Improving PET Imaging Acquisition and Analysis With Machine Learning: A Narrative Review With Focus on Alzheimer's Disease and Oncology.
Alzheimer's
PET
cancer detection imaging
cancer imaging
molecular imaging of neurodegenerative diseases
Journal
Molecular imaging
ISSN: 1536-0121
Titre abrégé: Mol Imaging
Pays: England
ID NLM: 101120118
Informations de publication
Date de publication:
Historique:
entrez:
21
8
2019
pubmed:
21
8
2019
medline:
23
6
2020
Statut:
ppublish
Résumé
Machine learning (ML) algorithms have found increasing utility in the medical imaging field and numerous applications in the analysis of digital biomarkers within positron emission tomography (PET) imaging have emerged. Interest in the use of artificial intelligence in PET imaging for the study of neurodegenerative diseases and oncology stems from the potential for such techniques to streamline decision support for physicians providing early and accurate diagnosis and allowing personalized treatment regimens. In this review, the use of ML to improve PET image acquisition and reconstruction is presented, along with an overview of its applications in the analysis of PET images for the study of Alzheimer's disease and oncology.
Identifiants
pubmed: 31429375
doi: 10.1177/1536012119869070
pmc: PMC6702769
doi:
Types de publication
Journal Article
Research Support, N.I.H., Extramural
Research Support, Non-U.S. Gov't
Review
Langues
eng
Sous-ensembles de citation
IM
Pagination
1536012119869070Subventions
Organisme : NIA NIH HHS
ID : R01 AG052414
Pays : United States
Organisme : NIA NIH HHS
ID : R01 AG054473
Pays : United States
Références
J Nucl Med. 2009 Apr;50(4):520-6
pubmed: 19289430
Pharmacogenet Genomics. 2009 Jul;19(7):497-504
pubmed: 19483665
Neurology. 2010 Jan 19;74(3):201-9
pubmed: 20042704
Acta Oncol. 2010 Oct;49(7):1012-6
pubmed: 20831489
Eur J Nucl Med Mol Imaging. 2012 Jul;39(7):1154-60
pubmed: 22526955
J Digit Imaging. 2013 Dec;26(6):1045-57
pubmed: 23884657
Nature. 2013 Sep 19;501(7467):346-54
pubmed: 24048067
Radiology. 2014 Jan;270(1):91-8
pubmed: 24056403
Clin Trials. 2014 Jun;11(3):355-361
pubmed: 24711610
Eur J Nucl Med Mol Imaging. 2015 Mar;42(3):419-28
pubmed: 25339524
Cochrane Database Syst Rev. 2015 Jan 28;1:CD010632
pubmed: 25629415
Nature. 2015 May 28;521(7553):436-44
pubmed: 26017442
Sci Rep. 2015 Aug 05;5:11075
pubmed: 26242464
Neuro Oncol. 2016 Mar;18(3):426-34
pubmed: 26243791
PLoS One. 2015 Sep 10;10(9):e0137036
pubmed: 26355298
Phys Med Biol. 2015 Oct 21;60(20):8047-65
pubmed: 26422177
Radiology. 2016 Feb;278(2):563-77
pubmed: 26579733
J Nucl Med. 2016 Mar;57(3):420-30
pubmed: 26742709
Front Oncol. 2016 Mar 29;6:72
pubmed: 27066454
Phys Med Biol. 2016 Jul 7;61(13):4855-69
pubmed: 27273293
Phys Med Biol. 2016 Sep 7;61(17):6347-68
pubmed: 27494441
AJR Am J Roentgenol. 2017 Apr;208(4):754-760
pubmed: 28125274
Radiother Oncol. 2017 Feb;122(2):242-247
pubmed: 28126329
EJNMMI Res. 2017 Dec;7(1):11
pubmed: 28130689
Sensors (Basel). 2017 May 19;17(5):
pubmed: 28534848
Sci Rep. 2017 Jul 28;7(1):6763
pubmed: 28755001
Ann Nucl Med. 2017 Nov;31(9):678-685
pubmed: 28815452
Eur J Radiol. 2017 Sep;94:16-24
pubmed: 28941755
J Nucl Med. 2018 May;59(5):822-827
pubmed: 29146694
J Nucl Med. 2018 Feb;59(2):189-193
pubmed: 29175982
Neurocomputing. 2017 Dec 6;267:406-416
pubmed: 29217875
J Zhejiang Univ Sci B. 2018 Jan.;19(1):6-24
pubmed: 29308604
Neuron. 2018 Jan 17;97(2):263-268
pubmed: 29346749
Transl Res. 2018 Apr;194:56-67
pubmed: 29352978
Int J Radiat Oncol Biol Phys. 2018 Nov 15;102(4):1083-1089
pubmed: 29395627
J Am Coll Radiol. 2018 Mar;15(3 Pt B):504-508
pubmed: 29402533
Comput Methods Programs Biomed. 2018 Mar;156:47-52
pubmed: 29428075
Curr Mol Biol Rep. 2017 Dec;3(4):218-229
pubmed: 29430386
Behav Brain Res. 2018 May 15;344:103-109
pubmed: 29454006
Sci Transl Med. 2018 Feb 28;10(430):
pubmed: 29491186
Jpn J Radiol. 2018 Apr;36(4):257-272
pubmed: 29498017
Med Image Anal. 2018 May;46:26-34
pubmed: 29502031
Neuroinformatics. 2018 Oct;16(3-4):295-308
pubmed: 29572601
Sci Rep. 2018 Apr 9;8(1):5697
pubmed: 29632364
PLoS One. 2018 Apr 13;13(4):e0195798
pubmed: 29652908
Hum Brain Mapp. 2018 May 11;:null
pubmed: 29752765
IEEE Trans Med Imaging. 2018 Jun;37(6):1297-1309
pubmed: 29870360
Phys Med Biol. 2018 Jul 19;63(14):145020
pubmed: 29911659
PLoS One. 2018 Jun 28;13(6):e0199379
pubmed: 29953478
Sci Rep. 2018 Jul 2;8(1):9902
pubmed: 29967326
Front Neuroinform. 2018 Jun 19;12:35
pubmed: 29970996
Sci Rep. 2018 Aug 8;8(1):11859
pubmed: 30089896
EJNMMI Res. 2018 Aug 22;8(1):86
pubmed: 30136163
J Nucl Med. 2019 Mar;60(3):429-435
pubmed: 30166357
J Nucl Med. 2019 Apr;60(4):536-540
pubmed: 30190305
Nat Rev Neurosci. 2018 Nov;19(11):687-700
pubmed: 30266970
Tomography. 2018 Sep;4(3):138-147
pubmed: 30320213
Sci Data. 2018 Oct 16;5:180202
pubmed: 30325352
Hum Brain Mapp. 2019 Feb 15;40(3):1001-1016
pubmed: 30381863
Radiology. 2019 Feb;290(2):456-464
pubmed: 30398430
J Digit Imaging. 2018 Nov 6;:null
pubmed: 30402670
EJNMMI Phys. 2018 Nov 12;5(1):24
pubmed: 30417316
Oncology. 2018 Nov 23;:1-19
pubmed: 30472716
Contrast Media Mol Imaging. 2018 Oct 24;2018:8923028
pubmed: 30473644
Contrast Media Mol Imaging. 2018 Oct 30;2018:1382309
pubmed: 30510492
Radiology. 2019 Mar;290(3):649-656
pubmed: 30526350
Lung Cancer. 2018 Dec;126:170-173
pubmed: 30527183
Front Neurosci. 2019 Jan 07;12:1005
pubmed: 30666184
J Nucl Med. 2019 Aug;60(8):1183-1189
pubmed: 30683763
Sci Rep. 2019 Feb 4;9(1):1322
pubmed: 30718585
J Nucl Med. 2019 Apr;60(4):451-458
pubmed: 30733322
Phys Med Biol. 2019 Apr 04;64(7):075019
pubmed: 30743246
Phys Med Biol. 2019 Mar 29;64(7):075011
pubmed: 30780137
Phys Med Biol. 2019 May 23;64(11):115004
pubmed: 30844784
Tomography. 2019 Mar;5(1):145-153
pubmed: 30854452
Med Image Anal. 2019 May;54:253-262
pubmed: 30954852
Eur J Nucl Med Mol Imaging. 2019 Jun 29;:null
pubmed: 31254036