Differentiating Dementia with Lewy Bodies and Alzheimer's Disease by Deep Learning to Structural MRI

2021 ◽  
Author(s):  
Kiyotaka Nemoto ◽  
Hiromasa Sakaguchi ◽  
Wataru Kasai ◽  
Masatoshi Hotta ◽  
Ryotaro Kamei ◽  
...  
2018 ◽  
Vol 21 (2) ◽  
pp. 61-65 ◽  
Author(s):  
Ajenthan Surendranathan ◽  
John Tiernan O’Brien

Dementia with Lewy bodies (DLB) is a common neurodegenerative dementia in older people; however, the clinical features, particularly cognitive fluctuations and rapid eye movement sleep disorder, are often hard to elicit, leading to difficulty in making the diagnosis clinically. Here we examine the literature for the evidence behind imaging modalities that could assist in making the diagnosis. Dopamine transporter (DAT) imaging remains the best modality for differentiation from dementia of Alzheimer’s type with high sensitivity and specificity reported based on pathological diagnoses. 123Iodine-metaiodobenzylguanidine myocardial scintigraphy (MIBG) however is rapidly becoming an alternative imaging modality for the diagnosis of DLB, though studies assessing its accuracy with postmortem verification are still awaited. However, there are suggestions that MIBG may be better in the differentiation of vascular parkinsonism from DLB than DAT scans but may have lower sensitivity for detecting DLB compared with the 80% sensitivity seen in DAT imaging. Structural MRI scans have long been used for the diagnosis of dementia; however, their utility in DLB is limited to revealing the presence of coexisting Alzheimer’s disease. Fluorodeoxyglucose (FDG) PET is an alternative biomarker that can also differentiate Alzheimer’s disease and DLB but lacks the evidence base of both DAT and MIBG scans.


2021 ◽  
pp. 155005942199714
Author(s):  
Lucia Zinno ◽  
Anna Negrotti ◽  
Chiara Falzoi ◽  
Giovanni Messa ◽  
Matteo Goldoni ◽  
...  

Introduction. An easily accessible and inexpensive neurophysiological technique such as conventional electroencephalography may provide an accurate and generally applicable biomarker capable of differentiating dementia with Lewy bodies (DLB) from Alzheimer’s disease (AD) and Parkinson’s disease-associated dementia (PDD). Method. We carried out a retrospective visual analysis of resting-state electroencephalography (EEG) recording of 22 patients with a clinical diagnosis of 19 probable and 3 possible DLB, 22 patients with probable AD and 21 with PDD, matched for age, duration, and severity of cognitive impairment. Results. By using the grand total EEG scoring method, the total score and generalized rhythmic delta activity frontally predominant (GRDAfp) alone or, even better, coupled with a slowing of frequency of background activity (FBA) and its reduced reactivity differentiated DLB from AD at an individual level with an high accuracy similar to that obtained with quantitative EEG (qEEG). GRDAfp alone could also differentiate DLB from PDD with a similar level of diagnostic accuracy. AD differed from PDD only for a slowing of FBA. The duration and severity of cognitive impairment did not differ between DLB patients with and without GRDAfp, indicating that this abnormal EEG pattern should not be regarded as a disease progression marker. Conclusions. The findings of this investigation revalorize the role of conventional EEG in the diagnostic workup of degenerative dementias suggesting the potential inclusion of GRDAfp alone or better coupled with the slowing of FBA and its reduced reactivity, in the list of supportive diagnostic biomarkers of DLB.


2007 ◽  
Vol 26 (3) ◽  
pp. 414-419 ◽  
Author(s):  
John R. Merory ◽  
Joanne E. Wittwer ◽  
Christopher C. Rowe ◽  
Kate E. Webster

Author(s):  
Victor Calil ◽  
Andrea Silveira de Souza ◽  
Felipe Kenji Sudo ◽  
Gustavo Santiago‐Bravo ◽  
Naima Assunção ◽  
...  

2015 ◽  
Vol 7 ◽  
pp. 456-462 ◽  
Author(s):  
Elijah Mak ◽  
Li Su ◽  
Guy B. Williams ◽  
Rosie Watson ◽  
Michael Firbank ◽  
...  

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