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Machine Learning-based Prognostic Subgrouping of Glioblastoma: A Multi-center Study.
Akbari H, Bakas S, Sako C, Fathi Kazerooni A, Villanueva-Meyer J, Garcia JA, Mamourian E, Liu F, Cao Q, Shinohara RT, Baid U, Getka A, Pati S, Singh A, Calabrese E, Chang S, Rudie J, Sotiras A, LaMontagne P, Marcus DS, Milchenko M, Nazeri A, Balana C, Capellades J, Puig J, Badve C, Barnholtz-Sloan JS, Sloan AE, Vadmal V, Waite K, Ak M, Colen RR, Park YW, Ahn SS, Chang JH, Choi YS, Lee SK, Alexander GS, Ali AS, Dicker AP, Flanders AE, Liem S, Lombardo J, Shi W, Shukla G, Griffith B, Poisson LM, Rogers LR, Kotrotsou A, Booth TC, Jain R, Lee M, Mahajan A, Chakravarti A, Palmer JD, DiCostanzo D, Fathallah-Shaykh H, Cepeda S, Santonocito OS, Di Stefano AL, Wiestler B, Melhem ER, Woodworth GF, Tiwari P, Valdes P, Matsumoto Y, Otani Y, Imoto R, Aboian M, Koizumi S, Kurozumi K, Kawakatsu T, Alexander K, Satgunaseelan L, Rulseh AM, Bagley SJ, Bilello M, Binder ZA, Brem S, Desai AS, Lustig RA, Maloney E, Prior T, Amankulor N, Nasrallah MLP, O'Rourke DM, Mohan S, Davatzikos C; ReSPOND consortium. Akbari H, et al. Among authors: pati s. Neuro Oncol. 2024 Dec 12:noae260. doi: 10.1093/neuonc/noae260. Online ahead of print. Neuro Oncol. 2024. PMID: 39665363
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: pati s. 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.
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: pati s. Neuroimage. 2020 Oct 15;220:117081. doi: 10.1016/j.neuroimage.2020.117081. Epub 2020 Jun 27. Neuroimage. 2020. PMID: 32603860 Free PMC article.
Multi-institutional noninvasive in vivo characterization of IDH, 1p/19q, and EGFRvIII in glioma using neuro-Cancer Imaging Phenomics Toolkit (neuro-CaPTk).
Rathore S, Mohan S, Bakas S, Sako C, Badve C, Pati S, Singh A, Bounias D, Ngo P, Akbari H, Gastounioti A, Bergman M, Bilello M, Shinohara RT, Yushkevich P, O'Rourke DM, Sloan AE, Kontos D, Nasrallah MP, Barnholtz-Sloan JS, Davatzikos C. Rathore S, et al. Among authors: pati s. Neurooncol Adv. 2021 Jan 23;2(Suppl 4):iv22-iv34. doi: 10.1093/noajnl/vdaa128. eCollection 2020 Dec. Neurooncol Adv. 2021. PMID: 33521638 Free PMC article.
Interactive Machine Learning-Based Multi-Label Segmentation of Solid Tumors and Organs.
Bounias D, Singh A, Bakas S, Pati S, Rathore S, Akbari H, Bilello M, Greenberger BA, Lombardo J, Chitalia RD, Jahani N, Gastounioti A, Hershman M, Roshkovan L, Katz SI, Yousefi B, Lou C, Simpson AL, Do RKG, Shinohara RT, Kontos D, Nikita K, Davatzikos C. Bounias D, et al. Among authors: pati s. Appl Sci (Basel). 2021 Aug 2;11(16):7488. doi: 10.3390/app11167488. Epub 2021 Aug 15. Appl Sci (Basel). 2021. PMID: 34621541 Free PMC article.
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: pati s. Sci Data. 2022 Jul 29;9(1):453. doi: 10.1038/s41597-022-01560-7. Sci Data. 2022. PMID: 35906241 Free PMC article.
1,215 results