Ethical Implications of Alzheimer's Disease Prediction in Asymptomatic Individuals through Artificial Intelligence.

autonomy explicability informed consent justice machine learning population screening pre-symptomatic preclinical

Journal

Diagnostics (Basel, Switzerland)
ISSN: 2075-4418
Titre abrégé: Diagnostics (Basel)
Pays: Switzerland
ID NLM: 101658402

Informations de publication

Date de publication:
04 Mar 2021
Historique:
received: 05 01 2021
revised: 09 02 2021
accepted: 25 02 2021
entrez: 3 4 2021
pubmed: 4 4 2021
medline: 4 4 2021
Statut: epublish

Résumé

Biomarker-based predictive tests for subjectively asymptomatic Alzheimer's disease (AD) are utilized in research today. Novel applications of artificial intelligence (AI) promise to predict the onset of AD several years in advance without determining biomarker thresholds. Until now, little attention has been paid to the new ethical challenges that AI brings to the early diagnosis in asymptomatic individuals, beyond contributing to research purposes, when we still lack adequate treatment. The aim of this paper is to explore the ethical arguments put forward for AI aided AD prediction in subjectively asymptomatic individuals and their ethical implications. The ethical assessment is based on a systematic literature search. Thematic analysis was conducted inductively of 18 included publications. The ethical framework includes the principles of autonomy, beneficence, non-maleficence, and justice. Reasons for offering predictive tests to asymptomatic individuals are the right to know, a positive balance of the risk-benefit assessment, and the opportunity for future planning. Reasons against are the lack of disease modifying treatment, the accuracy and explicability of AI aided prediction, the right not to know, and threats to social rights. We conclude that there are serious ethical concerns in offering early diagnosis to asymptomatic individuals and the issues raised by the application of AI add to the already known issues. Nevertheless, pre-symptomatic testing should only be offered on request to avoid inflicted harm. We recommend developing training for physicians in communicating AI aided prediction.

Identifiants

pubmed: 33806501
pii: diagnostics11030440
doi: 10.3390/diagnostics11030440
pmc: PMC7998766
pii:
doi:

Types de publication

Journal Article

Langues

eng

Références

J Alzheimers Dis. 2018;62(1):145-155
pubmed: 29439325
Alzheimers Dement (Amst). 2018 Mar 19;10:285-300
pubmed: 29780873
Bioethics. 2019 Jan;33(1):138-145
pubmed: 30303259
J Bioeth Inq. 2019 Mar;16(1):45-59
pubmed: 30868358
Neuroimage. 2019 Apr 1;189:276-287
pubmed: 30654174
Alzheimer Dis Assoc Disord. 2004 Apr-Jun;18(2):65-7
pubmed: 15249849
Am J Hum Genet. 1999 May;64(5):1289-92
pubmed: 10205259
J Med Ethics. 2011 Nov;37(11):673-6
pubmed: 21659442
J Med Ethics. 2017 Dec;43(12):852-856
pubmed: 28798225
Sci Eng Ethics. 2020 Aug;26(4):2141-2168
pubmed: 31828533
Am J Hum Genet. 1999 May;64(5):1293-304
pubmed: 10205260
J Alzheimers Dis. 2020;76(3):923-940
pubmed: 32597799
J Med Syst. 2020 Jan 4;44(2):49
pubmed: 31902041
Nervenarzt. 2021 Jan;92(1):66-68
pubmed: 32857230
J Alzheimers Dis. 2015;49(3):617-31
pubmed: 26484931
J Bioeth Inq. 2018 Jun;15(2):219-230
pubmed: 29532386
J Alzheimers Dis. 2018;66(4):1309-1322
pubmed: 30507575
Eur J Neurol. 2018 Jan;25(1):59-70
pubmed: 28872215
Alzheimers Dement (N Y). 2018 May 03;4:195-214
pubmed: 29955663
JAMA. 2020 Feb 4;323(5):444-454
pubmed: 32016308
J Community Genet. 2019 Jan;10(1):3-33
pubmed: 29949066
J Med Ethics. 2012 Feb;38(2):121-6
pubmed: 22080465
Rev Prat. 2020 Feb;70(2):158-163
pubmed: 32877127
Alzheimers Res Ther. 2019 Mar 20;11(1):25
pubmed: 30894218
Radiology. 2019 Feb;290(2):456-464
pubmed: 30398430
Arch Clin Neuropsychol. 2008 May;23(3):251-6
pubmed: 18299184
Invest Radiol. 2020 Jan;55(1):1-7
pubmed: 31503083
Nat Med. 2020 Sep;26(9):1318-1320
pubmed: 32908274
Eur J Epidemiol. 2016 Jan;31(1):1-4
pubmed: 26861155
Lancet Psychiatry. 2017 Apr;4(4):e6-e7
pubmed: 28347435
Dialogues Clin Neurosci. 2019 Mar;21(1):101-108
pubmed: 31607785
Nurs Health Sci. 2013 Sep;15(3):398-405
pubmed: 23480423
J Genet Couns. 2000 Aug;9(4):327-41
pubmed: 26141474
J Med Genet. 1994 Jul;31(7):555-9
pubmed: 7966192
Int J Alzheimers Dis. 2010 Jun 27;2010:
pubmed: 20798843
Prog Neurobiol. 2013 Nov;110:2-28
pubmed: 24036231
Comput Methods Programs Biomed. 2020 Apr;187:105242
pubmed: 31837630
Alzheimers Dement. 2015 May;11(5):561-78
pubmed: 25443858
Psychiatry Res. 2020 Feb;284:112732
pubmed: 31978628
Curr Alzheimer Res. 2019;16(3):261-277
pubmed: 30827243
Lancet Neurol. 2017 Aug;16(8):661-676
pubmed: 28721928
Science. 2019 Apr 5;364(6435):26-27
pubmed: 30948538
Br Med Bull. 2011;100:7-21
pubmed: 21672937
CMAJ. 2014 Jun 10;186(9):655-6
pubmed: 24688013
Am J Kidney Dis. 2018 Oct;72(4):569-581
pubmed: 29655499
Semin Nucl Med. 2011 Nov;41(6):449-62
pubmed: 21978447
Hastings Cent Rep. 2019 Jan;49(1):15-21
pubmed: 30790315
Diagnostics (Basel). 2020 Apr 17;10(4):
pubmed: 32316503
Am J Med Genet B Neuropsychiatr Genet. 2019 Dec;180(8):576-588
pubmed: 31287218
BMJ. 2009 Jul 21;339:b2535
pubmed: 19622551
J Am Coll Radiol. 2019 Sep;16(9 Pt B):1239-1247
pubmed: 31492401
J Med Ethics. 2020 May;46(5):300-303
pubmed: 32350031
Can Assoc Radiol J. 2019 Nov;70(4):329-334
pubmed: 31585825
Can J Neurol Sci. 2010 Jan;37(1):67-75
pubmed: 20169776
J Prev Alzheimers Dis. 2019;6(3):185-191
pubmed: 31062833
Can J Neurol Sci. 2001 Feb;28 Suppl 1:S67-71
pubmed: 11237313
Int J Geriatr Psychiatry. 2001 Sep;16(9):879-85
pubmed: 11571768
J Am Coll Radiol. 2020 Jan;17(1 Pt B):165-170
pubmed: 31918875
Curr Alzheimer Res. 2018;15(1):28-37
pubmed: 28891443
Front Aging Neurosci. 2019 Aug 20;11:220
pubmed: 31481890
BMJ. 2001 Apr 28;322(7293):1052-6
pubmed: 11325775
Maturitas. 2017 Apr;98:30-34
pubmed: 28274325
Kennedy Inst Ethics J. 2014 Dec;24(4):301-21
pubmed: 25638945

Auteurs

Frank Ursin (F)

Institute of the History, Philosophy and Ethics of Medicine, Ulm University, Parkstrasse 11, D-89073 Ulm, Germany.

Cristian Timmermann (C)

Institute of the History, Philosophy and Ethics of Medicine, Ulm University, Parkstrasse 11, D-89073 Ulm, Germany.

Florian Steger (F)

Institute of the History, Philosophy and Ethics of Medicine, Ulm University, Parkstrasse 11, D-89073 Ulm, Germany.

Classifications MeSH