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Federated learning for predicting clinical outcomes in patients with COVID-19.
Dayan I, Roth HR, Zhong A, Harouni A, Gentili A, Abidin AZ, Liu A, Costa AB, Wood BJ, Tsai CS, Wang CH, Hsu CN, Lee CK, Ruan P, Xu D, Wu D, Huang E, Kitamura FC, Lacey G, de Antônio Corradi GC, Nino G, Shin HH, Obinata H, Ren H, Crane JC, Tetreault J, Guan J, Garrett JW, Kaggie JD, Park JG, Dreyer K, Juluru K, Kersten K, Rockenbach MABC, Linguraru MG, Haider MA, AbdelMaseeh M, Rieke N, Damasceno PF, E Silva PMC, Wang P, Xu S, Kawano S, Sriswasdi S, Park SY, Grist TM, Buch V, Jantarabenjakul W, Wang W, Tak WY, Li X, Lin X, Kwon YJ, Quraini A, Feng A, Priest AN, Turkbey B, Glicksberg B, Bizzo B, Kim BS, Tor-Díez C, Lee CC, Hsu CJ, Lin C, Lai CL, Hess CP, Compas C, Bhatia D, Oermann EK, Leibovitz E, Sasaki H, Mori H, Yang I, Sohn JH, Murthy KNK, Fu LC, de Mendonça MRF, Fralick M, Kang MK, Adil M, Gangai N, Vateekul P, Elnajjar P, Hickman S, Majumdar S, McLeod SL, Reed S, Gräf S, Harmon S, Kodama T, Puthanakit T, Mazzulli T, de Lavor VL, Rakvongthai Y, Lee YR, Wen Y, Gilbert FJ, Flores MG, Li Q. Dayan I, et al. Among authors: gangai n. Nat Med. 2021 Oct;27(10):1735-1743. doi: 10.1038/s41591-021-01506-3. Epub 2021 Sep 15. Nat Med. 2021. PMID: 34526699 Free PMC article.
Federated Learning used for predicting outcomes in SARS-COV-2 patients.
Flores M, Dayan I, Roth H, Zhong A, Harouni A, Gentili A, Abidin A, Liu A, Costa A, Wood B, Tsai CS, Wang CH, Hsu CN, Lee CK, Ruan C, Xu D, Wu D, Huang E, Kitamura F, Lacey G, César de Antônio Corradi G, Shin HH, Obinata H, Ren H, Crane J, Tetreault J, Guan J, Garrett J, Park JG, Dreyer K, Juluru K, Kersten K, Bezerra Cavalcanti Rockenbach MA, Linguraru M, Haider M, AbdelMaseeh M, Rieke N, Damasceno P, Cruz E Silva PM, Wang P, Xu S, Kawano S, Sriswasdi S, Park SY, Grist T, Buch V, Jantarabenjakul W, Wang W, Tak WY, Li X, Lin X, Kwon F, Gilbert F, Kaggie J, Li Q, Quraini A, Feng A, Priest A, Turkbey B, Glicksberg B, Bizzo B, Kim BS, Tor-Diez C, Lee CC, Hsu CJ, Lin C, Lai CL, Hess C, Compas C, Bhatia D, Oermann E, Leibovitz E, Sasaki H, Mori H, Yang I, Sohn JH, Keshava Murthy KN, Fu LC, Furtado de Mendonça MR, Fralick M, Kang MK, Adil M, Gangai N, Vateekul P, Elnajjar P, Hickman S, Majumdar S, McLeod S, Reed S, Graf S, Harmon S, Kodama T, Puthanakit T, Mazzulli T, de Lima Lavor V, Rakvongthai Y, Lee YR, Wen Y. Flores M, et al. Among authors: gangai n. Res Sq [Preprint]. 2021 Jan 8:rs.3.rs-126892. doi: 10.21203/rs.3.rs-126892/v1. Res Sq. 2021. PMID: 33442676 Free PMC article. Updated. Preprint.
Patterns of Metastatic Disease in Patients with Cancer Derived from Natural Language Processing of Structured CT Radiology Reports over a 10-year Period.
Do RKG, Lupton K, Causa Andrieu PI, Luthra A, Taya M, Batch K, Nguyen H, Rahurkar P, Gazit L, Nicholas K, Fong CJ, Gangai N, Schultz N, Zulkernine F, Sevilimedu V, Juluru K, Simpson A, Hricak H. Do RKG, et al. Among authors: gangai n. Radiology. 2021 Oct;301(1):115-122. doi: 10.1148/radiol.2021210043. Epub 2021 Aug 3. Radiology. 2021. PMID: 34342503 Free PMC article.
FDG PET/CT imaging features and clinical utility in COVID-19.
Yeh R, Elsakka A, Wray R, Johnston RP, Gangai NC, Yarmohammadi H, Schoder H, Pandit-Taskar N. Yeh R, et al. Among authors: gangai nc. Clin Imaging. 2021 Dec;80:262-267. doi: 10.1016/j.clinimag.2021.08.002. Epub 2021 Aug 8. Clin Imaging. 2021. PMID: 34418873 Free PMC article.
Multimodal data integration using machine learning improves risk stratification of high-grade serous ovarian cancer.
Boehm KM, Aherne EA, Ellenson L, Nikolovski I, Alghamdi M, Vázquez-García I, Zamarin D, Long Roche K, Liu Y, Patel D, Aukerman A, Pasha A, Rose D, Selenica P, Causa Andrieu PI, Fong C, Capanu M, Reis-Filho JS, Vanguri R, Veeraraghavan H, Gangai N, Sosa R, Leung S, McPherson A, Gao J; MSK MIND Consortium; Lakhman Y, Shah SP. Boehm KM, et al. Among authors: gangai n. Nat Cancer. 2022 Jun;3(6):723-733. doi: 10.1038/s43018-022-00388-9. Epub 2022 Jun 28. Nat Cancer. 2022. PMID: 35764743 Free PMC article.
Synoptic Reporting for Pretreatment CT Examination in Patients With Advanced Ovarian Cancer: Impact on Documentation of Disease Sites and Physician Satisfaction.
Andrieu PC, Nikolovski I, Juluru K, Sadowski E, Gangai N, Zheng J, Capanu M, Praiss AM, Nougaret S, Shinagare AB, Ma W, Torrisi JM, Sonoda Y, Chi DS, Lakhman Y; Memorial Sloan Kettering Cancer Center Team Ovary. Andrieu PC, et al. Among authors: gangai n. AJR Am J Roentgenol. 2023 Dec;221(6):760-772. doi: 10.2214/AJR.23.29096. Epub 2023 Jul 12. AJR Am J Roentgenol. 2023. PMID: 37436033
MRI radiomics features of mesorectal fat can predict response to neoadjuvant chemoradiation therapy and tumor recurrence in patients with locally advanced rectal cancer.
Jayaprakasam VS, Paroder V, Gibbs P, Bajwa R, Gangai N, Sosa RE, Petkovska I, Golia Pernicka JS, Fuqua JL 3rd, Bates DDB, Weiser MR, Cercek A, Gollub MJ. Jayaprakasam VS, et al. Among authors: gangai n. Eur Radiol. 2022 Feb;32(2):971-980. doi: 10.1007/s00330-021-08144-w. Epub 2021 Jul 29. Eur Radiol. 2022. PMID: 34327580 Free PMC article.
36 results