Artificial Intelligence in Medical Imaging and its Impact on the Rare Disease Community: Threats, Challenges and Opportunities.

Artificial Intelligence Ecosystem Humans Positron-Emission Tomography Radiography Rare Diseases / diagnostic imaging
Artificial intelligence Medical imaging Positron emission tomography Rare diseases

Journal

PET clinics
ISSN: 1879-9809
Titre abrégé: PET Clin
Pays: United States
ID NLM: 101260152

Informations de publication

Date de publication:
Jan 2022
Historique:
entrez: 23 11 2021
pubmed: 24 11 2021
medline: 25 11 2021
Statut: ppublish

Résumé

Almost 1 in 10 individuals can suffer from one of many rare diseases (RDs). The average time to diagnosis for an RD patient is as high as 7 years. Artificial intelligence (AI)-based positron emission tomography (PET), if implemented appropriately, has tremendous potential to advance the diagnosis of RDs. Patient advocacy groups must be active stakeholders in the AI ecosystem if we are to avoid potential issues related to the implementation of AI into health care. AI medical devices must not only be RD-aware at each stage of their conceptualization and life cycle but also should be trained on diverse and augmented datasets representative of the end-user population including RDs. Inability to do so leads to potential harm and unsustainable deployment of AI-based medical devices (AIMDs) into clinical practice.

Identifiants

DOI: 10.1016/j.cpet.2021.09.009 PMID: 34809862 PMC: PMC8764708
pubmed: 34809862
pii: S1556-8598(21)00078-X
doi: 10.1016/j.cpet.2021.09.009
pmc: PMC8764708
mid: NIHMS1767270
pii:
doi:

Types de publication

Journal Article Review

Langues

eng

Sous-ensembles de citation

IM

Pagination

13-29

Subventions

Organisme : Intramural NIH HHS
ID : Z99 CL999999
Pays : United States

Informations de copyright

Copyright © 2021 Elsevier Inc. All rights reserved.

Références

Nat Mater. 2019 May;18(5):435-441
pubmed: 31000803
Nat Rev Gastroenterol Hepatol. 2021 Apr;18(4):252-268
pubmed: 33335282
Pediatrics. 2017 Apr;139(4):
pubmed: 28255068
Comput Biol Med. 2018 Nov 1;102:1-15
pubmed: 30219733
Health Care Anal. 2017 Mar;25(1):1-20
pubmed: 25145639
Front Oncol. 2021 Mar 09;11:638182
pubmed: 33768000
Lancet Diabetes Endocrinol. 2019 Feb;7(2):75
pubmed: 30683214
JAMA Pediatr. 2018 Feb 1;172(2):188-192
pubmed: 29228163
Front Artif Intell. 2021 Apr 15;3:561802
pubmed: 33981989
J Med Phys. 2010 Jan;35(1):3-14
pubmed: 20177565
Int J Environ Res Public Health. 2020 Nov 25;17(23):
pubmed: 33255540
Am J Bioeth. 2020 Nov;20(11):22-24
pubmed: 33103981
Eur J Surg Oncol. 2003 Dec;29(10):922-8
pubmed: 14624789
Med J Armed Forces India. 2009 Oct;65(4):353-8
pubmed: 27408291
J Thorac Imaging. 2018 Jan;33(1):4-16
pubmed: 29252898
Nat Med. 2019 Jan;25(1):60-64
pubmed: 30617323
Nucl Med Mol Imaging. 2012 Jun;46(2):129-33
pubmed: 24900047
Surgery. 2016 Jan;159(1):350-6
pubmed: 26454678
J Magn Reson Imaging. 2020 Dec;52(6):1607-1619
pubmed: 31763739
PeerJ. 2016 Jul 21;4:e2211
pubmed: 27547534
Exp Ther Med. 2018 Apr;15(4):3151-3160
pubmed: 29545830
Genes (Basel). 2019 Nov 27;10(12):
pubmed: 31783696
J Am Coll Radiol. 2019 Apr;16(4 Pt B):644-648
pubmed: 30947901
Eur J Hum Genet. 2021 Oct;29(10):1485-1490
pubmed: 34276056
Nat Rev Cancer. 2018 Aug;18(8):500-510
pubmed: 29777175
NPJ Digit Med. 2020 Mar 26;3:47
pubmed: 32258429
N Engl J Med. 2008 Jun 19;358(25):2661-3
pubmed: 18565857
BMJ. 2015 Mar 20;350:h1139
pubmed: 25794882
Acta Paediatr. 2021 Oct;110(10):2711-2716
pubmed: 34105798
PET Clin. 2021 Oct;16(4):513-523
pubmed: 34364818
Ann Rheum Dis. 2020 Jun;79(6):740-743
pubmed: 32209541
Sci Data. 2017 Sep 19;4:170124
pubmed: 28925987
Med Image Anal. 2021 Feb;68:101911
pubmed: 33264714
PET Clin. 2021 Oct;16(4):577-596
pubmed: 34537131
Insights Imaging. 2018 Oct;9(5):745-753
pubmed: 30112675
Prev Chronic Dis. 2016 Jan 14;13:E05
pubmed: 26766846
Orphanet J Rare Dis. 2020 Jun 9;15(1):145
pubmed: 32517778
Exp Biol Med (Maywood). 2021 Jun;246(12):1435-1446
pubmed: 33899539
PET Clin. 2020 Oct;15(4):427-438
pubmed: 32798209
Nat Biotechnol. 2017 Feb 8;35(2):117-118
pubmed: 28178258
EJNMMI Phys. 2020 Dec 14;7(1):76
pubmed: 33315178
Radiol Case Rep. 2015 Nov 06;9(4):998
pubmed: 27190558
Nat Rev Drug Discov. 2012 Mar 30;11(4):267-8
pubmed: 22460117
Stroke Vasc Neurol. 2019 Nov 7;4(4):206-213
pubmed: 32030204
Genet Med. 2019 Sep;21(9):2126-2134
pubmed: 30675030
Pediatr Transplant. 2020 Nov;24(7):e13837
pubmed: 32997378
Clin Physiol Funct Imaging. 2018 Jan;38(1):4-9
pubmed: 27677981
Per Med. 2015 Jun;12(3):269-282
pubmed: 29771644
PET Clin. 2020 Oct;15(4):463-475
pubmed: 32888545
Clin Transl Imaging. 2019 Dec;7(6):405-413
pubmed: 33282794
Exp Biol Med (Maywood). 2020 Jul;245(13):1155-1162
pubmed: 32397761
IEEE Trans Med Imaging. 2021 Oct;40(10):2642-2655
pubmed: 33523805
Drug Discov Today. 2019 Nov;24(11):2139-2151
pubmed: 31412288
Drug Discov Today. 2009 Dec;14(23-24):1166-73
pubmed: 19818412
Cell Syst. 2019 Feb 27;8(2):152-162.e6
pubmed: 30685436
Lancet. 2008 Jun 14;371(9629):2039-41
pubmed: 18555915
Genet Med. 2019 Feb;21(2):272-274
pubmed: 29907800
Intractable Rare Dis Res. 2018 Nov;7(4):213-222
pubmed: 30560012
J Electrocardiol. 2018 Nov - Dec;51(6S):S6-S11
pubmed: 30122457
EBioMedicine. 2021 May;67:103358
pubmed: 33962897
BMJ Qual Saf. 2017 Jun;26(6):439-448
pubmed: 27358230
Science. 2019 Jun 07;364(6444):941-942
pubmed: 31171685
Front Endocrinol (Lausanne). 2021 Jun 07;12:654975
pubmed: 34163434
Invest Radiol. 2017 Jul;52(7):434-440
pubmed: 28212138
Genet Med. 2021 Nov;23(11):2194-2201
pubmed: 34183788
Interact J Med Res. 2021 May 21;10(2):e22269
pubmed: 34018968
Front Public Health. 2017 Dec 04;5:327
pubmed: 29270401
J Med Internet Res. 2016 Apr 15;18(4):e66
pubmed: 27083521
Expert Rev Precis Med Drug Dev. 2019;4(2):95-104
pubmed: 32775691
Acta Paediatr. 2007 Apr;96(4):487-91
pubmed: 17306009
PET Clin. 2021 Oct;16(4):613-625
pubmed: 34353745
Orphanet J Rare Dis. 2019 Jul 12;14(1):175
pubmed: 31300010
Orphanet J Rare Dis. 2019 May 4;14(1):99
pubmed: 31054581

Auteurs

Navid Hasani (N)

Department of Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, 9000 Rockville Pike, Building 10, Room 1C455, Bethesda, MD 20892, USA; University of Queensland Faculty of Medicine, Ochsner Clinical School, New Orleans, LA 70121, USA.

Faraz Farhadi (F)

Department of Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, 9000 Rockville Pike, Building 10, Room 1C455, Bethesda, MD 20892, USA.

Michael A Morris (MA)

Department of Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, 9000 Rockville Pike, Building 10, Room 1C455, Bethesda, MD 20892, USA; Department of Computer Science and Electrical Engineering, University of Maryland-Baltimore Country, Baltimore, MD, USA.

Moozhan Nikpanah (M)

Department of Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, 9000 Rockville Pike, Building 10, Room 1C455, Bethesda, MD 20892, USA.

Arman Rhamim (A)

Department of Radiology, BC Cancer Research Institute, University of British Columbia, 675 West 10th Avenue, Vancouver, British Columbia, V5Z 1L3, Canada; Department of Physics, BC cancer Research Institute, University of British Columbia, Vancouver, British Columbia, Canada.

Yanji Xu (Y)

Office of Rare Diseases Research, National Center for Advancing Translational Sciences, National Institutes of Health (NIH), Bethesda, MD 20892, USA.

Anne Pariser (A)

Office of Rare Diseases Research, National Center for Advancing Translational Sciences, National Institutes of Health (NIH), Bethesda, MD 20892, USA.

Michael T Collins (MT)

Skeletal Disorders and Mineral Homeostasis Section, National Institute of Dental and Craniofacial Research, National Institutes of Health (NIH), Bethesda, MD, USA.

Ronald M Summers (RM)

Department of Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, 9000 Rockville Pike, Building 10, Room 1C455, Bethesda, MD 20892, USA.

Elizabeth Jones (E)

Department of Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, 9000 Rockville Pike, Building 10, Room 1C455, Bethesda, MD 20892, USA.

Eliot Siegel (E)

Department of Radiology and Nuclear Medicine, University of Maryland Medical Center, 655 W. Baltimore Street, Baltimore, MD 21201, USA.

Babak Saboury (B)

Department of Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, 9000 Rockville Pike, Building 10, Room 1C455, Bethesda, MD 20892, USA; Department of Computer Science and Electrical Engineering, University of Maryland-Baltimore Country, Baltimore, MD, USA; Department of Radiology, Hospital of the University of Pennsylvania, Philadelphia, PA, USA. Electronic address: babak.saboury@nih.gov.

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Classifications MeSH

questionsmedicales.fr › Sciences de l'information › Méthodologies informatiques › Algorithmes › Intelligence artificielle › Artificial Intelligence in Medical Imaging and...
questionsmedicales.fr › Environnement et santé publique › Environnement › Écosystème › Artificial Intelligence in Medical Imaging and...
questionsmedicales.fr › Eucaryotes › Animaux › Chordés › Vertébrés › Mammifères › Eutheria › Primates › Haplorhini › Catarrhini › Hominidae › Humains › Artificial Intelligence in Medical Imaging and...
questionsmedicales.fr › Diagnostic › Techniques et procédures diagnostiques › Techniques de diagnostic radioisotopique › Scintigraphie › Tomoscintigraphie › Tomographie par émission de positons › Artificial Intelligence in Medical Imaging and...
questionsmedicales.fr › Diagnostic › Techniques et procédures diagnostiques › Imagerie diagnostique › Radiographie › Artificial Intelligence in Medical Imaging and...
questionsmedicales.fr › États, signes et symptômes pathologiques › Processus pathologiques › Caractéristiques de la maladie › Maladies rares › Artificial Intelligence in Medical Imaging and...