following pulmonary vein isolation JK Shade, RL Ali, D Basile, D Popescu, T Akhtar, JE Marine, DD Spragg, ... Circulation: Arrhythmia and Electrophysiology 13 (7), e008213, 2020 | 78 | 2020 |
Machine learning in arrhythmia and electrophysiology NA Trayanova, DM Popescu, JK Shade Circulation research 128 (4), 544-566, 2021 | 76 | 2021 |
Arrhythmic sudden death survival prediction using deep learning analysis of scarring in the heart DM Popescu, JK Shade, C Lai, KN Aronis, D Ouyang, MV Moorthy, ... Nature cardiovascular research 1 (4), 334-343, 2022 | 54 | 2022 |
Ventricular arrhythmia risk prediction in repaired tetralogy of Fallot using personalized computational cardiac models JK Shade, MJ Cartoski, P Nikolov, A Prakosa, A Doshi, E Binka, L Olivieri, ... Heart Rhythm 17 (3), 408-414, 2020 | 36 | 2020 |
Sensitivity of ablation targets prediction to electrophysiological parameter variability in image-based computational models of ventricular tachycardia in post-infarction patients D Deng, A Prakosa, J Shade, P Nikolov, NA Trayanova Frontiers in Physiology 10, 444038, 2019 | 34 | 2019 |
Predicting risk of sudden cardiac death in patients with cardiac sarcoidosis using multimodality imaging and personalized heart modeling in a multivariable classifier JK Shade, A Prakosa, DM Popescu, R Yu, DR Okada, J Chrispin, ... Science Advances 7 (31), eabi8020, 2021 | 33 | 2021 |
Characterizing conduction channels in postinfarction patients using a personalized virtual heart D Deng, A Prakosa, J Shade, P Nikolov, NA Trayanova Biophysical journal 117 (12), 2287-2294, 2019 | 22 | 2019 |
Anatomically informed deep learning on contrast-enhanced cardiac magnetic resonance imaging for scar segmentation and clinical feature extraction DM Popescu, HG Abramson, R Yu, C Lai, JK Shade, KC Wu, M Maggioni, ... Cardiovascular Digital Health Journal 3 (1), 2-13, 2022 | 21 | 2022 |
Nanoparticle diffusion in spontaneously expectorated sputum as a biophysical tool to probe disease severity in COPD JF Chisholm, SK Shenoy, JK Shade, V Kim, N Putcha, KA Carson, R Wise, ... European Respiratory Journal 54 (2), 2019 | 19 | 2019 |
The role of sex and inflammation in cardiovascular outcomes and mortality in COVID-19 AS Minhas, JK Shade, SM Cho, ED Michos, T Metkus, NA Gilotra, ... International Journal of Cardiology 337, 127-131, 2021 | 13 | 2021 |
Machine learning guided structure function predictions enable in silico nanoparticle screening for polymeric gene delivery D Gong, E Ben-Akiva, A Singh, H Yamagata, S Est-Witte, JK Shade, ... Acta Biomaterialia 154, 349-358, 2022 | 7 | 2022 |
Lassnet: A four steps deep neural network for left atrial segmentation and scar quantification AL Lefebvre, CAP Yamamoto, JK Shade, RP Bradley, RA Yu, RL Ali, ... Challenge on Left Atrial and Scar Quantification and Segmentation, 1-15, 2022 | 5 | 2022 |
Real-time prediction of mortality, cardiac arrest, and thromboembolic complications in hospitalized patients with COVID-19 JK Shade, AN Doshi, E Sung, DM Popescu, AS Minhas, NA Gilotra, ... JACC: Advances 1 (2), 100043, 2022 | 5 | 2022 |
Improving risk prediction for pulmonary embolism in COVID‐19 patients using echocardiography MA Satoskar, T Metkus, A Soleimanifard, JK Shade, NA Trayanova, ... Pulmonary Circulation 12 (1), e12036, 2022 | 5 | 2022 |
Anatomically-informed deep learning on contrast-enhanced cardiac MRI for scar segmentation and clinical feature extraction HG Abramson, DM Popescu, R Yu, C Lai, JK Shade, KC Wu, M Maggioni, ... arXiv preprint arXiv:2010.11081, 2020 | 5 | 2020 |
Computational modeling of cardiac electrophysiology and arrhythmogenesis NA Trayanova, A Lyon, J Shade, J Heijman Physiological Reviews, 2023 | 4 | 2023 |
COVID-HEART: development and validation of a multi-variable model for real-time prediction of cardiovascular complications in hospitalized patients with COVID-19 JK Shade, AN Doshi, E Sung, DM Popescu, AS Minhas, NA Gilotra, ... medRxiv, 2021.01. 03.21249182, 2021 | 4 | 2021 |
Effect of HIV serostatus on ICU admission and mortality among hospitalized patients with coronavirus disease 2019 (COVID-19) YA Kwapong, G Sharma, JK Shade, DA Piggott, TT Brown, ... JAIDS Journal of Acquired Immune Deficiency Syndromes 90 (5), e13-e16, 2022 | 2 | 2022 |
Predicting atrial fibrillation recurrence after pulmonary vein isolation using simulations of patient-specific magnetic resonance imaging models and machine learning N Trayanova, ALI Rheeda, J Shade US Patent 11,922,630, 2024 | 1 | 2024 |
Natriuretic Peptide Levels and Clinical Outcomes Among Patients Hospitalized With Coronavirus Disease 2019 Infection MI Aslam, A Minhas, A Ghorbani, JK Shade, V Jani, S Hsu, K Sharma, ... Critical Care Explorations 3 (7), e0498, 2021 | 1 | 2021 |