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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: lamontagne p. medRxiv [Preprint]. 2023 Dec 30:2023.12.29.23300642. doi: 10.1101/2023.12.29.23300642. medRxiv. 2023. PMID: 38234857 Free PMC article. Preprint.
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.
β-amyloid PET harmonisation across longitudinal studies: Application to AIBL, ADNI and OASIS3.
Bourgeat P, Doré V, Burnham SC, Benzinger T, Tosun D, Li S, Goyal M, LaMontagne P, Jin L, Rowe CC, Weiner MW, Morris JC, Masters CL, Fripp J, Villemagne VL; Alzheimer's Disease Neuroimaging Initiative, OASIS3, and the AIBL research group. Bourgeat P, et al. Among authors: lamontagne p. Neuroimage. 2022 Nov 15;262:119527. doi: 10.1016/j.neuroimage.2022.119527. Epub 2022 Jul 30. Neuroimage. 2022. PMID: 35917917 Free PMC article.
Gene-SGAN: a method for discovering disease subtypes with imaging and genetic signatures via multi-view weakly-supervised deep clustering.
Yang Z, Wen J, Abdulkadir A, Cui Y, Erus G, Mamourian E, Melhem R, Srinivasan D, Govindarajan ST, Chen J, Habes M, Masters CL, Maruff P, Fripp J, Ferrucci L, Albert MS, Johnson SC, Morris JC, LaMontagne P, Marcus DS, Benzinger TLS, Wolk DA, Shen L, Bao J, Resnick SM, Shou H, Nasrallah IM, Davatzikos C. Yang Z, et al. Among authors: lamontagne p. ArXiv [Preprint]. 2023 Jan 25:arXiv:2301.10772v1. ArXiv. 2023. PMID: 36748000 Free PMC article. Updated. Preprint.
A universal neocortical mask for Centiloid quantification.
Bourgeat P, Doré V, Rowe CC, Benzinger T, Tosun D, Goyal MS, LaMontagne P, Jin L, Weiner MW, Masters CL, Fripp J, Villemagne VL; Alzheimer's Disease Neuroimaging Initiative; OASIS3, and the AIBL research group. Bourgeat P, et al. Among authors: lamontagne p. Alzheimers Dement (Amst). 2023 Jul 21;15(3):e12457. doi: 10.1002/dad2.12457. eCollection 2023 Jul-Sep. Alzheimers Dement (Amst). 2023. PMID: 37492802 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: lamontagne p. 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
Gene-SGAN: discovering disease subtypes with imaging and genetic signatures via multi-view weakly-supervised deep clustering.
Yang Z, Wen J, Abdulkadir A, Cui Y, Erus G, Mamourian E, Melhem R, Srinivasan D, Govindarajan ST, Chen J, Habes M, Masters CL, Maruff P, Fripp J, Ferrucci L, Albert MS, Johnson SC, Morris JC, LaMontagne P, Marcus DS, Benzinger TLS, Wolk DA, Shen L, Bao J, Resnick SM, Shou H, Nasrallah IM, Davatzikos C. Yang Z, et al. Among authors: lamontagne p. Nat Commun. 2024 Jan 8;15(1):354. doi: 10.1038/s41467-023-44271-2. Nat Commun. 2024. PMID: 38191573 Free PMC article.
53 results