Breast DCE-MRI Kinetic Heterogeneity Tumor Markers: Preliminary Associations With Neoadjuvant Chemotherapy Response by Ahmed Ashraf, Bilwaj Gaonkar, Carolyn Mies, Angela DeMichele, Mark Rosen, Christos Davatzikos, Despina Kontos

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Resampling and harmonization for mitigation of heterogeneity in image parameters of baseline scans by Apurva Singh, Hannah Horng, Rhea Chitalia, Leonid Roshkovan, Sharyn I. Katz, Peter Noël, Russell T. Shinohara, Despina Kontos

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Racial Disparities in 30-Day Outcomes Following Index Admission for COVID-19 by Vivek Nimgaonkar, Jeffrey C. Thompson, Lauren Pantalone, Tessa Cook, Despina Kontos, Anne Marie McCarthy, Erica L. Carpenter

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Prediction of Treatment Response to Neoadjuvant Chemotherapy for Breast Cancer via Early Changes in Tumor Heterogeneity Captured by DCE-MRI Registration by Nariman Jahani, Eric Cohen, Meng-Kang Hsieh, Susan P. Weinstein, Lauren Pantalone, Nola Hylton, David Newitt, Christos Davatzikos, Despina Kontos

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Generalized ComBat harmonization methods for radiomic features with multi-modal distributions and multiple batch effects by Hannah Horng, Apurva Singh, Bardia Yousefi, Eric A. Cohen, Babak Haghighi, Sharyn Katz, Peter B. Noël, Russell T. Shinohara, Despina Kontos

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Improved generalized ComBat methods for harmonization of radiomic features by Hannah Horng, Apurva Singh, Bardia Yousefi, Eric A. Cohen, Babak Haghighi, Sharyn Katz, Peter B. Noël, Despina Kontos, Russell T. Shinohara

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Impact of deformable registration methods for prediction of recurrence free survival response to neoadjuvant chemotherapy in breast cancer: Results from the ISPY 1/ACRIN 6657 trial by Snekha Thakran, Eric Cohen, Nariman Jahani, Susan P. Weinstein, Lauren Pantalone, Nola Hylton, David Newitt, Angela DeMichele, Christos Davatzikos, Despina Kontos

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Genome-Wide Association Study of Breast Density among Women of African Ancestry by Shefali Setia Verma, Lindsay Guare, Sarah Ehsan, Aimilia Gastounioti, Gabrielle Scales, Marylyn D. Ritchie, Despina Kontos, Anne Marie McCarthy, Penn Medicine Biobank

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External Validation of a Mammography-Derived AI-Based Risk Model in a U.S. Breast Cancer Screening Cohort of White and Black Women by Aimilia Gastounioti, Mikael Eriksson, Eric A. Cohen, Walter Mankowski, Lauren Pantalone, Sarah Ehsan, Anne Marie McCarthy, Despina Kontos, Per Hall, Emily F. Conant

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Impact of Interobserver Variability in Manual Segmentation of Non-Small Cell Lung Cancer (NSCLC) Applying Low-Rank Radiomic Representation on Computed Tomography by Michelle Hershman, Bardia Yousefi, Lacey Serletti, Maya Galperin-Aizenberg, Leonid Roshkovan, José Marcio Luna, Jeffrey C. Thompson, Charu Aggarwal, Erica L. Carpenter, Despina Kontos, Sharyn I. Katz

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Radiomic phenotyping of the lung parenchyma in a lung cancer screening cohort by Babak Haghighi, Hannah Horng, Peter B. Noël, Eric A. Cohen, Lauren Pantalone, Anil Vachani, Katharine A. Rendle, Jocelyn Wainwright, Chelsea Saia, Russel T. Shinohara, Eduardo Mortani Barbosa, Despina Kontos

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Expert tumor annotations and radiomics for locally advanced breast cancer in DCE-MRI for ACRIN 6657/I-SPY1 by Rhea Chitalia, Sarthak Pati, Megh Bhalerao, Siddhesh Pravin Thakur, Nariman Jahani, Vivian Belenky, Elizabeth S. McDonald, Jessica Gibbs, David C. Newitt, Nola M. Hylton, Despina Kontos, Spyridon Bakas

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Radiomic Phenotypes for Improving Early Prediction of Survival in Stage III Non-Small Cell Lung Cancer Adenocarcinoma after Chemoradiation by José Marcio Luna, Andrew R. Barsky, Russell T. Shinohara, Leonid Roshkovan, Michelle Hershman, Alexandra D. Dreyfuss, Hannah Horng, Carolyn Lou, Peter B. Noël, Keith A. Cengel, Sharyn Katz, Eric S. Diffenderfer, Despina Kontos

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Machine learning highlights the deficiency of conventional dosimetric constraints for prevention of high-grade radiation esophagitis in non-small cell lung cancer treated with chem... by José Marcio Luna, Hann-Hsiang Chao, Russel T. Shinohara, Lyle H. Ungar, Keith A. Cengel, Daniel A. Pryma, Chidambaram Chinniah, Abigail T. Berman, Sharyn I. Katz, Despina Kontos, Charles B. Simone, II, Eric S. Diffenderfer

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Validation of Breast Cancer Risk Models by Race/Ethnicity, Family History and Molecular Subtypes by Anne Marie McCarthy, Yi Liu, Sarah Ehsan, Zoe Guan, Jane Liang, Theodore Huang, Kevin Hughes, Alan Semine, Despina Kontos, Emily Conant, Constance Lehman, Katrina Armstrong, Danielle Braun, Giovanni Parmigiani, Jinbo Chen

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Radiomic tumor phenotypes augment molecular profiling in predicting recurrence free survival after breast neoadjuvant chemotherapy by Rhea Chitalia, Marios Miliotis, Nariman Jahani, Spyros Tastsoglou, Elizabeth S. McDonald, Vivian Belenky, Eric A. Cohen, David Newitt, Laura J. van’t Veer, Laura Esserman, Nola Hylton, Angela DeMichele, Artemis Hatzigeorgiou, Despina Kontos

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Incorporating Robustness to Imaging Physics into Radiomic Feature Selection for Breast Cancer Risk Estimation by Raymond J. Acciavatti, Eric A. Cohen, Omid Haji Maghsoudi, Aimilia Gastounioti, Lauren Pantalone, Meng-Kang Hsieh, Emily F. Conant, Christopher G. Scott, Stacey J. Winham, Karla Kerlikowske, Celine Vachon, Andrew D. A. Maidment, Despina Kontos

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Development of a robust radiomic biomarker of progression-free survival in advanced non-small cell lung cancer patients treated with first-line immunotherapy by Apurva Singh, Hannah Horng, Leonid Roshkovan, Joanna K. Weeks, Michelle Hershman, Peter Noël, José Marcio Luna, Eric A. Cohen, Lauren Pantalone, Russell T. Shinohara, Joshua M. Bauml, Jeffrey C. Thompson, Charu Aggarwal, Erica L. Carpenter, Sharyn I. Katz, Despina Kontos

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Association of breast cancer with MRI background parenchymal enhancement: the IMAGINE case-control study by Gordon P. Watt, Janice Sung, Elizabeth A. Morris, Saundra S. Buys, Angela R. Bradbury, Jennifer D. Brooks, Emily F. Conant, Susan P. Weinstein, Despina Kontos, Meghan Woods, Sarah V. Colonna, Xiaolin Liang, Matthew A. Stein, Malcolm C. Pike, Jonine L. Bernstein

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Interactive Machine Learning-Based Multi-Label Segmentation of Solid Tumors and Organs by Dimitrios Bounias, Ashish Singh, Spyridon Bakas, Sarthak Pati, Saima Rathore, Hamed Akbari, Michel Bilello, Benjamin A. Greenberger, Joseph Lombardo, Rhea D. Chitalia, Nariman Jahani, Aimilia Gastounioti, Michelle Hershman, Leonid Roshkovan, Sharyn I. Katz, Bardia Yousefi, Carolyn Lou, Amber L. Simpson, Richard K. G. Do, Russell T. Shinohara, Despina Kontos, Konstantina Nikita, Christos Davatzikos

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