Navigating Neuroimaging Datasets ADNI for Alzheimer's Disease

被引:2
|
作者
Chu, N. Nan [1 ]
Gebre-Amlak, Haymanot [2 ]
机构
[1] CWLab Int, Thousand Oaks, CA 91320 USA
[2] Univ Missouri Kansas City, Kansas City, MO USA
关键词
Brain mapping - Neurodegenerative diseases;
D O I
10.1109/MCE.2021.3056872
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Many researchers have used the Alzheimer's Disease Neuroimaging Initiative (ADNI) to project Alzheimer's disease patients' brain images. However, the learning curve required to use the ADNI is not trivial; supplements are required to work with the complexity of the subject matter and convoluted user interface in times of insufficient software extensions or technical support. Meanwhile, papers published about the ADNI have involved popular artificial intelligence models while showing uneven performance, many supplying incomparable accuracy figures. A tutorial is thus offered, beyond what can be found in the ADNI website, for furthering research about Alzheimer's disease. It also recommends areas of enhancements to make ADNI datasets more user-friendly.
引用
收藏
页码:61 / 63
页数:3
相关论文
共 50 条
  • [1] Alzheimer's Disease Neuroimaging Initiative (ADNI) Clinical characterization
    Petersen, R. C.
    Aisen, P. S.
    Beckett, L. A.
    Donohue, M. C.
    Gamst, A. C.
    Harvey, D. J.
    Jack, C. R., Jr.
    Jagust, W. J.
    Shaw, L. M.
    Toga, A. W.
    Trojanowski, J. Q.
    Weiner, M. W.
    [J]. NEUROLOGY, 2010, 74 (03) : 201 - 209
  • [2] The Alzheimer's Disease Neuroimaging Initiative (ADNI): MRI methods
    Jack, Clifford R., Jr.
    Bernstein, Matt A.
    Fox, Nick C.
    Thompson, Paul
    Alexander, Gene
    Harvey, Danielle
    Borowski, Bret
    Britson, Paula J.
    Whitwell, Jennifer L.
    Ward, Chadwick
    Dale, Anders M.
    Felmlee, Joel P.
    Gunter, Jeffrey L.
    Hill, Derek L. G.
    Killiany, Ron
    Schuff, Norbert
    Fox-Bosetti, Sabrina
    Lin, Chen
    Studholme, Colin
    DeCarli, Charles S.
    Krueger, Gunnar
    Ward, Heidi A.
    Metzger, Gregory J.
    Scott, Katherine T.
    Mallozzi, Richard
    Blezek, Daniel
    Levy, Joshua
    Debbins, Josef P.
    Fleisher, Adam S.
    Albert, Marilyn
    Green, Robert
    Bartzokis, George
    Glover, Gary
    Mugler, John
    Weiner, Michael W.
    [J]. JOURNAL OF MAGNETIC RESONANCE IMAGING, 2008, 27 (04) : 685 - 691
  • [3] Neuropathologic Assessment of Alzheimer's Disease Neuroimaging Initiative (ADNI) Participants
    Cairns, Nigel
    Perrin, Richard
    Householder, Erin
    Carter, Deborah
    Vincent, Benjamin
    Morris, John
    [J]. JOURNAL OF NEUROPATHOLOGY AND EXPERIMENTAL NEUROLOGY, 2014, 73 (06): : 626 - 626
  • [4] Clusters of male and female Alzheimer’s disease patients in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) database
    Gamberger D.
    Ženko B.
    Mitelpunkt A.
    Shachar N.
    Lavrač N.
    [J]. Brain Informatics, 2016, 3 (3) : 169 - 179
  • [5] Biomarkers of Alzheimer's disease in Black and/or African American Alzheimer's Disease Neuroimaging Initiative (ADNI) participants
    Groechel, Renee C.
    Tripodis, Yorghos
    Alosco, Michael L.
    Mez, Jesse
    Qiu, Wei Qiao
    Goldstein, Lee
    Budson, Andrew E.
    Kowall, Neil W.
    Shaw, Leslie M.
    Weiner, Michael
    Jack, Clifford R., Jr.
    Killiany, R. J.
    [J]. NEUROBIOLOGY OF AGING, 2023, 131 : 144 - 152
  • [6] Development and assessment of a composite score for memory in the Alzheimer's Disease Neuroimaging Initiative (ADNI)
    Crane, Paul K.
    Carle, Adam
    Gibbons, Laura E.
    Insel, Philip
    Mackin, R. Scott
    Gross, Alden
    Jones, Richard N.
    Mukherjee, Shubhabrata
    Curtis, S. McKay
    Harvey, Danielle
    Weiner, Michael
    Mungas, Dan
    [J]. BRAIN IMAGING AND BEHAVIOR, 2012, 6 (04) : 502 - 516
  • [7] Development and assessment of a composite score for memory in the Alzheimer’s Disease Neuroimaging Initiative (ADNI)
    Paul K. Crane
    Adam Carle
    Laura E. Gibbons
    Philip Insel
    R. Scott Mackin
    Alden Gross
    Richard N. Jones
    Shubhabrata Mukherjee
    S. McKay Curtis
    Danielle Harvey
    Michael Weiner
    Dan Mungas
    [J]. Brain Imaging and Behavior, 2012, 6 : 502 - 516
  • [8] The Alzheimer's Disease Neuroimaging Initiative in the era of Alzheimer's disease treatment: A review of ADNI studies from 2021 to 2022
    Veitch, Dallas P.
    Weiner, Michael W.
    Miller, Melanie
    Ashford, Miriam A.
    Aisen, Paul S.
    Beckett, Laurel A.
    Green, Robert C.
    Harvey, Danielle
    Jack Jr, Clifford R.
    Jagust, William
    Landau, Susan M.
    Morris, John C.
    Nho, Kwangsik T.
    Nosheny, Rachel
    Okonkwo, Ozioma
    Perrin, Richard J.
    Petersen, Ronald C.
    Rivera Mindt, Monica
    Saykin, Andrew
    Shaw, Leslie M.
    Toga, Arthur W.
    Tosun, Duygu
    [J]. ALZHEIMERS & DEMENTIA, 2024, 20 (01) : 652 - 694
  • [9] Screening and enrollment of underrepresented ethnocultural and educational populations in the Alzheimer's Disease Neuroimaging Initiative (ADNI)
    Ashford, Miriam T.
    Raman, Rema
    Miller, Garrett
    Donohue, Michael C.
    Okonkwo, Ozioma C.
    Mindt, Monica Rivera
    Nosheny, Rachel L.
    Coker, Godfrey A.
    Petersen, Ronald C.
    Aisen, Paul S.
    Weiner, Michael W.
    [J]. ALZHEIMERS & DEMENTIA, 2022, 18 (12) : 2603 - 2613
  • [10] The Worldwide Alzheimer's Disease Neuroimaging Initiative: ADNI-3 updates and global perspectives
    Weber, Christopher J.
    Carrillo, Maria C.
    Jagust, William
    Jack, Clifford R., Jr.
    Shaw, Leslie M.
    Trojanowski, John Q.
    Saykin, Andrew J.
    Beckett, Laurel A.
    Sur, Cyrille
    Rao, Naren P.
    Mendez, Patricio Chrem
    Black, Sandra E.
    Li, Kuncheng
    Iwatsubo, Takeshi
    Chang, Chiung-Chih
    Sosa, Ana Luisa
    Rowe, Christopher C.
    Perrin, Richard J.
    Morris, John C.
    Healan, Amanda M. B.
    Hall, Stephen E.
    Weiner, Michael W.
    [J]. ALZHEIMERS & DEMENTIA-TRANSLATIONAL RESEARCH & CLINICAL INTERVENTIONS, 2021, 7 (01)