A 3D deep learning model to predict the diagnosis of dementia with Lewy bodies, Alzheimer’s disease, and mild cognitive impairment using brain 18F-FDG PET

被引：0

作者：

Kobra Etminani

Amira Soliman

Anette Davidsson

Jose R. Chang

Begoña Martínez-Sanchis

Stefan Byttner

Valle Camacho

Matteo Bauckneht

Roxana Stegeran

Marcus Ressner

Marc Agudelo-Cifuentes

Andrea Chincarini

Matthias Brendel

Axel Rominger

Rose Bruffaerts

Rik Vandenberghe

Milica G. Kramberger

Maja Trost

Nicolas Nicastro

Giovanni B. Frisoni

Afina W. Lemstra

Bart N. M. van Berckel

Andrea Pilotto

Alessandro Padovani

Silvia Morbelli

Dag Aarsland

Flavio Nobili

Valentina Garibotto

Miguel Ochoa-Figueroa

机构：

[1] Halmstad University,Center for Applied Intelligent Systems Research (CAISR)

[2] Linköping University,Department of Clinical Physiology, Department of Health, Medicine and Caring Sciences

[3] National Cheng Kung University in Tainan,Department of Nuclear Medicine, Medical Imaging Area

[4] Hospital Universitari i Politècnic La Fe,Servicio de Medicina Nuclear, Hospital de La Santa Creu I Sant Pau

[5] Universitat Autònoma de Barcelona,Nuclear Medicine Unit

[6] IRCCS Ospedale Policlinico San Martino,Department of Diagnostic Radiology

[7] Linköping University Hospital,Department of Medical Physics

[8] Linköping University Hospital,Department of Nuclear Medicine

[9] National Institute of Nuclear Physics (INFN),Department of Nuclear Medicine, Inselspital

[10] University Hospital,Department of Neurosciences

[11] LMU Munich,Neurology Department

[12] University Hospital Bern,Biomedical Research Institute

[13] Laboratory for Cognitive Neurology,Department of Neurology

[14] University Hospitals Leuven,Faculty of Medicine

[15] Hasselt University,Department of Clinical Neurosciences

[16] University Medical Centre,LANVIE (Laboratoire de Neuroimagerie du Vieillissement), Department of Psychiatry

[17] University of Ljubljana,Department of Radiology & Nuclear Medicine

[18] Geneva University Hospitals,Neurology Unit, Department of Clinical and Experimental Sciences

[19] University Hospitals,Department of Health Sciences

[20] Department of Neurology,Centre for Age

[21] Alzheimer Center,Related Medicine (SESAM)

[22] Amsterdam UMC,Department of Old Age Psychiatry, Institute of Psychiatry, Psychology and Neuroscience

[23] location VUmc,Department of Neuroscience (DINOGMI)

[24] University of Brescia,Clinical Neurology

[25] Parkinson’s Disease Rehabilitation Centre,Division of Nuclear Medicine and Molecular Imaging

[26] University of Genoa,Center for Medical Image Science and Visualization (CMIV)

[27] Stavanger University Hospital,undefined

[28] King’s College London,undefined

[29] University of Genoa,undefined

[30] IRCCS Ospedale Policlinico San Martino,undefined

[31] University Hospitals of Geneva and NIMTLab,undefined

[32] Faculty of Medicine,undefined

[33] University of Geneva,undefined

[34] Linköping University,undefined

来源：

European Journal of Nuclear Medicine and Molecular Imaging | 2022年 / 49卷

关键词：

Artificial intelligence; Deep learning; FDG PET; Alzheimer’s disease; Mild cognitive impairment; Dementia with Lewy bodies;

D O I：

暂无

中图分类号：

学科分类号：

摘要：

引用

页码：563 / 584

页数：21

共 50 条

[21] DaTscan Findings in Patients with Mild Cognitive Impairment, Alzheimer's Disease and Dementia with Lewy Bodies
Boeve, Bradley
Lowe, Val
Kantarci, Kejal
Ferman, Tanis
Silber, Michael
St Louis, Erik
Smith, Glenn
Ivnik, Robert
Knopman, David
Jack, Clifford
Petersen, Ronald
NEUROLOGY, 2013, 80
[22] MRS in Mild Cognitive Impairment: Early Differentiation of Dementia with Lewy Bodies and Alzheimer's Disease
Zhang, Bing
Ferman, Tanis J.
Boeve, Bradley F.
Smith, Glenn E.
Maroney-Smith, Mandie
Spychalla, Anthony J.
Knopman, David S.
Jack, Clifford R., Jr.
Petersen, Ronald C.
Kantarci, Kejal
JOURNAL OF NEUROIMAGING, 2015, 25 (02) : 269 - 274
[23] 18F-FDG and 18F-Florbetapir PET in Clinical Practice Regional Analysis in Mild Cognitive Impairment and Alzheimer Disease
Bailly, Matthieu
Ribeiro, Maria Joao Santiago
Vercouillie, Johny
Hommet, Caroline
Gissot, Valerie
Camus, Vincent
Guilloteau, Denis
CLINICAL NUCLEAR MEDICINE, 2015, 40 (02) : E111 - E116
[24] Visual Versus Fully Automated Analyses of 18F-FDG and Amyloid PET for Prediction of Dementia Due to Alzheimer Disease in Mild Cognitive Impairment
Grimmer, Timo
Wutz, Carolin
Alexopoulos, Panagiotis
Drzezga, Alexander
Foerster, Stefan
Foerstl, Hans
Goldhardt, Oliver
Ortner, Marion
Sorg, Christian
Kurz, Alexander
JOURNAL OF NUCLEAR MEDICINE, 2016, 57 (02) : 204 - 207
[25] Early differential diagnosis between Alzheimer's disease and dementia with Lewy bodies: Comparison between 18F-FDG PET and 123I-IMP SPECT
Chiba, Yuhei
Iseki, Eizo
Fujishiro, Hiroshige
Ota, Kazumi
Kasanuki, Koji
Suzuki, Masaru
Hirayasu, Yoshio
Arai, Heii
Sato, Kiyoshi
PSYCHIATRY RESEARCH-NEUROIMAGING, 2016, 249 : 105 - 112
[26] Cognitive dysfunction in patients with very mild Alzheimer's disease and amnestic mild cognitive impairment showing hemispheric asymmetries of hypometabolism on 18F-FDG PET
Murayama, Norio
Ota, Kazumi
Kasanuki, Koji
Kondo, Daizo
Fujishiro, Hiroshige
Fukase, Yuko
Tagaya, Hirokuni
Sato, Kiyoshi
Iseki, Eizo
INTERNATIONAL JOURNAL OF GERIATRIC PSYCHIATRY, 2016, 31 (01) : 41 - 48
[27] Evaluation of the predictive value for the conversion of mild cognitive impairment to Alzheimer's disease by 18F-FDG PET and MRI: A multicenter study
Inui, Yoshitaka
Ito, Kengo
Fujiwara, Ken
Kato, Takashi
JOURNAL OF NUCLEAR MEDICINE, 2015, 56 (03)
[28] Deep Convolutional Neural Networks for Automated Diagnosis of Alzheimer's Disease and Mild Cognitive Impairment Using 3D Brain MRI
Islam, Jyoti
Zhang, Yanqing
BRAIN INFORMATICS, BI 2018, 2018, 11309 : 359 - 369
[29] Radiomics: a novel feature extraction method for brain neuron degeneration disease using 18F-FDG PET imaging and its implementation for Alzheimer's disease and mild cognitive impairment
Li, Yupeng
Jiang, Jiehui
Lu, Jiaying
Jiang, Juanjuan
Zhang, Huiwei
Zuo, Chuantao
THERAPEUTIC ADVANCES IN NEUROLOGICAL DISORDERS, 2019, 12
[30] Fully automatic differential diagnosis system for dementia with Lewy bodies and Alzheimer's disease using FDG-PET and 3D-SSP
Kono, Atsushi K.
Ishii, Kazunari
Sofue, Keitaro
Miyamoto, Naokazu
Sakamoto, Setsu
Mori, Etsuro
EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2007, 34 (09) : 1490 - 1497

← 1 2 3 4 5 →