Beyond plaque segmentation: a combined radiomics-deep learning approach for automated CAD-RADS classification

Authors: Francesca Lo Iacono, Francesca Ronchetti, Anna Corti, Mattia Chiesa, Gianluca Pontone, Gualtiero I. Colombo, Valentina D. A. Corino

Source: Frontiers in Medicine, Vol 12 (2025)

Subject Terms: autoencoder, CAD patients, coronary computed tomography angiography, multiplanar reconstruction image, radiomics, Medicine (General), R5-920

File Description: electronic resource

Relation: https://www.frontiersin.org/articles/10.3389/fmed.2025.1536239/full; https://doaj.org/toc/2296-858X

Access URL: https://doaj.org/article/d111f38a4b57407faf3dbcc112f254c3

MRI radiomics in head and neck cancer from reproducibility to combined approaches

Authors: Anna Corti, Stefano Cavalieri, Giuseppina Calareso, Davide Mattavelli, Marco Ravanelli, Tito Poli, Lisa Licitra, Valentina D. A. Corino, Luca Mainardi

Source: Scientific Reports, Vol 14, Iss 1, Pp 1-13 (2024)

Subject Terms: Magnetic resonance imaging, Head and neck squamous cell carcinoma, Radiomic features, Prognostic models, Overall survival, Cluster analysis, Medicine, Science

File Description: electronic resource

Relation: https://doaj.org/toc/2045-2322

Access URL: https://doaj.org/article/7c52f0e8a5ff4752a75df55bcb9199f2

Editorial: Radiomics and AI for clinical and translational medicine

Authors: Eros Montin, Valentina D. A. Corino, Dimitri Martel, Giuseppe Carlucci, Davide Scaramuzza

Source: Frontiers in Radiology, Vol 4 (2024)

Subject Terms: radiomics, genomics, artificial intelligence, features selection (FS), machine learning, automatic diagnosis and prediction models, Medical physics. Medical radiology. Nuclear medicine, R895-920

File Description: electronic resource

Relation: https://www.frontiersin.org/articles/10.3389/fradi.2024.1375443/full; https://doaj.org/toc/2673-8740

Access URL: https://doaj.org/article/aefe47b0b953454c83b58d430d77f17d

A robust radiomic-based machine learning approach to detect cardiac amyloidosis using cardiac computed tomography

Authors: Francesca Lo Iacono, Riccardo Maragna, Gianluca Pontone, Valentina D. A. Corino

Source: Frontiers in Radiology, Vol 3 (2023)

Subject Terms: cardiac amyloidosis, aortic stenosis, radiomics, radiomic feature stability, cardiac computed tomography, Medical physics. Medical radiology. Nuclear medicine, R895-920

File Description: electronic resource

Relation: https://www.frontiersin.org/articles/10.3389/fradi.2023.1193046/full; https://doaj.org/toc/2673-8740

Access URL: https://doaj.org/article/af472d33bdcb44d88b5eb94e2e578e99

3D vs. 2D MRI radiomics in skeletal Ewing sarcoma: Feature reproducibility and preliminary machine learning analysis on neoadjuvant chemotherapy response prediction

Authors: Salvatore Gitto, Valentina D. A. Corino, Alessio Annovazzi, Estevāo Milazzo Machado, Marco Bologna, Lorenzo Marzorati, Domenico Albano, Carmelo Messina, Francesca Serpi, Vincenzo Anelli, Virginia Ferraresi, Carmine Zoccali, Alberto Aliprandi, Antonina Parafioriti, Alessandro Luzzati, Roberto Biagini, Luca Mainardi, Luca Maria Sconfienza

Source: Frontiers in Oncology, Vol 12 (2022)

Subject Terms: artificial intelligence, Ewing sarcoma, machine learning, magnetic resonance imaging, radiomics, texture analysis, Neoplasms. Tumors. Oncology. Including cancer and carcinogens, RC254-282

File Description: electronic resource

Relation: https://www.frontiersin.org/articles/10.3389/fonc.2022.1016123/full; https://doaj.org/toc/2234-943X

Access URL: https://doaj.org/article/27730957ef29473b8c2913ae2742b21b

Editorial: Atrial Fibrillation: Technology for Diagnosis, Monitoring, and Treatment

Authors: Omer Berenfeld, Valentina D. A. Corino, Axel Loewe, Juan Pablo Martínez, Jose F. Rodriguez Matas

Source: Frontiers in Physiology, Vol 13 (2022)

Subject Terms: atrial fibrillation, atrial disease, AF detection, ablation, mapping, machine learning, Physiology, QP1-981

File Description: electronic resource

Relation: https://www.frontiersin.org/articles/10.3389/fphys.2022.848096/full; https://doaj.org/toc/1664-042X

Access URL: https://doaj.org/article/c4dcf6292bd84232b5daa8ab513757f1

A Detector for Premature Atrial and Ventricular Complexes

Authors: Guadalupe García-Isla, Luca Mainardi, Valentina D. A. Corino

Source: Frontiers in Physiology, Vol 12 (2021)

Subject Terms: machine learning, ECG diagnosis, atrial fibrillation, beat classifier, supraventricular ectopic beat, premature ventricular contractions, Physiology, QP1-981

File Description: electronic resource

Relation: https://www.frontiersin.org/articles/10.3389/fphys.2021.678558/full; https://doaj.org/toc/1664-042X

Access URL: https://doaj.org/article/218bb828187b440b996934aa1bf62d48

Heart Rate Variability and Clinical Features as Predictors of Atrial Fibrillation Recurrence After Catheter Ablation: A Pilot Study

Authors: Javier Saiz-Vivo, Valentina D. A. Corino, Robert Hatala, Mirko de Melis, Luca T. Mainardi

Source: Frontiers in Physiology, Vol 12 (2021)

Subject Terms: atrial fibrillation, classification, ablation, implantable cardiac monitor (ICM), heart rate variability, recurrences, Physiology, QP1-981

File Description: electronic resource

Relation: https://www.frontiersin.org/articles/10.3389/fphys.2021.672896/full; https://doaj.org/toc/1664-042X

Access URL: https://doaj.org/article/538d3c6345d5420c9e550b6f0761bb95

Heart Rate Variability Triangular Index as a Predictor of Cardiovascular Mortality in Patients With Atrial Fibrillation

Authors: Peter Hämmerle, Christian Eick, Steffen Blum, Vincent Schlageter, Axel Bauer, Konstantinos D. Rizas, Ceylan Eken, Michael Coslovsky, Stefanie Aeschbacher, Philipp Krisai, Pascal Meyre, Jean‐Marc Vesin, Nicolas Rodondi, Elisavet Moutzouri, Jürg Beer, Giorgio Moschovitis, Richard Kobza, Marcello Di Valentino, Valentina D. A. Corino, Rita Laureanti, Luca Mainardi, Leo H. Bonati, Christian Sticherling, David Conen, Stefan Osswald, Michael Kühne, Christine S. Zuern

Source: Journal of the American Heart Association: Cardiovascular and Cerebrovascular Disease, Vol 9, Iss 15 (2020)

Subject Terms: atrial fibrillation, heart rate variability, morbidity/mortality, Diseases of the circulatory (Cardiovascular) system, RC666-701

File Description: electronic resource

Relation: https://doaj.org/toc/2047-9980

Access URL: https://doaj.org/article/cddf2bb936de404e8691326e1b6f422c

Automatic Identification of Failure in Hip Replacement: An Artificial Intelligence Approach

Authors: Mattia Loppini, Francesco Manlio Gambaro, Katia Chiappetta, Guido Grappiolo, Anna Maria Bianchi, Valentina D. A. Corino

Source: Bioengineering, Vol 9, Iss 7, p 288 (2022)

Subject Terms: hip prothesis, machine learning, orthopedics, bioengineering, Technology, Biology (General), QH301-705.5

File Description: electronic resource

Relation: https://www.mdpi.com/2306-5354/9/7/288; https://doaj.org/toc/2306-5354

Access URL: https://doaj.org/article/4193cd819c924b49aae8aaf54e01f959

Refining Tumor Treatment in Sinonasal Cancer Using Delta Radiomics of Multi-Parametric MRI after the First Cycle of Induction Chemotherapy

Authors: Valentina D. A. Corino, Marco Bologna, Giuseppina Calareso, Carlo Resteghini, Silvana Sdao, Ester Orlandi, Lisa Licitra, Luca Mainardi, Paolo Bossi

Source: Journal of Imaging, Vol 8, Iss 2, p 46 (2022)

Subject Terms: radiomics, magnetic resonance imaging, sinonasal cancer, machine learning, delta radiomics, Photography, TR1-1050, Computer applications to medicine. Medical informatics, R858-859.7, Electronic computers. Computer science, QA75.5-76.95

File Description: electronic resource

Relation: https://www.mdpi.com/2313-433X/8/2/46; https://doaj.org/toc/2313-433X

Access URL: https://doaj.org/article/99548e3b7aa7488b93d3a8d0206b5498

A CT-Based Radiomic Signature Can Be Prognostic for 10-Months Overall Survival in Metastatic Tumors Treated with Nivolumab: An Exploratory Study

Authors: Valentina D. A. Corino, Marco Bologna, Giuseppina Calareso, Lisa Licitra, Mariagrazia Ghi, Gaetana Rinaldi, Francesco Caponigro, Franco Morelli, Mario Airoldi, Giacomo Allegrini, Alessandra Cassano, Daris Ferrari, Aurora Mirabile, Alicia Tosoni, Danilo Galizia, Marco Merlano, Andrea Sponghini, Gabriella Moretti, Luca Mainardi, Paolo Bossi

Source: Diagnostics, Vol 11, Iss 6, p 979 (2021)

Subject Terms: head and neck squamous cell carcinoma, radiomics, CT, overall survival, Medicine (General), R5-920

File Description: electronic resource

Relation: https://www.mdpi.com/2075-4418/11/6/979; https://doaj.org/toc/2075-4418

Access URL: https://doaj.org/article/a6f54f48f555409380e2526732486452

Detection of atrial fibrillation episodes using a wristband device.

Authors: Valentina D A Corino¹ valentina.corino@polimi.it, Rita Laureanti¹, Lorenzo Ferranti¹, Giorgio Scarpini², Federico Lombardi², Luca T Mainardi¹

Source: Physiological Measurement. May2017, Vol. 38 Issue 5, p1-1. 1p.

Subject Terms: *ATRIAL fibrillation diagnosis, *BLOOD volume determination, *CIRCADIAN rhythms, *K-nearest neighbor classification, STROKE risk factors