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The University of Pennsylvania glioblastoma (UPenn-GBM) cohort: advanced MRI, clinical, genomics, & radiomics.
Bakas S, Sako C, Akbari H, Bilello M, Sotiras A, Shukla G, Rudie JD, Santamaría NF, Kazerooni AF, Pati S, Rathore S, Mamourian E, Ha SM, Parker W, Doshi J, Baid U, Bergman M, Binder ZA, Verma R, Lustig RA, Desai AS, Bagley SJ, Mourelatos Z, Morrissette J, Watt CD, Brem S, Wolf RL, Melhem ER, Nasrallah MP, Mohan S, O'Rourke DM, Davatzikos C. Bakas S, et al. Among authors: shukla g. Sci Data. 2022 Jul 29;9(1):453. doi: 10.1038/s41597-022-01560-7. Sci Data. 2022. PMID: 35906241 Free PMC article.
Histopathology-validated machine learning radiographic biomarker for noninvasive discrimination between true progression and pseudo-progression in glioblastoma.
Akbari H, Rathore S, Bakas S, Nasrallah MP, Shukla G, Mamourian E, Rozycki M, Bagley SJ, Rudie JD, Flanders AE, Dicker AP, Desai AS, O'Rourke DM, Brem S, Lustig R, Mohan S, Wolf RL, Bilello M, Martinez-Lage M, Davatzikos C. Akbari H, et al. Among authors: shukla g. Cancer. 2020 Jun 1;126(11):2625-2636. doi: 10.1002/cncr.32790. Epub 2020 Mar 4. Cancer. 2020. PMID: 32129893 Free PMC article.
AI-based prognostic imaging biomarkers for precision neuro-oncology: the ReSPOND consortium.
Davatzikos C, Barnholtz-Sloan JS, Bakas S, Colen R, Mahajan A, Quintero CB, Capellades Font J, Puig J, Jain R, Sloan AE, Badve C, Marcus DS, Seong Choi Y, Lee SK, Chang JH, Poisson LM, Griffith B, Dicker AP, Flanders AE, Booth TC, Rathore S, Akbari H, Sako C, Bilello M, Shukla G, Fathi Kazerooni A, Brem S, Lustig R, Mohan S, Bagley S, Nasrallah M, O'Rourke DM. Davatzikos C, et al. Among authors: shukla g. Neuro Oncol. 2020 Jun 9;22(6):886-888. doi: 10.1093/neuonc/noaa045. Neuro Oncol. 2020. PMID: 32152622 Free PMC article. No abstract available.
Cancer Imaging Phenomics via CaPTk: Multi-Institutional Prediction of Progression-Free Survival and Pattern of Recurrence in Glioblastoma.
Fathi Kazerooni A, Akbari H, Shukla G, Badve C, Rudie JD, Sako C, Rathore S, Bakas S, Pati S, Singh A, Bergman M, Ha SM, Kontos D, Nasrallah M, Bagley SJ, Lustig RA, O'Rourke DM, Sloan AE, Barnholtz-Sloan JS, Mohan S, Bilello M, Davatzikos C. Fathi Kazerooni A, et al. Among authors: shukla g. JCO Clin Cancer Inform. 2020 Mar;4:234-244. doi: 10.1200/CCI.19.00121. JCO Clin Cancer Inform. 2020. PMID: 32191542 Free PMC article.
Overall survival prediction in glioblastoma patients using structural magnetic resonance imaging (MRI): advanced radiomic features may compensate for lack of advanced MRI modalities.
Bakas S, Shukla G, Akbari H, Erus G, Sotiras A, Rathore S, Sako C, Min Ha S, Rozycki M, Shinohara RT, Bilello M, Davatzikos C. Bakas S, et al. Among authors: shukla g. J Med Imaging (Bellingham). 2020 May;7(3):031505. doi: 10.1117/1.JMI.7.3.031505. Epub 2020 Jun 9. J Med Imaging (Bellingham). 2020. PMID: 32566694 Free PMC article.
Brain extraction on MRI scans in presence of diffuse glioma: Multi-institutional performance evaluation of deep learning methods and robust modality-agnostic training.
Thakur S, Doshi J, Pati S, Rathore S, Sako C, Bilello M, Ha SM, Shukla G, Flanders A, Kotrotsou A, Milchenko M, Liem S, Alexander GS, Lombardo J, Palmer JD, LaMontagne P, Nazeri A, Talbar S, Kulkarni U, Marcus D, Colen R, Davatzikos C, Erus G, Bakas S. Thakur S, et al. Among authors: shukla g. Neuroimage. 2020 Oct 15;220:117081. doi: 10.1016/j.neuroimage.2020.117081. Epub 2020 Jun 27. Neuroimage. 2020. PMID: 32603860 Free PMC article.
Integrative radiomic analysis for pre-surgical prognostic stratification of glioblastoma patients: from advanced to basic MRI protocols.
Bakas S, Shukla G, Akbari H, Erus G, Sotiras A, Rathore S, Sako C, Min Ha S, Rozycki M, Singh A, Shinohara R, Bilello M, Davatzikos C. Bakas S, et al. Among authors: shukla g. Proc SPIE Int Soc Opt Eng. 2020 Feb;11315:113151S. doi: 10.1117/12.2566505. Epub 2020 Mar 16. Proc SPIE Int Soc Opt Eng. 2020. PMID: 33746333 Free PMC article.
595 results