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Quantitative MRI Brain Studies in Mild Cognitive Impairment and Alzheimer's Disease: A Methodological Review

Published on Jan 1, 2018in IEEE Reviews in Biomedical Engineering
· DOI :10.1109/RBME.2018.2796598
Stephanos Leandrou2
Estimated H-index: 2
(European University Cyprus),
Styliani Petroudi10
Estimated H-index: 10
+ 2 AuthorsConstantinos S. Pattichis35
Estimated H-index: 35
(UCY: University of Cyprus)
Abstract
Classifying and predicting Alzheimer's disease (AD) in individuals with memory disorders through clinical and psychometric assessment is challenging, especially in mild cognitive impairment (MCI) subjects. Quantitative structural magnetic resonance imaging acquisition methods in combination with computer-aided diagnosis are currently being used for the assessment of AD. These acquisitions methods include voxel-based morphometry, volumetric measurements in specific regions of interest (ROIs), cortical thickness measurements, shape analysis, and texture analysis. This review evaluates the aforementioned methods in the classification of cases into one of the following three groups: normal controls, MCI, and AD subjects. Furthermore, the performance of the methods is assessed on the prediction of conversion from MCI to AD. In parallel, it is also assessed which ROIs are preferred in both classification and prognosis through the different states of the disease. Structural changes in the early stages of the disease are more pronounced in the medial temporal lobe, especially in the entorhinal cortex, whereas with disease progression, both entorhinal cortex and hippocampus offer similar discriminative power. However, for the conversion from MCI subjects to AD, entorhinal cortex provides better predictive accuracies rather than other structures, such as the hippocampus.
  • References (125)
  • Citations (7)
References125
Newest
#1Ian Goodfellow (Google)H-Index: 52
#2Yoshua Bengio (UdeM: Université de Montréal)H-Index: 122
Last.Aaron Courville (UdeM: Université de Montréal)H-Index: 56
view all 3 authors...
12.3k Citations
#1Lauge Sørensen (UCPH: University of Copenhagen)H-Index: 13
#2Christian Igel (UCPH: University of Copenhagen)H-Index: 36
Last.Mads Nielsen (UCPH: University of Copenhagen)H-Index: 28
view all 7 authors...
46 CitationsSource
#1Christiane Möller (VUmc: VU University Medical Center)H-Index: 16
#2Anne Hafkemeijer (LEI: Leiden University)H-Index: 13
Last.Wiesje M. van der Flier (VUmc: VU University Medical Center)H-Index: 77
view all 13 authors...
18 CitationsSource
#1Christian Salvatore (National Research Council)H-Index: 9
#2Antonio Cerasa (National Research Council)H-Index: 34
Last.Isabella Castiglioni (National Research Council)H-Index: 24
view all 6 authors...
46 CitationsSource
#1Seok Woo Moon (Konkuk University)H-Index: 11
#2Ivo D. Dinov (SC: University of Southern California)H-Index: 43
Last.Arthur W. Toga (SC: University of Southern California)H-Index: 133
view all 8 authors...
10 CitationsSource
#1Luc Bracoud (BioClinica)H-Index: 7
#2Eva BouguenH-Index: 1
Last.Bruno VellasH-Index: 97
view all 12 authors...
1 CitationsSource
#1Florian Kurth (UCLA: University of California, Los Angeles)H-Index: 19
#2Christian GaserH-Index: 61
Last.Eileen LudersH-Index: 46
view all 3 authors...
53 CitationsSource
#1Charles Marcus (UB: University of Baltimore)H-Index: 11
#2Esther Mena (UB: University of Baltimore)H-Index: 18
Last.Rathan M. SubramaniamH-Index: 30
view all 3 authors...
54 CitationsSource
#1Antonio Martinez-Torteya (Tec: Monterrey Institute of Technology and Higher Education)H-Index: 5
#2Juan Rodriguez-Rojas (Tec: Monterrey Institute of Technology and Higher Education)H-Index: 4
Last.Jose Tamez-Pena (Tec: Monterrey Institute of Technology and Higher Education)H-Index: 16
view all 6 authors...
6 CitationsSource
#1Matthew Nitzken (University of Louisville)H-Index: 9
#2Manuel F. Casanova (University of Louisville)H-Index: 51
Last.Ayman El-Baz (University of Louisville)H-Index: 30
view all 6 authors...
8 CitationsSource
Cited By7
Newest
Source
Source
#1Zhao Fan (Shanxi Medical University)
#2Fanyu Xu (Shanxi Medical University)
Last.Lili Yao (Shanxi Medical University)
view all 5 authors...
Source
#1Andreas S. Panayides (UCY: University of Cyprus)H-Index: 10
#2Marios S. Pattichis (UNM: University of New Mexico)H-Index: 26
Last.Constantinos S. Pattichis (UCY: University of Cyprus)H-Index: 35
view all 6 authors...
2 CitationsSource
#2U. John Tanik (Texas A&M University–Commerce)H-Index: 2
Last.K. Arvind KarthikH-Index: 1
view all 4 authors...
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Jul 1, 2019 in EMBC (International Conference of the IEEE Engineering in Medicine and Biology Society)
#1Yan Liu (CAS: Chinese Academy of Sciences)H-Index: 3
#2Xiangzhu Zeng (PKU: Peking University)H-Index: 1
Last.Qiang Wang (Beijing Union University)
view all 6 authors...
Source
Dec 1, 2018 in DICTA (Digital Image Computing: Techniques and Applications)
#1Medhani Menikdiwela (ANU: Australian National University)H-Index: 1
#2Chuong V. Nguyen (ANU: Australian National University)H-Index: 10
Last.Marnie E. Shaw (ANU: Australian National University)H-Index: 16
view all 3 authors...
Source