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A deep learning framework identifies dimensional representations of Alzheimer's Disease from brain structure.
Yang Z, Nasrallah IM, Shou H, Wen J, Doshi J, Habes M, Erus G, Abdulkadir A, Resnick SM, Albert MS, Maruff P, Fripp J, Morris JC, Wolk DA, Davatzikos C; iSTAGING Consortium; Baltimore Longitudinal Study of Aging (BLSA); Alzheimer’s Disease Neuroimaging Initiative (ADNI). Yang Z, et al. Nat Commun. 2021 Dec 3;12(1):7065. doi: 10.1038/s41467-021-26703-z. Nat Commun. 2021. PMID: 34862382 Free PMC article.
Genomic loci influence patterns of structural covariance in the human brain.
Wen J, Nasrallah IM, Abdulkadir A, Satterthwaite TD, Yang Z, Erus G, Robert-Fitzgerald T, Singh A, Sotiras A, Boquet-Pujadas A, Mamourian E, Doshi J, Cui Y, Srinivasan D, Skampardoni I, Chen J, Hwang G, Bergman M, Bao J, Veturi Y, Zhou Z, Yang S, Dazzan P, Kahn RS, Schnack HG, Zanetti MV, Meisenzahl E, Busatto GF, Crespo-Facorro B, Pantelis C, Wood SJ, Zhuo C, Shinohara RT, Gur RC, Gur RE, Koutsouleris N, Wolf DH, Saykin AJ, Ritchie MD, Shen L, Thompson PM, Colliot O, Wittfeld K, Grabe HJ, Tosun D, Bilgel M, An Y, Marcus DS, LaMontagne P, Heckbert SR, Austin TR, Launer LJ, Espeland M, Masters CL, Maruff P, Fripp J, Johnson SC, Morris JC, Albert MS, Bryan RN, Resnick SM, Fan Y, Habes M, Wolk D, Shou H, Davatzikos C. Wen J, et al. Among authors: sotiras a. Proc Natl Acad Sci U S A. 2023 Dec 26;120(52):e2300842120. doi: 10.1073/pnas.2300842120. Epub 2023 Dec 21. Proc Natl Acad Sci U S A. 2023. PMID: 38127979
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: sotiras a. medRxiv [Preprint]. 2023 Dec 30:2023.12.29.23300642. doi: 10.1101/2023.12.29.23300642. medRxiv. 2023. PMID: 38234857 Free PMC article. Preprint.
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: sotiras a. 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.
Multi-scale semi-supervised clustering of brain images: Deriving disease subtypes.
Wen J, Varol E, Sotiras A, Yang Z, Chand GB, Erus G, Shou H, Abdulkadir A, Hwang G, Dwyer DB, Pigoni A, Dazzan P, Kahn RS, Schnack HG, Zanetti MV, Meisenzahl E, Busatto GF, Crespo-Facorro B, Rafael RG, Pantelis C, Wood SJ, Zhuo C, Shinohara RT, Fan Y, Gur RC, Gur RE, Satterthwaite TD, Koutsouleris N, Wolf DH, Davatzikos C; Alzheimer's Disease Neuroimaging Initiative. Wen J, et al. Among authors: sotiras a. Med Image Anal. 2022 Jan;75:102304. doi: 10.1016/j.media.2021.102304. Epub 2021 Nov 11. Med Image Anal. 2022. PMID: 34818611 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. Among authors: sotiras a. Brain Commun. 2022 May 7;4(3):fcac117. doi: 10.1093/braincomms/fcac117. eCollection 2022. Brain Commun. 2022. PMID: 35611306 Free PMC article.
84 results