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For: An L, Adeli E, Liu M, Zhang J, Lee SW, Shen D. A Hierarchical Feature and Sample Selection Framework and Its Application for Alzheimer's Disease Diagnosis. Sci Rep 2017;7:45269. [PMID: 28358032 PMCID: PMC5372170 DOI: 10.1038/srep45269] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2016] [Accepted: 02/23/2017] [Indexed: 11/09/2022]  Open
Number Cited by Other Article(s)
1
Barnett EJ, Hess JL, Hou J, Escott-Price V, Fennema-Notestine C, Kremen W, Lin SJ, Zhang C, Gaiteri C, Elman J, Holmans P, Faraone SV, Glatt SJ. A Novel Method to Disentangle Tightly Linked Risk and Resilience Genes for Brain Disorders: Application to Alzheimer's Disease. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2025:2025.02.26.25322962. [PMID: 40061341 PMCID: PMC11888503 DOI: 10.1101/2025.02.26.25322962] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 03/16/2025]
2
Wang R, Gao L, Zhang X, Han J, the Alzheimer's Disease Neuroimaging Initiative. SVFR: A novel slice-to-volume feature representation framework using deep neural networks and a clustering model for the diagnosis of Alzheimer's disease. Heliyon 2024;10:e23008. [PMID: 38148809 PMCID: PMC10750062 DOI: 10.1016/j.heliyon.2023.e23008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Revised: 09/30/2023] [Accepted: 11/23/2023] [Indexed: 12/28/2023]  Open
3
Barnett EJ, Onete DG, Salekin A, Faraone SV. Genomic Machine Learning Meta-regression: Insights on Associations of Study Features With Reported Model Performance. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2024;21:169-177. [PMID: 38109236 DOI: 10.1109/tcbb.2023.3343808] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/20/2023]
4
Huang W, Tan K, Zhang Z, Hu J, Dong S. A Review of Fusion Methods for Omics and Imaging Data. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2023;20:74-93. [PMID: 35044920 DOI: 10.1109/tcbb.2022.3143900] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
5
Mirabnahrazam G, Ma D, Beaulac C, Lee S, Popuri K, Lee H, Cao J, Galvin JE, Wang L, Beg MF. Predicting time-to-conversion for dementia of Alzheimer's type using multi-modal deep survival analysis. Neurobiol Aging 2023;121:139-156. [PMID: 36442416 PMCID: PMC10535369 DOI: 10.1016/j.neurobiolaging.2022.10.005] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Revised: 10/08/2022] [Accepted: 10/11/2022] [Indexed: 11/27/2022]
6
Li L, Yu X, Sheng C, Jiang X, Zhang Q, Han Y, Jiang J. A review of brain imaging biomarker genomics in Alzheimer’s disease: implementation and perspectives. Transl Neurodegener 2022;11:42. [PMID: 36109823 PMCID: PMC9476275 DOI: 10.1186/s40035-022-00315-z] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2022] [Accepted: 08/24/2022] [Indexed: 11/25/2022]  Open
7
Ko W, Jung W, Jeon E, Suk HI. A Deep Generative-Discriminative Learning for Multimodal Representation in Imaging Genetics. IEEE TRANSACTIONS ON MEDICAL IMAGING 2022;41:2348-2359. [PMID: 35344489 DOI: 10.1109/tmi.2022.3162870] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
8
Tufail AB, Ullah K, Khan RA, Shakir M, Khan MA, Ullah I, Ma YK, Ali MS. On Improved 3D-CNN-Based Binary and Multiclass Classification of Alzheimer's Disease Using Neuroimaging Modalities and Data Augmentation Methods. JOURNAL OF HEALTHCARE ENGINEERING 2022;2022:1302170. [PMID: 35186220 PMCID: PMC8856791 DOI: 10.1155/2022/1302170] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/24/2021] [Revised: 01/17/2022] [Accepted: 01/20/2022] [Indexed: 12/15/2022]
9
Mirabnahrazam G, Ma D, Lee S, Popuri K, Lee H, Cao J, Wang L, Galvin JE, Beg MF, Alzheimer’s Disease Neuroimaging Initiative. Machine Learning Based Multimodal Neuroimaging Genomics Dementia Score for Predicting Future Conversion to Alzheimer's Disease. J Alzheimers Dis 2022;87:1345-1365. [PMID: 35466939 PMCID: PMC9195128 DOI: 10.3233/jad-220021] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
10
Rowe TW, Katzourou IK, Stevenson-Hoare JO, Bracher-Smith MR, Ivanov DK, Escott-Price V. Machine learning for the life-time risk prediction of Alzheimer's disease: a systematic review. Brain Commun 2021;3:fcab246. [PMID: 34805994 PMCID: PMC8598986 DOI: 10.1093/braincomms/fcab246] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2021] [Revised: 06/30/2021] [Accepted: 07/19/2021] [Indexed: 12/23/2022]  Open
11
Yuan S, Li H, Wu J, Sun X. Classification of Mild Cognitive Impairment With Multimodal Data Using Both Labeled and Unlabeled Samples. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2021;18:2281-2290. [PMID: 33471765 DOI: 10.1109/tcbb.2021.3053061] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
12
Bloch L, Friedrich CM, for the Alzheimer’s Disease Neuroimaging Initiative. Data analysis with Shapley values for automatic subject selection in Alzheimer's disease data sets using interpretable machine learning. Alzheimers Res Ther 2021;13:155. [PMID: 34526114 PMCID: PMC8444618 DOI: 10.1186/s13195-021-00879-4] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Accepted: 07/21/2021] [Indexed: 12/22/2022]
13
Shojaie M, Tabarestani S, Cabrerizo M, DeKosky ST, Vaillancourt DE, Loewenstein D, Duara R, Adjouadi M. PET Imaging of Tau Pathology and Amyloid-β, and MRI for Alzheimer's Disease Feature Fusion and Multimodal Classification. J Alzheimers Dis 2021;84:1497-1514. [PMID: 34719488 PMCID: PMC11572958 DOI: 10.3233/jad-210064] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
14
Lei M, Miyoshi T, Dan I, Sato H. Using a Data-Driven Approach to Estimate Second-Language Proficiency From Brain Activation: A Functional Near-Infrared Spectroscopy Study. Front Neurosci 2020;14:694. [PMID: 32754011 PMCID: PMC7365871 DOI: 10.3389/fnins.2020.00694] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2019] [Accepted: 06/08/2020] [Indexed: 12/19/2022]  Open
15
Young PNE, Estarellas M, Coomans E, Srikrishna M, Beaumont H, Maass A, Venkataraman AV, Lissaman R, Jiménez D, Betts MJ, McGlinchey E, Berron D, O'Connor A, Fox NC, Pereira JB, Jagust W, Carter SF, Paterson RW, Schöll M. Imaging biomarkers in neurodegeneration: current and future practices. Alzheimers Res Ther 2020;12:49. [PMID: 32340618 PMCID: PMC7187531 DOI: 10.1186/s13195-020-00612-7] [Citation(s) in RCA: 107] [Impact Index Per Article: 21.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2019] [Accepted: 04/01/2020] [Indexed: 12/12/2022]
16
Che K, Chen X, Guo M, Wang C, Liu X. Genetic Variants Detection Based on Weighted Sparse Group Lasso. Front Genet 2020;11:155. [PMID: 32194631 PMCID: PMC7063084 DOI: 10.3389/fgene.2020.00155] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2019] [Accepted: 02/10/2020] [Indexed: 01/21/2023]  Open
17
Toward an interpretable Alzheimer’s disease diagnostic model with regional abnormality representation via deep learning. Neuroimage 2019;202:116113. [DOI: 10.1016/j.neuroimage.2019.116113] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2018] [Revised: 07/26/2019] [Accepted: 08/19/2019] [Indexed: 01/17/2023]  Open
18
Zhou T, Liu M, Thung KH, Shen D. Latent Representation Learning for Alzheimer's Disease Diagnosis With Incomplete Multi-Modality Neuroimaging and Genetic Data. IEEE TRANSACTIONS ON MEDICAL IMAGING 2019;38:2411-2422. [PMID: 31021792 PMCID: PMC8034601 DOI: 10.1109/tmi.2019.2913158] [Citation(s) in RCA: 87] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
19
Li F, Liu M. A hybrid Convolutional and Recurrent Neural Network for Hippocampus Analysis in Alzheimer's Disease. J Neurosci Methods 2019;323:108-118. [DOI: 10.1016/j.jneumeth.2019.05.006] [Citation(s) in RCA: 47] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2019] [Revised: 04/22/2019] [Accepted: 05/15/2019] [Indexed: 01/29/2023]
20
Zhou T, Thung KH, Liu M, Shen D. Brain-Wide Genome-Wide Association Study for Alzheimer's Disease via Joint Projection Learning and Sparse Regression Model. IEEE Trans Biomed Eng 2019;66:165-175. [PMID: 29993426 PMCID: PMC6342004 DOI: 10.1109/tbme.2018.2824725] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
21
Sakai K, Yamada K. Machine learning studies on major brain diseases: 5-year trends of 2014–2018. Jpn J Radiol 2018;37:34-72. [DOI: 10.1007/s11604-018-0794-4] [Citation(s) in RCA: 73] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2018] [Accepted: 11/14/2018] [Indexed: 12/17/2022]
22
Zhou T, Thung KH, Zhu X, Shen D. Effective feature learning and fusion of multimodality data using stage-wise deep neural network for dementia diagnosis. Hum Brain Mapp 2018;40:1001-1016. [PMID: 30381863 DOI: 10.1002/hbm.24428] [Citation(s) in RCA: 129] [Impact Index Per Article: 18.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2017] [Revised: 09/04/2018] [Accepted: 10/03/2018] [Indexed: 12/13/2022]  Open
23
Li F, Liu M. Alzheimer's disease diagnosis based on multiple cluster dense convolutional networks. Comput Med Imaging Graph 2018;70:101-110. [PMID: 30340094 DOI: 10.1016/j.compmedimag.2018.09.009] [Citation(s) in RCA: 58] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2018] [Revised: 07/12/2018] [Accepted: 09/26/2018] [Indexed: 12/27/2022]
24
Lu D, Popuri K, Ding GW, Balachandar R, Beg MF. Multimodal and Multiscale Deep Neural Networks for the Early Diagnosis of Alzheimer's Disease using structural MR and FDG-PET images. Sci Rep 2018;8:5697. [PMID: 29632364 PMCID: PMC5890270 DOI: 10.1038/s41598-018-22871-z] [Citation(s) in RCA: 148] [Impact Index Per Article: 21.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2017] [Accepted: 03/02/2018] [Indexed: 01/22/2023]  Open
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