Artificial intelligence in cardiovascular imaging: state of the art and implications for the imaging cardiologist.
Artificial intelligence
Cardiac imaging techniques
Clinical decision-making
Machine learning
Medical imaging
Journal
Netherlands heart journal : monthly journal of the Netherlands Society of Cardiology and the Netherlands Heart Foundation
ISSN: 1568-5888
Titre abrégé: Neth Heart J
Pays: Netherlands
ID NLM: 101095458
Informations de publication
Date de publication:
Sep 2019
Sep 2019
Historique:
pubmed:
11
8
2019
medline:
11
8
2019
entrez:
11
8
2019
Statut:
ppublish
Résumé
Healthcare, conceivably more than any other area of human endeavour, has the greatest potential to be affected by artificial intelligence (AI). This potential has been shown by several reports that demonstrate equal or superhuman performance in medical tasks that aim to improve efficiency, diagnosis and prognosis. This review focuses on the state of the art of AI applications in cardiovascular imaging. It provides an overview of the current applications and studies performed, including the potential value, implications, limitations and future directions of AI in cardiovascular imaging.It is envisioned that AI will dramatically change the way doctors practise medicine. In the short term, it will assist physicians with easy tasks, such as automating measurements, making predictions based on big data, and putting clinical findings into an evidence-based context. In the long term, AI will not only assist doctors, it has the potential to significantly improve access to health and well-being data for patients and their caretakers. This empowers patients. From a physician's perspective, reliable AI assistance will be available to support clinical decision-making. Although cardiovascular studies implementing AI are increasing in number, the applications have only just started to penetrate contemporary clinical care.
Identifiants
pubmed: 31399886
doi: 10.1007/s12471-019-01311-1
pii: 10.1007/s12471-019-01311-1
pmc: PMC6712136
doi:
Types de publication
Journal Article
Review
Langues
eng
Pagination
403-413Subventions
Organisme : Hartstichting
ID : 2018B07
Références
J Am Coll Cardiol. 2008 Nov 18;52(21):1724-32
pubmed: 19007693
J Nucl Cardiol. 2013 Aug;20(4):553-62
pubmed: 23703378
Value Health. 2013 Sep-Oct;16(6 Suppl):S4-9
pubmed: 24034312
IEEE Trans Pattern Anal Mach Intell. 2013 Nov;35(11):2592-607
pubmed: 24051722
Nat Commun. 2014 Jun 03;5:4006
pubmed: 24892406
Circulation. 2015 Jan 20;131(3):269-79
pubmed: 25398313
J Nucl Cardiol. 2015 Oct;22(5):877-84
pubmed: 25480110
IEEE Trans Med Imaging. 2015 Sep;34(9):1867-78
pubmed: 25794387
Comput Biol Med. 2015 Jul;62:86-93
pubmed: 25912990
Int J Cardiovasc Imaging. 2015 Aug;31(6):1149-57
pubmed: 25948160
Appl Opt. 2015 Mar 10;54(8):C23-44
pubmed: 25968400
J Am Coll Cardiol. 2015 Sep 29;66(13):1456-66
pubmed: 26403342
Med Image Anal. 2016 May;30:95-107
pubmed: 26891066
Med Image Anal. 2016 May;30:108-119
pubmed: 26917105
Nat Rev Cardiol. 2016 Jun;13(6):350-9
pubmed: 27009423
J Appl Physiol (1985). 2016 Jul 1;121(1):42-52
pubmed: 27079692
Comput Biol Med. 2016 Jun 1;73:47-55
pubmed: 27082766
Med Image Anal. 2016 Dec;34:123-136
pubmed: 27138584
Eur Heart J. 2016 Jul 14;37(27):2129-2200
pubmed: 27206819
Eur Heart J. 2017 Feb 14;38(7):500-507
pubmed: 27252451
Circ Cardiovasc Imaging. 2016 Jun;9(6):
pubmed: 27266599
Med Image Anal. 2017 Jan;35:159-171
pubmed: 27423113
Med Image Anal. 2017 Feb;36:15-21
pubmed: 27816858
J Am Coll Cardiol. 2016 Nov 29;68(21):2287-2295
pubmed: 27884247
Radiology. 2017 May;283(2):381-390
pubmed: 28092203
Med Phys. 2017 Mar;44(3):1040-1049
pubmed: 28112409
IEEE J Biomed Health Inform. 2017 Nov;21(6):1719-1729
pubmed: 28287993
J Nucl Cardiol. 2018 Feb;25(1):223-233
pubmed: 28303473
Int J Cardiovasc Imaging. 2017 Aug;33(8):1159-1167
pubmed: 28321681
Med Image Anal. 2017 Jul;39:78-86
pubmed: 28437634
J Am Coll Cardiol. 2017 May 30;69(21):2657-2664
pubmed: 28545640
IEEE Trans Med Imaging. 2017 Dec;36(12):2536-2545
pubmed: 28574346
Int J Cardiovasc Imaging. 2018 Feb;34(2):281-291
pubmed: 28836039
Radiology. 2018 Jan;286(1):103-112
pubmed: 28836886
J Am Soc Echocardiogr. 2017 Nov;30(11):1049-1058
pubmed: 28916243
Eur J Nucl Med Mol Imaging. 2017 Dec;44(13):2280-2289
pubmed: 28948350
JACC Cardiovasc Imaging. 2018 Jul;11(7):1000-1009
pubmed: 29055639
Am J Cardiol. 2017 Dec 15;120(12):2121-2127
pubmed: 29102036
Am J Med. 2018 Feb;131(2):129-133
pubmed: 29126825
Med Image Anal. 2018 Feb;44:72-85
pubmed: 29197253
Circ Cardiovasc Imaging. 2017 Dec;10(12):null
pubmed: 29233836
Eur Radiol. 2018 Jun;28(6):2655-2664
pubmed: 29352380
Invest Radiol. 2018 Jun;53(6):338-343
pubmed: 29420321
Eur J Nucl Med Mol Imaging. 2018 Jul;45(7):1091-1100
pubmed: 29470616
Ann Nucl Med. 2018 Jun;32(5):303-310
pubmed: 29516390
JAMA. 2018 Mar 13;319(10):1024-1039
pubmed: 29536101
Eur Heart J Cardiovasc Imaging. 2018 Jul 1;19(7):730-738
pubmed: 29538684
J Nucl Cardiol. 2018 Mar 14;:
pubmed: 29542015
Nature. 2018 Mar 15;555(7696):285
pubmed: 29542717
JACC Cardiovasc Imaging. 2018 Nov;11(11):1654-1663
pubmed: 29550305
J Cardiovasc Comput Tomogr. 2018 May - Jun;12(3):204-209
pubmed: 29753765
J Nucl Cardiol. 2018 May 22;:null
pubmed: 29790017
Circ Cardiovasc Imaging. 2018 Jun;11(6):e007217
pubmed: 29914866
IEEE Trans Med Imaging. 2018 Sep;37(9):2137-2148
pubmed: 29994087
J Am Soc Echocardiogr. 2018 Dec;31(12):1272-1284.e9
pubmed: 30146187
JAMA. 2018 Sep 18;320(11):1101-1102
pubmed: 30178065
J Cardiovasc Magn Reson. 2018 Sep 14;20(1):65
pubmed: 30217194
J Med Syst. 2018 Sep 25;42(11):209
pubmed: 30255347
Eur J Heart Fail. 2019 Jan;21(1):74-85
pubmed: 30328654
Circulation. 2018 Oct 16;138(16):1623-1635
pubmed: 30354459
IEEE Trans Med Imaging. 2019 Jul;38(7):1588-1598
pubmed: 30507498
J Cardiovasc Magn Reson. 2019 Jan 7;21(1):1
pubmed: 30612574
NPJ Digit Med. 2018;1:null
pubmed: 30828647
Circulation. 1996 Apr 1;93(7):1321-7
pubmed: 8641018