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Deep Generative Medical Image Harmonization for Improving Cross-Site Generalization in Deep Learning Predictors.
Bashyam VM, Doshi J, Erus G, Srinivasan D, Abdulkadir A, Singh A, Habes M, Fan Y, Masters CL, Maruff P, Zhuo C, Völzke H, Johnson SC, Fripp J, Koutsouleris N, Satterthwaite TD, Wolf DH, Gur RE, Gur RC, Morris JC, Albert MS, Grabe HJ, Resnick SM, Bryan NR, Wittfeld K, Bülow R, Wolk DA, Shou H, Nasrallah IM, Davatzikos C; iSTAGING and PHENOM consortia. Bashyam VM, et al. Among authors: bryan nr. J Magn Reson Imaging. 2022 Mar;55(3):908-916. doi: 10.1002/jmri.27908. Epub 2021 Sep 25. J Magn Reson Imaging. 2022. PMID: 34564904 Free PMC article.
Disentangling Alzheimer's disease neurodegeneration from typical brain ageing using machine learning.
Hwang G, Abdulkadir A, Erus G, Habes M, Pomponio R, Shou H, Doshi J, Mamourian E, Rashid T, Bilgel M, Fan Y, Sotiras A, Srinivasan D, Morris JC, Albert MS, Bryan NR, Resnick SM, Nasrallah IM, Davatzikos C, Wolk DA; from the iSTAGING consortium; ADNI. Hwang G, et al. Brain Commun. 2022 May 7;4(3):fcac117. doi: 10.1093/braincomms/fcac117. eCollection 2022. Brain Commun. 2022. PMID: 35611306 Free PMC article.
Multiscale functional connectivity patterns of the aging brain learned from harmonized rsfMRI data of the multi-cohort iSTAGING study.
Zhou Z, Li H, Srinivasan D, Abdulkadir A, Nasrallah IM, Wen J, Doshi J, Erus G, Mamourian E, Bryan NR, Wolk DA, Beason-Held L, Resnick SM, Satterthwaite TD, Davatzikos C, Shou H, Fan Y; ISTAGING Consortium. Zhou Z, et al. Neuroimage. 2023 Apr 1;269:119911. doi: 10.1016/j.neuroimage.2023.119911. Epub 2023 Jan 30. Neuroimage. 2023. PMID: 36731813 Free PMC article.
Five dominant dimensions of brain aging are identified via deep learning: associations with clinical, lifestyle, and genetic measures.
Yang Z, Wen J, Erus G, Govindarajan ST, Melhem R, Mamourian E, Cui Y, Srinivasan D, Abdulkadir A, Parmpi P, Wittfeld K, Grabe HJ, Bülow R, Frenzel S, Tosun D, Bilgel M, An Y, Yi D, Marcus DS, LaMontagne P, Benzinger TLS, Heckbert SR, Austin TR, Waldstein SR, Evans MK, Zonderman AB, Launer LJ, Sotiras A, Espeland MA, Masters CL, Maruff P, Fripp J, Toga A, O'Bryant S, Chakravarty MM, Villeneuve S, Johnson SC, Morris JC, Albert MS, Yaffe K, Völzke H, Ferrucci L, Bryan NR, Shinohara RT, Fan Y, Habes M, Lalousis PA, Koutsouleris N, Wolk DA, Resnick SM, Shou H, Nasrallah IM, Davatzikos C. Yang Z, et al. Among authors: bryan nr. medRxiv [Preprint]. 2023 Dec 30:2023.12.29.23300642. doi: 10.1101/2023.12.29.23300642. medRxiv. 2023. PMID: 38234857 Free PMC article. Preprint.
290 results