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Page 1
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: sako c. Neuro Oncol. 2024 Dec 12:noae260. doi: 10.1093/neuonc/noae260. Online ahead of print. Neuro Oncol. 2024. PMID: 39665363
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: sako c. 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.
Predicting peritumoral glioblastoma infiltration and subsequent recurrence using deep-learning-based analysis of multi-parametric magnetic resonance imaging.
Kwak S, Akbari H, Garcia JA, Mohan S, Dicker Y, Sako C, Matsumoto Y, Nasrallah MP, Shalaby M, O'Rourke DM, Shinohara RT, Liu F, Badve C, Barnholtz-Sloan JS, Sloan AE, Lee M, Jain R, Cepeda S, Chakravarti A, Palmer JD, Dicker AP, Shukla G, Flanders AE, Shi W, Woodworth GF, Davatzikos C. Kwak S, et al. Among authors: sako c. J Med Imaging (Bellingham). 2024 Sep;11(5):054001. doi: 10.1117/1.JMI.11.5.054001. Epub 2024 Aug 30. J Med Imaging (Bellingham). 2024. PMID: 39220048
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: sako c. 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: sako c. 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: sako c. 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: sako c. 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.
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: sako c. 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.
Clinical measures, radiomics, and genomics offer synergistic value in AI-based prediction of overall survival in patients with glioblastoma.
Fathi Kazerooni A, Saxena S, Toorens E, Tu D, Bashyam V, Akbari H, Mamourian E, Sako C, Koumenis C, Verginadis I, Verma R, Shinohara RT, Desai AS, Lustig RA, Brem S, Mohan S, Bagley SJ, Ganguly T, O'Rourke DM, Bakas S, Nasrallah MP, Davatzikos C. Fathi Kazerooni A, et al. Among authors: sako c. Sci Rep. 2022 May 24;12(1):8784. doi: 10.1038/s41598-022-12699-z. Sci Rep. 2022. PMID: 35610333 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: sako c. Sci Data. 2022 Jul 29;9(1):453. doi: 10.1038/s41597-022-01560-7. Sci Data. 2022. PMID: 35906241 Free PMC article.
33 results