Machine Learning in Neuroimaging: A New Approach to Understand Acupuncture for Neuroplasticity.


Journal

Neural plasticity
ISSN: 1687-5443
Titre abrégé: Neural Plast
Pays: United States
ID NLM: 100883417

Informations de publication

Date de publication:
2020
Historique:
received: 25 06 2020
revised: 02 08 2020
accepted: 08 08 2020
entrez: 10 9 2020
pubmed: 11 9 2020
medline: 4 8 2021
Statut: epublish

Résumé

The effects of acupuncture facilitating neural plasticity for treating diseases have been identified by clinical and experimental studies. In the last two decades, the application of neuroimaging techniques in acupuncture research provided visualized evidence for acupuncture promoting neuroplasticity. Recently, the integration of machine learning (ML) and neuroimaging techniques becomes a focus in neuroscience and brings a new and promising approach to understand the facilitation of acupuncture on neuroplasticity at the individual level. This review is aimed at providing an overview of this rapidly growing field by introducing the commonly used ML algorithms in neuroimaging studies briefly and analyzing the characteristics of the acupuncture studies based on ML and neuroimaging, so as to provide references for future research.

Identifiants

pubmed: 32908491
doi: 10.1155/2020/8871712
pmc: PMC7463415
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't Review

Langues

eng

Sous-ensembles de citation

IM

Pagination

8871712

Informations de copyright

Copyright © 2020 Tao Yin et al.

Déclaration de conflit d'intérêts

The authors declare that they have no competing interests.

Références

Schizophr Bull. 2019 Apr 25;45(3):591-599
pubmed: 29947804
PLoS One. 2011 Feb 16;6(2):e17191
pubmed: 21359184
Neuroimage. 2019 Nov 1;201:116000
pubmed: 31295567
Nat Rev Neurosci. 2016 Dec 15;18(1):20-30
pubmed: 27974843
Annu Rev Neurosci. 2005;28:377-401
pubmed: 16022601
Prog Neuropsychopharmacol Biol Psychiatry. 2019 Apr 20;91:20-27
pubmed: 29601896
Curr Med Imaging. 2020;16(6):629-638
pubmed: 32723234
Neural Plast. 2020 Mar 5;2020:8961493
pubmed: 32256559
Schizophr Res. 2020 Feb;216:147-153
pubmed: 31883932
Neurosci Biobehav Rev. 2012 Apr;36(4):1140-52
pubmed: 22305994
J Integr Med. 2018 Jan;16(1):26-33
pubmed: 29397089
Evid Based Complement Alternat Med. 2019 Jul 11;2019:2909632
pubmed: 31379957
Evid Based Complement Alternat Med. 2019 Nov 29;2019:9062924
pubmed: 31885671
Nat Neurosci. 2017 Feb 23;20(3):365-377
pubmed: 28230847
Hum Brain Mapp. 2019 Jan;40(1):284-292
pubmed: 30256491
BMC Psychiatry. 2019 Jul 5;19(1):210
pubmed: 31277632
Neuroimage. 2012 Aug 15;62(2):852-5
pubmed: 22425670
Neuroimage. 2009 Mar;45(1 Suppl):S199-209
pubmed: 19070668
Magn Reson Imaging. 2019 Dec;64:101-121
pubmed: 31173849
PLoS One. 2012;7(4):e32960
pubmed: 22496739
IEEE Trans Neural Syst Rehabil Eng. 2019 Oct;27(10):1973-1984
pubmed: 31502983
Neuroimage. 2020 Aug 15;217:116899
pubmed: 32380138
Neurosci Biobehav Rev. 2017 Sep;80:538-554
pubmed: 28728937
Neuroimage. 2014 Oct 1;99:571-88
pubmed: 24954281
Neural Plast. 2017;2017:7219461
pubmed: 28740740
Neuroimage. 2011 May 15;56(2):544-53
pubmed: 21073969
Front Neurol. 2020 Mar 05;11:111
pubmed: 32194493
Int J Mol Sci. 2017 Oct 28;18(11):
pubmed: 29143805
Pain. 2019 Mar;160(3):550-560
pubmed: 30540621
Chin J Integr Med. 2013 Dec;19(12):889-93
pubmed: 24307308
Neuroimage. 2018 Oct 15;180(Pt A):68-77
pubmed: 28655633
Am J Gastroenterol. 2012 Aug;107(8):1236-47
pubmed: 22641307
J Clin Neurosci. 2019 Nov;69:250-256
pubmed: 31477463
Korean J Radiol. 2017 Jul-Aug;18(4):570-584
pubmed: 28670152
Neuroimage. 2019 Feb 1;186:607-627
pubmed: 30366076
Hum Brain Mapp. 2000;9(1):13-25
pubmed: 10643726
Brain. 2017 Feb;140(2):344-352
pubmed: 28043956
Mol Pain. 2018 Jan-Dec;14:1744806918783457
pubmed: 29921161
Neuroimage. 2019 Jun;193:35-45
pubmed: 30831310
JAMA Psychiatry. 2016 Jun 1;73(6):557-64
pubmed: 27145449
Nat Rev Neurosci. 2000 Dec;1(3):191-8
pubmed: 11257907
Neuroimage Clin. 2018 Aug 10;20:506-522
pubmed: 30167371
Curr Opin Neurobiol. 2019 Apr;55:152-159
pubmed: 30999271
Neurosci Lett. 2019 Jul 13;705:87-93
pubmed: 31022433
J Neurosci. 2018 Feb 14;38(7):1601-1607
pubmed: 29374138
Brain. 2016 Mar;139(Pt 3):662-73
pubmed: 26912638
Neuroimage Clin. 2013 May 19;2:735-45
pubmed: 24179825
Jpn J Radiol. 2019 Jan;37(1):34-72
pubmed: 30498877
Neural Plast. 2019 Mar 18;2019:5047463
pubmed: 31011330
Neuroimage Clin. 2017 May 22;15:367-375
pubmed: 28580293
Neural Plast. 2017;2017:6871089
pubmed: 28246558
Neuroimage Clin. 2018 Jan 31;18:290-297
pubmed: 29876249
Neurosci Biobehav Rev. 2013 Nov;37(9 Pt B):2243-57
pubmed: 23623982
Mol Pain. 2019 Jan-Dec;15:1744806919877060
pubmed: 31469030
Annu Rev Clin Psychol. 2018 May 7;14:91-118
pubmed: 29401044
Sci Rep. 2018 Apr 3;8(1):5434
pubmed: 29615675
Neuroimage. 2018 Jun;173:421-433
pubmed: 29471100
Int Rev Neurobiol. 2013;111:49-65
pubmed: 24215917
Zhen Ci Yan Jiu. 2010 Feb;35(1):78-81
pubmed: 20458913
Magn Reson Imaging. 2010 Apr;28(3):380-7
pubmed: 20071124
AJNR Am J Neuroradiol. 2014 May;35(5):848-55
pubmed: 24029388
Evid Based Complement Alternat Med. 2018 May 23;2018:5179689
pubmed: 29951105
Evid Based Complement Alternat Med. 2016;2016:3685785
pubmed: 27242911
Magn Reson Imaging. 2011 Sep;29(7):943-50
pubmed: 21531109
Brain Imaging Behav. 2020 Mar 3;:
pubmed: 32125619
Neuroimage Clin. 2019;23:101885
pubmed: 31176295
Neuroscience. 2016 Sep 7;331:169-76
pubmed: 27343830
JAMA Psychiatry. 2020 May 1;77(5):534-540
pubmed: 31774490
Neuromodulation. 2018 Dec;21(8):762-776
pubmed: 29111577
Psychol Med. 2019 Sep;49(12):2049-2059
pubmed: 30306886
Hippocampus. 2019 Oct;29(10):891-904
pubmed: 30870587
Neurosci Biobehav Rev. 2015 Oct;57:328-49
pubmed: 26254595
Front Neurosci. 2018 Aug 06;12:525
pubmed: 30127711

Auteurs

Tao Yin (T)

Acupuncture and Tuina School/The Third Teaching Hospital, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China.
Acupuncture & Brain Science Research Center, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China.

Peihong Ma (P)

Acupuncture and Tuina School/The Third Teaching Hospital, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China.
Acupuncture & Brain Science Research Center, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China.

Zilei Tian (Z)

Acupuncture and Tuina School/The Third Teaching Hospital, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China.
Acupuncture & Brain Science Research Center, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China.

Kunnan Xie (K)

Acupuncture and Tuina School/The Third Teaching Hospital, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China.
Acupuncture & Brain Science Research Center, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China.

Zhaoxuan He (Z)

Acupuncture and Tuina School/The Third Teaching Hospital, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China.
Acupuncture & Brain Science Research Center, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China.

Ruirui Sun (R)

Acupuncture and Tuina School/The Third Teaching Hospital, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China.
Acupuncture & Brain Science Research Center, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China.

Fang Zeng (F)

Acupuncture and Tuina School/The Third Teaching Hospital, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China.
Acupuncture & Brain Science Research Center, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China.
Key Laboratory of Sichuan Province for Acupuncture and Chronobiology, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH