Publications

@article{SCDsurvival1,

title = {Arrhythmic sudden death survival prediction using deep learning analysis of scarring in the heart},

author = {Dan M. Popescu and Julie K. Shade and Changxin Lai and Konstantinos N. Aronis and David Ouyang, and M. Vinayaga Moorthy and Nancy R. Cook and Daniel C. Lee and Alan Kadish and Christine M. Albert and Katherine C. Wu and Mauro Maggioni and Natalia A. Trayanova

},

url = {https://rdcu.be/cKSAl},

doi = {10.1038/s44161-022-00041-9},

year  = {2022},

date = {2022-03-07},

urldate = {2022-03-07},

journal = {Nature Cardiovascular Research},

keywords = {digital twins, Machine learning, medical imaging, neural networks, precision medicine},

pubstate = {published},

tppubtype = {article}

}

@article{AnatLGECMRInn,

title = {Anatomically-Informed Deep Learning on Contrast-Enhanced Cardiac MRI for Scar Segmentation and Clinical Feature Extraction},

author = {Haley G. Abramson and Dan M. Popescu and Rebecca Yu and Changxin Lai and Julie K. Shade and Katherine C. Wu and Mauro Maggioni and Natalia A. Trayanova},

url = {https://arxiv.org/abs/2010.11081

https://www.cvdigitalhealthjournal.com/article/S2666-6936(21)00131-6/pdf

https://www.ahajournals.org/doi/abs/10.1161/circ.142.suppl_3.16017

http://jhu.technologypublisher.com/technology/43121},

doi = {https://doi.org/10.1016/j.cvdhj.2021.11.007},

year  = {2021},

date = {2021-11-25},

urldate = {2021-11-25},

journal = {Cardiovascular Digital Health Journal},

keywords = {digital twins, imaging, Machine learning, medical imaging},

pubstate = {published},

tppubtype = {article}

}

@article{SpatialComplexity1,

title = {Substrate Spatial Complexity Analysis for the Prediction of Ventricular Arrhythmias in Patients with Ischemic Cardiomyopathy},

author = {David Jason Miller; Jonathan Chrispin; Adityo Prakosa; Natalia Trayanova; Steven Jones; Mauro Maggioni; Katherine Wu R ; C David R. Okada},

url = {https://www.ahajournals.org/doi/epub/10.1161/CIRCEP.119.007975},

year  = {2020},

date = {2020-01-01},

journal = {Circulation: Arrhythmia and Electrophysiology},

keywords = {imaging, Laplacian eigenfunctions, medical imaging},

pubstate = {published},

tppubtype = {article}

}

@article{ModPath:2003,

title = {Spatial-Spectral Analysis of Colon Carcinoma},

author = {Gus L Davis and Mauro Maggioni and Ronald R Coifman and R Levinson and D Rimm},

year  = {2004},

date = {2004-01-01},

journal = {Mod. Path.},

note = {In print},

keywords = {hyperspectral imaging, imaging, medical imaging},

pubstate = {published},

tppubtype = {article}

}

@article{ModPath:2004,

title = {Spectral Analysis of normal and Malignant Microarray Tissue Sections using a novel micro-optoelectrialmechanical system},

author = {Gus L Davis and Mauro Maggioni and F J Warner and Frank B Geshwind and Andreas C Coppi and R A DeVerse and Ronald R Coifman},

year  = {2004},

date = {2004-01-01},

journal = {Mod Pathol},

volume = {17},

number = {1:358A},

keywords = {hyperspectral imaging, imaging, medical imaging},

pubstate = {published},

tppubtype = {article}

}