Gregory J. Czarnota

Sunnybrook Health Science Centre — Canada

Engineering · Physical Sciences

49h-index8.2kcitations413works1.92yr avg
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Research Topics

Ultrasound and Hyperthermia Applications(198), Photoacoustic and Ultrasonic Imaging(134), Ultrasound Imaging and Elastography(116), Radiomics and Machine Learning in Medical Imaging(79), Spectroscopy Techniques in Biomedical and Chemical Research(49)

Publications412 total

Texture Analysis of Histology Images for Characterizing Ultrasound-Stimulated Microbubble Radiation Enhancement Treatment Response
Cells·2025Open Access
Quantitative ultrasound imaging for predicting response and guiding personalized neoadjuvant chemotherapy in breast cancer: randomized phase 2 clinical trial results
npj Precision Oncology·2025Open Access
Quantitative Volumetric Analysis Using 3D Ultrasound Tomography for Breast Mass Characterization
Tomography·2025Open Access
End-to-end CNN-based deep learning enhances breast lesion characterization using quantitative ultrasound (QUS) spectral parametric images
Scientific Reports·2025· 1 citedOpen Access
Evaluating a Cellular Microstructure Model Within Apoptotic Cell Death via Diffusion Magnetic Resonance and Long Diffusion Times
NMR in Biomedicine·2025Open Access
Hybrid Feature Selection for Predicting Chemotherapy Response in Locally Advanced Breast Cancer Using Clinical and CT Radiomics Features: Integration of Matrix Rank and Genetic Algorithm
Cancers·2025Open Access
A Priori Prediction of Breast Cancer Response to Neoadjuvant Chemotherapy Using CT Radiomics
Cancers·2025· 1 citedOpen Access
Radiomic feature selection for response prediction of cancer treatment using sparse rank revealing QR factorization and adaptive graph: locally advanced breast cancer and head & neck cancer studies
Biomedical Signal Processing and Control·2025
Deep-Learning-Driven High Spatial Resolution Attenuation Imaging for Ultrasound Tomography (AI-UT)
IEEE Transactions on Ultrasonics Ferroelectrics and Frequency Control·2025· 1 citedOpen Access
Synthesizing Ultrasound B-mode Images from Subsampled RF Data: A Data-Driven Deep Learning Approach <sup>*</sup>
2025
Toward Real‐Time Backscatter Coefficient Estimation Incorporating the U‐Net Segmentation and an In Vivo Reference Target
Journal of Ultrasound in Medicine·2025Open Access
Quantitative Ultrasound Texture Analysis of Breast Tumors: A Comparison of a Cart-Based and a Wireless Ultrasound Scanner
Journal of Imaging·2025· 1 citedOpen Access
1705 CT-based radiomics for predicting response to chemoradiation in locally advanced lung adenocarcinoma
Radiotherapy and Oncology·2025
Migration of Deep Learning Models Across Ultrasound Scanners
IEEE Transactions on Biomedical Engineering·2025Open Access
Prediction of Chemotherapy Response in Locally Advanced Breast Cancer Patients at Pre-Treatment Using CT Textural Features and Machine Learning: Comparison of Feature Selection Methods
Tomography·2025· 3 citedOpen Access
Angular spatial compounding of diffraction corrected images improves ultrasound attenuation measurements
The Journal of the Acoustical Society of America·2025· 1 citedOpen Access
Using ultrasound and microbubble to enhance the effects of conventional cancer therapies in clinical settings
Cancer and Metastasis Reviews·2025· 8 citedOpen Access
Risk Factors for Treatment Toxicity and High Side Effect Burden Among Breast Cancer Survivors: A Retrospective Chart Review
Cancers·2025· 2 citedOpen Access
QUANTITATIVE ULTRASOUND RADIOMICS GUIDED ADAPTIVE NEOADJUVANT CHEMOTHERAPY IN BREAST CANCER: A RANDOMIZED STUDY
Ultrasound in Medicine & Biology·2025
Deep Learning-Driven High Spatial Resolution Attenuation Imaging for Ultrasound Tomography (AI-UT)
2024Open Access
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Frequent Co-authors

Michael C. Kolios(23), Ali Sadeghi‐Naini(18), William T. Tran(15), Anoja Giles(15), Frances C. Wright(11), Lakshmanan Sannachi(9), Sonal Gandhi(9), Maureen Trudeau(8), Hadi Tadayyon(8), J.W. Hunt(7), Martin J. Yaffe(7), Omar Falou(6), Judit Zubovits(6), Azza Al‐Mahrouki(6), Mehrdad J. Gangeh(6), Belinda Curpen(6), Roxana Vlad(5), Sara Iradji(5), Ahmed El Kaffas(5), M.D. Sherar(4)