Effect of pre-processing on diagnostic performance of FDG PET using machine-learning for the detection of Alzheimer's disease: The Ishikawa Brain Imaging Study

被引：0
|
作者：
Matsunari, Ichiro [1 ]
Samuraki, Miharu [2 ]
Komatsu, Junji [2 ]
Ono, Kenjiro [2 ]
Shinohara, Moeko [2 ]
Hamaguchi, Tsuyoshi [2 ]
Sakai, Kenji [2 ]
Yamada, Masahito [2 ]
Kinuya, Seigo [3 ]
机构：
[1] Med & Pharmacol Res Ctr, Hakui, Japan
[2] Kanazawa Univ, Neurol & Neurobiol Aging, Kanazawa, Ishikawa, Japan
[3] Kanazawa Univ, Nucl Med, Kanazawa, Ishikawa, Japan
来源：
JOURNAL OF NUCLEAR MEDICINE | 2014年 / 55卷
关键词：
D O I：
暂无
中图分类号：
R8 [特种医学]; R445 [影像诊断学];
学科分类号：
1002 ; 100207 ; 1009 ;
摘要：
249
引用
收藏
页数：1
相关论文
共 50 条
  • [41] Deep-Learning Radiomics for Discrimination Conversion of Alzheimer's Disease in Patients With Mild Cognitive Impairment: A Study Based on 18F-FDG PET Imaging
    Zhou, Ping
    Zeng, Rong
    Yu, Lun
    Feng, Yabo
    Chen, Chuxin
    Li, Fang
    Liu, Yang
    Huang, Yanhui
    Huang, Zhongxiong
    FRONTIERS IN AGING NEUROSCIENCE, 2021, 13
  • [42] 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
  • [43] A PRE-Pivotal Study: β-Amyloid Detection in the Lens in Mild Cognitive Impairment (MCI) and Alzheimer's disease (AD) - Correlation with Amyloid-PET Brain Scanning
    Goldstein, Lee E.
    Wilke, Susanne
    Nilan, Dennis
    Goodman, Ira
    Sadowsky, Carl
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2021, 62 (08)
  • [44] A Study on Combined Brain Positron Emission Tomography (PET) - Magnetic Resonance Imaging (MRI) Using Fluorodeoxyglucose (18FDG) (FDG-PET/MRI) in Premanifest Huntington's Disease Gene-expansion Carriers
    Hellem, M.
    Vinther-Jensen, T.
    Hansen, C.
    Budtz-Jorgensen, E.
    Hjermind, L.
    Law, I.
    Nielsen, J.
    MOVEMENT DISORDERS, 2018, 33 : S378 - S379
  • [45] A study on combined brain positron Emission Tomography (PET) - Magnetic Resonance Imaging (MRI) using Fluorodeoxyglucose (18FDG) (FDG-PET/MRI) in premanifest Huntington's disease gene-expansion carriers
    Hellem, M. N.
    Vinther-Jensen, T.
    Hansen, C.
    Budtz-Jorgensen, E.
    Hjermind, L. E.
    Law, I.
    Nielsen, J. E.
    EUROPEAN JOURNAL OF NEUROLOGY, 2018, 25 : 448 - 448
  • [46] Machine Learning Classifiers Based on Dimensionality Reduction Techniques for the Early Diagnosis of Alzheimer's Disease Using Magnetic Resonance Imaging and Positron Emission Tomography Brain Data
    Lazli, Lilia
    COMPUTATIONAL INTELLIGENCE METHODS FOR BIOINFORMATICS AND BIOSTATISTICS, CIBB 2021, 2022, 13483 : 117 - 131
  • [47] 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
    Etminani, Kobra
    Soliman, Amira
    Davidsson, Anette
    Chang, Jose R.
    Martinez-Sanchis, Begona
    Byttner, Stefan
    Camacho, Valle
    Bauckneht, Matteo
    Stegeran, Roxana
    Ressner, Marcus
    Agudelo-Cifuentes, Marc
    Chincarini, Andrea
    Brendel, Matthias
    Rominger, Axel
    Bruffaerts, Rose
    Vandenberghe, Rik
    Kramberger, Milica G.
    Trost, Maja
    Nicastro, Nicolas
    Frisoni, Giovanni B.
    Lemstra, Afina W.
    van Berckel, Bart N. M.
    Pilotto, Andrea
    Padovani, Alessandro
    Morbelli, Silvia
    Aarsland, Dag
    Nobili, Flavio
    Garibotto, Valentina
    Ochoa-Figueroa, Miguel
    EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2022, 49 (02) : 563 - 584
  • [48] 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
    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
    European Journal of Nuclear Medicine and Molecular Imaging, 2022, 49 : 563 - 584
  • [49] A prospective multi-model study on diagnostic performance of 18F-FAPI PET/CT in comparison with 18F-FDG PET/CT or magnetization transfer MR imaging to detect intestinal fibrosis in Crohn's disease
    Li, Z.
    Wang, Y.
    Zhang, R.
    Huang, S.
    Feng, S. T.
    Li, X.
    JOURNAL OF CROHNS & COLITIS, 2024, 18 : I785 - I785
  • [50] Age- and Brain Region-Specific Changes of Glucose Metabolic Disorder, Learning, and Memory Dysfunction in Early Alzheimer's Disease Assessed in APP/PS1 Transgenic Mice Using 18F-FDG-PET
    Li, Xue-Yuan
    Men, Wei-Wei
    Zhu, Hua
    Lei, Jian-Feng
    Zuo, Fu-Xing
    Wang, Zhan-Jing
    Zhu, Zhao-Hui
    Bao, Xin-Jie
    Wang, Ren-Zhi
    INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2016, 17 (10):
12345