Artificial Intelligence: A Shifting Paradigm in Cardio-Cerebrovascular Medicine.

artificial intelligence cardio-cerebrovascular diseases cardiovascular diseases cerebrovascular diseases healthcare machine learning

Journal

Journal of clinical medicine
ISSN: 2077-0383
Titre abrégé: J Clin Med
Pays: Switzerland
ID NLM: 101606588

Informations de publication

Date de publication:
06 Dec 2021
Historique:
received: 15 11 2021
accepted: 02 12 2021
entrez: 10 12 2021
pubmed: 11 12 2021
medline: 11 12 2021
Statut: epublish

Résumé

The future of healthcare is an organic blend of technology, innovation, and human connection. As artificial intelligence (AI) is gradually becoming a go-to technology in healthcare to improve efficiency and outcomes, we must understand our limitations. We should realize that our goal is not only to provide faster and more efficient care, but also to deliver an integrated solution to ensure that the care is fair and not biased to a group of sub-population. In this context, the field of cardio-cerebrovascular diseases, which encompasses a wide range of conditions-from heart failure to stroke-has made some advances to provide assistive tools to care providers. This article aimed to provide an overall thematic review of recent development focusing on various AI applications in cardio-cerebrovascular diseases to identify gaps and potential areas of improvement. If well designed, technological engines have the potential to improve healthcare access and equitability while reducing overall costs, diagnostic errors, and disparity in a system that affects patients and providers and strives for efficiency.

Identifiants

pubmed: 34884412
pii: jcm10235710
doi: 10.3390/jcm10235710
pmc: PMC8658222
pii:
doi:

Types de publication

Journal Article Review

Langues

eng

Références

Stud Health Technol Inform. 2015;216:264-9
pubmed: 26262052
Am J Med. 2019 Jul;132(7):795-801
pubmed: 30710543
Sensors (Basel). 2019 Aug 09;19(16):
pubmed: 31395840
Ther Clin Risk Manag. 2020 Jan 09;16:1-6
pubmed: 32021220
Nat Commun. 2020 Oct 12;11(1):5131
pubmed: 33046699
JMIR Med Inform. 2018 Apr 18;6(2):e24
pubmed: 29669706
JACC Cardiovasc Imaging. 2019 Jul;12(7 Pt 1):1149-1161
pubmed: 29680357
Eur Heart J. 2020 Feb 14;41(7):858-866
pubmed: 31539043
Brief Bioinform. 2019 Sep 27;20(5):1699-1708
pubmed: 29868882
Front Neurol. 2018 Sep 25;9:784
pubmed: 30319525
J Neurointerv Surg. 2020 Jan;12(1):13-18
pubmed: 31239333
Nat Rev Gastroenterol Hepatol. 2020 Oct;17(10):635-648
pubmed: 32647386
Radiology. 2019 Jan;290(1):187-194
pubmed: 30351253
AJR Am J Roentgenol. 2019 Jan;212(1):44-51
pubmed: 30354266
Circ Cardiovasc Imaging. 2018 Apr;11(4):e007138
pubmed: 29661795
J Neurol Sci. 2021 Aug 15;427:117560
pubmed: 34218182
Radiology. 2019 Aug;292(2):354-362
pubmed: 31237495
PLoS One. 2019 Jul 8;14(7):e0219302
pubmed: 31283783
Eur J Heart Fail. 2020 Jan;22(1):139-147
pubmed: 31721391
Stroke. 2017 Jul;48(7):2007-2012
pubmed: 28626052
BMC Med Inform Decis Mak. 2020 Jun 18;20(1):112
pubmed: 32552700
Can J Cardiol. 2017 Jan;33(1):148-154
pubmed: 28024553
J Am Coll Cardiol. 2014 Apr 1;63(12):1145-1155
pubmed: 24486266
Dis Markers. 2019 Jan 30;2019:9056402
pubmed: 30838085
EBioMedicine. 2019 May;43:454-459
pubmed: 31060901
J Nucl Cardiol. 2018 Feb;25(1):223-233
pubmed: 28303473
Proc Natl Acad Sci U S A. 2019 Nov 5;116(45):22737-22745
pubmed: 31636195
Heart Lung. 2017 Nov - Dec;46(6):405-411
pubmed: 28992993
Int J Med Inform. 2005 Aug;74(7-8):535-43
pubmed: 16043083
J Am Coll Cardiol. 2017 May 30;69(21):2657-2664
pubmed: 28545640
BMJ. 2015 Jan 07;350:g7594
pubmed: 25569120
PLoS One. 2019 Jan 9;14(1):e0210103
pubmed: 30625197
Stroke. 2019 May;50(5):1263-1265
pubmed: 30890116
BMC Med Inform Decis Mak. 2019 Jan 9;19(1):5
pubmed: 30626381
Circ Arrhythm Electrophysiol. 2018 Jan;11(1):e005499
pubmed: 29326129
Lancet. 2012 Dec 15;380(9859):2095-128
pubmed: 23245604
Cardiovasc Diagn Ther. 2019 Oct;9(5):420-430
pubmed: 31737514
Int J Med Inform. 2018 Mar;111:159-164
pubmed: 29425627
J Am Heart Assoc. 2018 Apr 12;7(8):
pubmed: 29650709
J Am Coll Cardiol. 2011 Apr 12;57(15):1622-32
pubmed: 21439754
Eur J Heart Fail. 2019 Jan;21(1):74-85
pubmed: 30328654
BMJ. 2003 Feb 8;326(7384):314
pubmed: 12574046
NPJ Digit Med. 2021 Oct 11;4(1):147
pubmed: 34635760
J Am Coll Cardiol. 2014 Oct 28;64(17):1765-74
pubmed: 25443696
Circulation. 2015 Jan 20;131(3):269-79
pubmed: 25398313
J Biomed Inform. 2019 Oct;98:103270
pubmed: 31445983
Trends Pharmacol Sci. 2019 Aug;40(8):577-591
pubmed: 31326235
PLoS Med. 2018 Mar 13;15(3):e1002528
pubmed: 29534063
Circ Res. 2017 Oct 13;121(9):1092-1101
pubmed: 28794054
Sci Rep. 2017 Mar 27;7:45406
pubmed: 28345646
J Nucl Cardiol. 2018 Oct;25(5):1601-1609
pubmed: 28224450
PLoS One. 2019 Oct 3;14(10):e0222397
pubmed: 31581234
Circ Cardiovasc Imaging. 2020 Feb;13(2):e009829
pubmed: 32063057
J Int Med Res. 2011;39(6):2178-86
pubmed: 22289533
Nat Rev Urol. 2019 Jul;16(7):391-403
pubmed: 31092914
Front Neurol. 2019 Mar 01;10:171
pubmed: 30881336
J Med Internet Res. 2019 Apr 02;21(4):e12437
pubmed: 30938684
Int J Environ Res Public Health. 2019 May 28;16(11):
pubmed: 31141892
J Rural Health. 2014 Spring;30(2):186-95
pubmed: 24689543
Heart. 2018 Sep;104(17):1403-1410
pubmed: 29654096
Brain Behav. 2018 Jul;8(7):e01023
pubmed: 29888877
Arch Intern Med. 2012 Jan 9;172(1):75-6
pubmed: 22232153
BMC Med Inform Decis Mak. 2017 Jul 5;17(1):99
pubmed: 28679442
Int J Cardiovasc Imaging. 2018 Sep;34(9):1473-1483
pubmed: 29696452
J Am Med Inform Assoc. 2007 Mar-Apr;14(2):141-5
pubmed: 17213487
Am J Respir Crit Care Med. 2020 Oct 1;202(7):996-1004
pubmed: 32551817
J Am Coll Cardiol. 2017 Oct 3;70(14):1704-1716
pubmed: 28958326
Eur J Health Econ. 2019 Feb;20(1):107-134
pubmed: 29909569
PLoS One. 2008 Jul 30;3(7):e2789
pubmed: 18665229
Circ Arrhythm Electrophysiol. 2019 Jul;12(7):e007316
pubmed: 31216884
Stroke. 2019 Jul;50(7):1734-1741
pubmed: 31177973
JACC Cardiovasc Imaging. 2018 Nov;11(11):1654-1663
pubmed: 29550305
Am J Epidemiol. 2002 Nov 1;156(9):871-81
pubmed: 12397006
J Am Coll Cardiol. 2019 Mar 26;73(11):1317-1335
pubmed: 30898208
J Cardiovasc Comput Tomogr. 2018 May - Jun;12(3):204-209
pubmed: 29753765
Stroke. 2019 Jun;50(6):1578-1581
pubmed: 31092162
Stud Health Technol Inform. 2015;210:369-73
pubmed: 25991168
AMIA Annu Symp Proc. 2018 Apr 16;2017:892-901
pubmed: 29854156
AJNR Am J Neuroradiol. 2018 Sep;39(9):1609-1616
pubmed: 30049723
Stroke. 2017 Jun;48(6):1678-1681
pubmed: 28438906
Med Phys. 2017 Jan;44(1):192-199
pubmed: 28066898
J Clin Med. 2020 Dec 30;10(1):
pubmed: 33396741
J Am Heart Assoc. 2018 Nov 20;7(22):e009476
pubmed: 30571498
J Neurointerv Surg. 2019 Aug;11(8):847-851
pubmed: 30712013
Ochsner J. 2014 Summer;14(2):195-202
pubmed: 24940129
J Clin Monit Comput. 2019 Feb;33(1):95-105
pubmed: 29556884
Popul Health Manag. 2017 Feb;20(1):6-12
pubmed: 27124621
Fertil Steril. 2018 Jun;109(6):952-963
pubmed: 29935653
PLoS One. 2019 Oct 31;14(10):e0224502
pubmed: 31671144
PLoS One. 2017 Apr 4;12(4):e0174944
pubmed: 28376093
Clin Cardiol. 2019 Nov;42(11):1087-1093
pubmed: 31509271
Stroke. 2019 Nov;50(11):3093-3100
pubmed: 31547796
Radiology. 2017 May;283(2):381-390
pubmed: 28092203
J Am Med Inform Assoc. 2006 Mar-Apr;13(2):138-47
pubmed: 16357358
J Stroke Cerebrovasc Dis. 2019 Jul;28(7):2045-2051
pubmed: 31103549
J Cardiovasc Comput Tomogr. 2011 Mar-Apr;5(2):84-92
pubmed: 21477786
Heart. 2021 Oct 5;:
pubmed: 34611047
Circ Heart Fail. 2018 Aug;11(8):e005193
pubmed: 30354561
Stroke. 2018 Jun;49(6):1394-1401
pubmed: 29720437
Proc AMIA Symp. 1998;:91-5
pubmed: 9929188
N Engl J Med. 2004 May 20;350(21):2140-50
pubmed: 15152059
Eur Radiol. 2018 Jun;28(6):2655-2664
pubmed: 29352380
BMC Public Health. 2019 Apr 29;19(1):448
pubmed: 31035958
PLoS One. 2019 Mar 13;14(3):e0213007
pubmed: 30865675
Expert Opin Drug Metab Toxicol. 2012 Apr;8(4):395-8
pubmed: 22432718
Eur Radiol. 2019 Nov;29(11):6191-6201
pubmed: 31041565
PLoS One. 2020 Jun 19;15(6):e0234908
pubmed: 32559211
J R Soc Interface. 2018 Jan;15(138):
pubmed: 29321268
Pharmacoepidemiol Drug Saf. 2009 Oct;18(10):941-7
pubmed: 19579216
BMC Med Inform Decis Mak. 2005 Jan 07;5:1
pubmed: 15638940
Digestion. 2005;71(2):72-7
pubmed: 15775674
Circulation. 2018 Mar 20;137(12):e67-e492
pubmed: 29386200
Int J Med Inform. 2009 Jul;78(7):482-93
pubmed: 19328739
Fam Pract. 2008 Jun;25(3):162-7
pubmed: 18504253
JACC Cardiovasc Imaging. 2019 Apr;12(4):681-689
pubmed: 29909114
J Am Med Inform Assoc. 2011 May 1;18(3):267-70
pubmed: 21486884
Stroke. 2019 Oct;50(10):2790-2798
pubmed: 31495328
Cardiovasc Res. 2020 Dec 1;116(14):2216-2225
pubmed: 31853543
J Am Med Inform Assoc. 2004 Jan-Feb;11(1):71-7
pubmed: 14527970
Int J Cardiol. 2017 Nov 1;246:7-13
pubmed: 28867023
JAMA. 2019 Dec 24;322(24):2377-2378
pubmed: 31755905
J Am Heart Assoc. 2019 Feb 19;8(4):e011685
pubmed: 30764731
Circ Cardiovasc Imaging. 2019 Oct;12(10):e009214
pubmed: 31547689
Circ Cardiovasc Interv. 2014 Dec;7(6):797-805
pubmed: 25406204
Intensive Care Med. 2020 Mar;46(3):383-400
pubmed: 31965266
J Stroke Cerebrovasc Dis. 2019 Dec;28(12):104441
pubmed: 31627995
JAMA. 2011 May 4;305(17):1777-85
pubmed: 21540421
Front Neurol. 2021 Sep 24;12:729399
pubmed: 34630304
PLoS One. 2018 Aug 8;13(8):e0198603
pubmed: 30089110
Stud Health Technol Inform. 2011;166:65-73
pubmed: 21685612
J Cardiovasc Transl Res. 2017 Jun;10(3):275-284
pubmed: 28258421
Stroke. 1993 Jan;24(1):35-41
pubmed: 7678184
Eur Heart J. 2017 Feb 14;38(7):500-507
pubmed: 27252451
Hypertension. 2020 Aug;76(2):569-576
pubmed: 32594794
AMIA Annu Symp Proc. 2018 Apr 16;2017:1130-1139
pubmed: 29854181
Circ Cardiovasc Imaging. 2018 Jun;11(6):e007217
pubmed: 29914866
World J Methodol. 2017 Mar 26;7(1):16-24
pubmed: 28396846
J Med Syst. 2019 Jun 28;43(8):253
pubmed: 31254109
JAMA. 2012 Sep 26;308(12):1237-45
pubmed: 22922562
Ther Adv Neurol Disord. 2020 Aug 25;13:1756286420938962
pubmed: 32922515
JACC Cardiovasc Interv. 2019 Jul 22;12(14):1304-1311
pubmed: 31255564
Comput Inform Nurs. 2015 Oct;33(10):465-72
pubmed: 26361268
AMIA Annu Symp Proc. 2017 Feb 10;2016:799-807
pubmed: 28269876
NPJ Digit Med. 2020 Jun 1;3:81
pubmed: 32529043
J Am Heart Assoc. 2019 Dec 3;8(23):e014240
pubmed: 31771438
Echocardiography. 2017 May;34(5):716-722
pubmed: 28299809

Auteurs

Vida Abedi (V)

Department of Public Health Sciences, College of Medicine, The Pennsylvania State University, Hershey, PA 17033, USA.

Seyed-Mostafa Razavi (SM)

Prime Healthcare, Saint Mary's Regional Medical Center, Reno, NV 89503, USA.

Ayesha Khan (A)

Geisinger Neuroscience Institute, Geisinger Health System, Danville, PA 17822, USA.
Geisinger Health System, Geisinger Northeast Internal Medicine Residency, Wilkes Barre, PA 18711, USA.

Venkatesh Avula (V)

Department of Molecular and Functional Genomics, Geisinger Health System, Danville, PA 17822, USA.

Aparna Tompe (A)

Geisinger Health System, Transitional Year Residency Program, Bloomsburg, PA 17815, USA.

Asma Poursoroush (A)

Department of Biomedical Engineering, University of Memphis, Memphis, TN 38152, USA.
Department of Biomedical Engineering, University of Tennessee Health Science Center, Memphis, TN 38163, USA.

Alireza Vafaei Sadr (A)

Départment de Physique Théorique and Center for Astroparticle Physics, University of Geneva, CH-1211 Geneva, Switzerland.

Jiang Li (J)

Department of Molecular and Functional Genomics, Geisinger Health System, Danville, PA 17822, USA.

Ramin Zand (R)

Geisinger Neuroscience Institute, Geisinger Health System, Danville, PA 17822, USA.

Classifications MeSH