Publications by authors named "Danny Martinez"

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High-Performance Open-Source AI for Breast Cancer Detection and Localization in MRI.
Lukas Hirsch, Elizabeth J Sutton, Yu Huang, Beliz Kayis, Mary Hughes, Danny Martinez

Radiol Artif Intell· September 2025

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Early Detection of Breast Cancer in MRI Using AI.
Lukas Hirsch, Yu Huang, Hernan A Makse, Danny F Martinez, Mary Hughes

Acad Radiol· March 2025

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[WITHDRAWN] Predicting breast cancer with AI for individual risk-adjusted MRI screening and early detection.
Lukas Hirsch, Yu Huang, Hernan A Makse, Danny F Martinez, Mary Hughes

ArXiv· January 2024

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Automated Triage of Screening Breast MRI Examinations in High-Risk Women Using an Ensemble Deep Learning Model.
Arka Bhowmik, Natasha Monga, Kristin Belen, Keitha Varela, Varadan Sevilimedu, Danny F Martinez

Invest Radiol· October 2023

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Preoperative localization of breast lesions: Comparing digital breast tomosynthesis-guided radioactive seed localization versus standard 2D stereotactic radioactive seed localization.
Molly P Hogan, Dustin Lynch, Varadan Sevilimedu, Danny F Martinez, Nicole B Saphier

Clin Imaging· April 2023

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Limited value of multiparametric MRI with dynamic contrast-enhanced and diffusion-weighted imaging in non-mass enhancing breast tumors.
Maria Adele Marino, Daly Avendano, Varadan Sevilimedu, Sunitha Thakur, Danny Martinez

Eur J Radiol· November 2022

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Breast MRI Background Parenchymal Enhancement Categorization Using Deep Learning: Outperforming the Radiologist.
Sarah Eskreis-Winkler, Elizabeth J Sutton, Donna D'Alessio, Katherine Gallagher, Nicole Saphier, Danny F Martinez

J Magn Reson Imaging· October 2022

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Radiologist-Level Performance by Using Deep Learning for Segmentation of Breast Cancers on MRI Scans.
Lukas Hirsch, Yu Huang, Shaojun Luo, Carolina Rossi Saccarelli, Roberto Lo Gullo, Danny F Martinez

Radiol Artif Intell· January 2022

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Assessing PD-L1 Expression Status Using Radiomic Features from Contrast-Enhanced Breast MRI in Breast Cancer Patients: Initial Results.
Roberto Lo Gullo, Hannah Wen, Jeffrey S Reiner, Raza Hoda, Varadan Sevilimedu, Danny F Martinez

Cancers (Basel)· December 2021

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Diagnostic value of radiomics and machine learning with dynamic contrast-enhanced magnetic resonance imaging for patients with atypical ductal hyperplasia in predicting malignant upgrade.
Roberto Lo Gullo, Kerri Vincenti, Carolina Rossi Saccarelli, Peter Gibbs, Michael J Fox, Danny F Martinez

Breast Cancer Res Treat· June 2021

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Can Follow-up be Avoided for Probably Benign US Masses with No Enhancement on MRI?
Daly Avendano, Maria Adele Marino, Natsuko Onishi, Doris Leithner, Danny F Martinez

Eur Radiol· February 2021

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Background Parenchymal Enhancement on Breast MRI as a Prognostic Surrogate: Correlation With Breast Cancer Oncotype Dx Score.
Michelle Zhang, Meredith Sadinski, Dana Haddad, Min Sun Bae, Danny Martinez

Front Oncol· February 2021

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Diagnostic value of diffusion-weighted imaging with synthetic b-values in breast tumors: comparison with dynamic contrast-enhanced and multiparametric MRI.
Isaac Daimiel Naranjo, Roberto Lo Gullo, Carolina Saccarelli, Sunitha B Thakur, Almir Bitencourt, Danny F Martinez

Eur Radiol· January 2021

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Accuracy of Magnetic Resonance Imaging-Guided Biopsy to Verify Breast Cancer Pathologic Complete Response After Neoadjuvant Chemotherapy: A Nonrandomized Controlled Trial.
Elizabeth J Sutton, Lior Z Braunstein, Mahmoud B El-Tamer, Edi Brogi, Mary Hughes, Danny F Martinez

JAMA Netw Open· January 2021

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Improved characterization of sub-centimeter enhancing breast masses on MRI with radiomics and machine learning in BRCA mutation carriers.
Roberto Lo Gullo, Isaac Daimiel, Carolina Rossi Saccarelli, Almir Bitencourt, Peter Gibbs, Danny F Martinez

Eur Radiol· December 2020

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MRI background parenchymal enhancement, fibroglandular tissue, and mammographic breast density in patients with invasive lobular breast cancer on adjuvant endocrine hormonal treatment: associations with survival.
Roberto Lo Gullo, Isaac Daimiel, Carolina Rossi Saccarelli, Almir Bitencourt, Varadan Sevilimedu, Danny F Martinez

Breast Cancer Res· August 2020

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Histogram Analysis and Visual Heterogeneity of Diffusion-Weighted Imaging with Apparent Diffusion Coefficient Mapping in the Prediction of Molecular Subtypes of Invasive Breast Cancers.
Joao V Horvat, Aditi Iyer, Elizabeth A Morris, Aditya Apte, Blanca Bernard-Davila, Danny F Martinez

Contrast Media Mol Imaging· July 2020

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Non-Invasive Assessment of Breast Cancer Molecular Subtypes with Multiparametric Magnetic Resonance Imaging Radiomics.
Doris Leithner, Marius E Mayerhoefer, Danny F Martinez, Maxine S Jochelson, Elizabeth A Morris

J Clin Med· June 2020

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Incidence of benign and malignant peri-implant fluid collections and masses on magnetic resonance imaging in women with silicone implants.
Elizabeth J Sutton, Brittany Z Dashevsky, Elizabeth J Watson, Neelam Tyagi, Blanca Bernard-Davila, Danny Martinez

Cancer Med· May 2020

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A machine learning model that classifies breast cancer pathologic complete response on MRI post-neoadjuvant chemotherapy.
Elizabeth J Sutton, Natsuko Onishi, Duc A Fehr, Brittany Z Dashevsky, Meredith Sadinski, Danny F Martinez

Breast Cancer Res· May 2020

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Ultrafast dynamic contrast-enhanced breast MRI may generate prognostic imaging markers of breast cancer.
Natsuko Onishi, Meredith Sadinski, Mary C Hughes, Eun Sook Ko, Peter Gibbs, Danny F Martinez

Breast Cancer Res· May 2020

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Differentiation between subcentimeter carcinomas and benign lesions using kinetic parameters derived from ultrafast dynamic contrast-enhanced breast MRI.
Natsuko Onishi, Meredith Sadinski, Peter Gibbs, Katherine M Gallagher, Mary C Hughes, Danny F Martinez

Eur Radiol· February 2020

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Multiparametric F-FDG PET/MRI of the Breast: Are There Differences in Imaging Biomarkers of Contralateral Healthy Tissue Between Patients With and Without Breast Cancer?
Doris Leithner, Thomas H Helbich, Blanca Bernard-Davila, Maria Adele Marino, Daly Avendano, Danny F Martinez

J Nucl Med· January 2020

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Limited role of DWI with apparent diffusion coefficient mapping in breast lesions presenting as non-mass enhancement on dynamic contrast-enhanced MRI.
Daly Avendano, Maria Adele Marino, Doris Leithner, Sunitha Thakur, Blanca Bernard-Davila, Danny F Martinez

Breast Cancer Res· December 2019

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Radiomic signatures with contrast-enhanced magnetic resonance imaging for the assessment of breast cancer receptor status and molecular subtypes: initial results.
Doris Leithner, Joao V Horvat, Maria Adele Marino, Blanca Bernard-Davila, Maxine S Jochelson, Danny F Martinez

Breast Cancer Res· September 2019

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