scholarly journals The Feasibility of Differentiating Lewy Body Dementia and Alzheimer’s Disease by Deep Learning Using ECD SPECT Images

Diagnostics ◽  
2021 ◽  
Vol 11 (11) ◽  
pp. 2091
Author(s):  
Yu-Ching Ni ◽  
Fan-Pin Tseng ◽  
Ming-Chyi Pai ◽  
Ing-Tsung Hsiao ◽  
Kun-Ju Lin ◽  
...  

The correct differential diagnosis of dementia has an important impact on patient treatment and follow-up care strategies. Tc-99m-ECD SPECT imaging, which is low cost and accessible in general clinics, is used to identify the two common types of dementia, Alzheimer’s disease (AD) and Lewy body dementia (LBD). Two-stage transfer learning technology and reducing model complexity based on the ResNet-50 model were performed using the ImageNet data set and ADNI database. To improve training accuracy, the three-dimensional image was reorganized into three sets of two-dimensional images for data augmentation and ensemble learning, then the performance of various deep learning models for Tc-99m-ECD SPECT images to distinguish AD/normal cognition (NC), LBD/NC, and AD/LBD were investigated. In the AD/NC, LBD/NC, and AD/LBD tasks, the AUC values were around 0.94, 0.95, and 0.74, regardless of training models, with an accuracy of 90%, 87%, and 71%, and F1 scores of 89%, 86%, and 76% in the best cases. The use of transfer learning and a modified model resulted in better prediction results, increasing the accuracy by 32% for AD/NC. The proposed method is practical and could rapidly utilize a deep learning model to automatically extract image features based on a small number of SPECT brain perfusion images in general clinics to objectively distinguish AD and LBD.

2021 ◽  
pp. 1-6
Author(s):  
Julia Schumacher ◽  
Alan J. Thomas ◽  
Luis R. Peraza ◽  
Michael Firbank ◽  
John T. O’Brien ◽  
...  

ABSTRACT Cholinergic deficits are a hallmark of Alzheimer’s disease (AD) and Lewy body dementia (LBD). The nucleus basalis of Meynert (NBM) provides the major source of cortical cholinergic input; studying its functional connectivity might, therefore, provide a tool for probing the cholinergic system and its degeneration in neurodegenerative diseases. Forty-six LBD patients, 29 AD patients, and 31 healthy age-matched controls underwent resting-state functional magnetic resonance imaging (fMRI). A seed-based analysis was applied with seeds in the left and right NBM to assess functional connectivity between the NBM and the rest of the brain. We found a shift from anticorrelation in controls to positive correlations in LBD between the right/left NBM and clusters in right/left occipital cortex. Our results indicate that there is an imbalance in functional connectivity between the NBM and primary visual areas in LBD, which provides new insights into alterations within a part of the corticopetal cholinergic system that go beyond structural changes.


Author(s):  
Miguel Germán Borda ◽  
Alberto Jaramillo‐Jimenez ◽  
Ragnhild Oesterhus ◽  
Jose Manuel Santacruz ◽  
Diego Alejandro Tovar‐Rios ◽  
...  

2012 ◽  
Vol 8 (4S_Part_15) ◽  
pp. P550-P550
Author(s):  
Martine Roussel ◽  
Olivier Bailon ◽  
Olivier Godefroy

2011 ◽  
Vol 2011 ◽  
pp. 1-6 ◽  
Author(s):  
Ezra Mulugeta ◽  
Elisabet Londos ◽  
Oskar Hansson ◽  
Clive Ballard ◽  
Ragnhild Skogseth ◽  
...  

We measured cerebrospinal fluid (CSF) levels of the soluble isoforms of amyloid precursor protein (APP; sAPPαsAPPβ) and other CSF biomarkers in 107 patients with Alzheimer's disease (AD), dementia with Lewy body dementia (DLB), Parkinson's disease dementia (PDD), and normal controls (NC) using commercial kits. DLB and PDD were combined in a Lewy body dementia group (LBD). No differences were observed in sAPPαand sAPPβlevels between the groups. Significant correlations were observed between sAPPαand sAPPβand between sAPPβand Mini-Mental State Examination scores in the total group analysis as well as when LBD and AD groups were analyzed separately. sAPPαand sAPPβlevels correlated with Aβ38, Aβ40, Aβ42, and Tau in the LBD group. In AD, sAPPαcorrelated with p-Tau and sAPPβwith Aβ40. The differential association between sAPPαand sAPPβwith Aβand Tau species between LBD and AD groups suggests a possible relationship with the underlying pathologies in LBD and AD.


2021 ◽  
Vol 16 (1) ◽  
Author(s):  
Grace M. Lloyd ◽  
Jess-Karan S. Dhillon ◽  
Kimberly-Marie M. Gorion ◽  
Cara Riffe ◽  
Susan E. Fromholt ◽  
...  

Abstract Background The misfolding of host-encoded proteins into pathological prion conformations is a defining characteristic of many neurodegenerative disorders, including Alzheimer’s disease, Parkinson’s disease, and Lewy body dementia. A current area of intense study is the way in which the pathological deposition of these proteins might influence each other, as various combinations of co-pathology between prion-capable proteins are associated with exacerbation of disease. A spectrum of pathological, genetic and biochemical evidence provides credence to the notion that amyloid β (Aβ) accumulation can induce and promote α-synuclein pathology, driving neurodegeneration. Methods To assess the interplay between α-synuclein and Aβ on protein aggregation kinetics, we crossed mice expressing human α-synuclein (M20) with APPswe/PS1dE9 transgenic mice (L85) to generate M20/L85 mice. We then injected α-synuclein preformed fibrils (PFFs) unilaterally into the hippocampus of 6-month-old mice, harvesting 2 or 4 months later. Results Immunohistochemical analysis of M20/L85 mice revealed that pre-existing Aβ plaques exacerbate the spread and deposition of induced α-synuclein pathology. This process was associated with increased neuroinflammation. Unexpectedly, the injection of α-synuclein PFFs in L85 mice enhanced the deposition of Aβ; whereas the level of Aβ deposition in M20/L85 bigenic mice, injected with α-synuclein PFFs, did not differ from that of mice injected with PBS. Conclusions These studies reveal novel and unexpected interplays between α-synuclein pathology, Aβ and neuroinflammation in mice that recapitulate the pathology of Alzheimer’s disease and Lewy body dementia.


2020 ◽  
Vol 74 (4) ◽  
pp. 1221-1230
Author(s):  
Ragnhild Oesterhus ◽  
Ingvild Dalen ◽  
Anne Katrine Bergland ◽  
Dag Aarsland ◽  
Svein R. Kjosavik

2020 ◽  
Vol 16 (S8) ◽  
Author(s):  
Miguel German Borda ◽  
Dag Aarsland ◽  
Ketil Oppedal ◽  
Lasse Melvær Giil ◽  
Audun Osland Vik‐Mo ◽  
...  

2011 ◽  
Vol 31 (6) ◽  
pp. 413-416 ◽  
Author(s):  
Christoph Laske ◽  
Andreas J. Fallgatter ◽  
Elke Stransky ◽  
Katja Hagen ◽  
Daniela Berg ◽  
...  

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