Artificial intelligence supported patient self-care in chronic heart failure: a paradigm shift from reactive to predictive, preventive and personalised care.

Artificial Intelligence Comorbidities Diabetes Disease modelling Healthcare digitalisation Healthcare economy Heart failure Individualised patient profile Information and communications technology Integrated care Medical ethics Multi-level diagnostics Patient engagement Patient stratification Predictive preventive personalised participatory medicine Professional interactome Societal impact Therapy monitoring

Journal

The EPMA journal
ISSN: 1878-5077
Titre abrégé: EPMA J
Pays: Switzerland
ID NLM: 101517307

Informations de publication

Date de publication:
Dec 2019
Historique:
received: 03 07 2019
accepted: 23 09 2019
entrez: 14 12 2019
pubmed: 14 12 2019
medline: 14 12 2019
Statut: epublish

Résumé

Heart failure (HF) is one of the most complex chronic disorders with high prevalence, mainly due to the ageing population and better treatment of underlying diseases. Prevalence will continue to rise and is estimated to reach 3% of the population in Western countries by 2025. It is the most important cause of hospitalisation in subjects aged 65 years or more, resulting in high costs and major social impact. The current "one-size-fits-all" approach in the treatment of HF does not result in best outcome for all patients. These facts are an imminent threat to good quality management of patients with HF. An unorthodox approach from a new vision on care is required. We propose a novel predictive, preventive and personalised medicine approach where patients are truly leading their management, supported by an easily accessible online application that takes advantage of artificial intelligence. This strategy paper describes the needs in HF care, the needed paradigm shift and the elements that are required to achieve this shift. Through the inspiring collaboration of clinical and high-tech partners from North-West Europe combining state of the art HF care, artificial intelligence, serious gaming and patient coaching, a virtual doctor is being created. The results are expected to advance and personalise self-care, where standard care tasks are performed by the patients themselves, in principle without involvement of healthcare professionals, the latter being able to focus on complex conditions. This new vision on care will significantly reduce costs per patient while improving outcomes to enable long-term sustainability of top-level HF care.

Identifiants

pubmed: 31832118
doi: 10.1007/s13167-019-00188-9
pii: 188
pmc: PMC6882991
doi:

Types de publication

Journal Article Review

Langues

eng

Pagination

445-464

Informations de copyright

© The Author(s) 2019.

Déclaration de conflit d'intérêts

Competing interestsThe following conflicts of interests exist: AH, TH, JR and KvdM are staff members of Sananet; FH is staff member of RIMS; JP, AP and YS are staff members of Nurogames; PR and AT are staff members of Exploris. Apart from this and the collaboration within this project of academic, non-profit and industrial partners, the authors do not have any conflicts of interest.

Références

Circulation. 2016 Feb 16;133(7):639-49
pubmed: 26746176
BMJ. 2016 May 03;353:i2139
pubmed: 27143499
Lancet. 2018 Sep 22;392(10152):1047-1057
pubmed: 30153985
PLoS Med. 2007 Apr;4(4):e104
pubmed: 17439292
Card Fail Rev. 2017 Apr;3(1):7-11
pubmed: 28785469
EPMA J. 2018 Aug 16;9(3):235-247
pubmed: 30174760
Heart. 2018 Jul;104(14):1156-1164
pubmed: 29352006
IEEE Trans Neural Netw. 1992;3(5):698-713
pubmed: 18276469
EPMA J. 2016 Jan 30;7:2
pubmed: 26913090
J R Coll Gen Pract. 1979 Feb;29(199):77-81
pubmed: 480298
Ann Emerg Med. 2017 Jan;69(1S):S36-S45
pubmed: 27955761
Europace. 2009 Nov;11 Suppl 5:v1-9
pubmed: 19861384
PLoS One. 2012;7(1):e30412
pubmed: 22276193
ESC Heart Fail. 2018 Oct;5(5):809-817
pubmed: 29934976
Clin Interv Aging. 2018 Oct 23;13:2083-2095
pubmed: 30425463
Clin Chem. 2004 Feb;50(2):454-6
pubmed: 14752022
Intern Emerg Med. 2012 Jun;7(3):271-4
pubmed: 22094407
Stud Health Technol Inform. 2001;84(Pt 2):1455-8
pubmed: 11604967
J Cancer Educ. 2017 Sep;32(3):503-508
pubmed: 26553327
Bone Joint Res. 2018 May 5;7(3):223-225
pubmed: 29922439
EPMA J. 2012 Nov 01;3(1):14
pubmed: 23116135
Nat Rev Cardiol. 2016 Jun;13(6):368-78
pubmed: 26935038
J Med Ethics. 1986 Sep;12(3):127-32
pubmed: 3761332
Eur Heart J. 2016 Jul 14;37(27):2129-2200
pubmed: 27206819
Eur Heart J. 2016 Jan 1;37(1):63-6
pubmed: 26303835
EPMA J. 2016 Oct 25;7:23
pubmed: 27800037
Per Med. 2010 Sep;7(5):561-568
pubmed: 29776246
Circulation. 2016 Jul 5;134(1):73-90
pubmed: 27358439
Eur Radiol. 2019 Apr;29(4):1640-1646
pubmed: 29980928
Stroke Vasc Neurol. 2017 Jun 21;2(4):230-243
pubmed: 29507784
Bone Joint Res. 2016 Aug;5(8):320-7
pubmed: 27491660
Neural Netw. 2004 Oct-Nov;17(8-9):1061-85
pubmed: 15555852
Eur J Cardiovasc Nurs. 2007 Dec;6(4):273-9
pubmed: 17383236
Med Image Anal. 2010 Jun;14(3):265-75
pubmed: 20359938
Heart Fail Clin. 2015 Oct;11(4):507-13
pubmed: 26462090
J Card Fail. 2011 Aug;17(8):684-90
pubmed: 21807331
BMJ Glob Health. 2018 Aug 29;3(4):e000798
pubmed: 30233828
Diabetes Educ. 2015 Aug;41(4):472-84
pubmed: 25941192
Eur Heart J. 2016 Oct 7;37(38):2893-2962
pubmed: 27567408
Biometrics. 2003 Jun;59(2):341-50
pubmed: 12926719
Evol Comput. 2003 Spring;11(1):29-51
pubmed: 12804096
Clin Geriatr Med. 2016 May;32(2):277-89
pubmed: 27113146
J Med Internet Res. 2017 Jun 22;19(6):e221
pubmed: 28642218
Neural Comput. 2013 Mar;25(3):626-49
pubmed: 23272922
IEEE J Transl Eng Health Med. 2015 Mar 05;3:2800110
pubmed: 27170902
Int J Cardiol. 2014 Feb 15;171(3):368-76
pubmed: 24398230
Evol Comput. 2000 Summer;8(2):149-72
pubmed: 10843519
Milbank Q. 2014 Mar;92(1):88-113
pubmed: 24597557
Adv Exp Med Biol. 2018;1065:607-626
pubmed: 30051410
Eur J Heart Fail. 2012 Feb;14(2):138-46
pubmed: 22253454
J Med Ethics. 2019 Mar;45(3):156-160
pubmed: 30467198
ESMO Open. 2017 May 15;2(2):e000198
pubmed: 28761754
Curr Cardiol Rev. 2015;11(1):23-32
pubmed: 24251455
Patient Educ Couns. 2013 Aug;92(2):188-96
pubmed: 23664232
Health Policy. 2009 Oct;92(2-3):218-24
pubmed: 19410326
Artif Intell Med. 2007 Nov;41(3):197-207
pubmed: 17719213
Psychooncology. 2002 Jul-Aug;11(4):327-35
pubmed: 12203745
Scand J Caring Sci. 2019 Jun;33(2):359-370
pubmed: 30507038
Eur J Cardiovasc Prev Rehabil. 2011 Dec;18(6):836-42
pubmed: 21450593
J Am Coll Cardiol. 2008 Aug 5;52(6):428-34
pubmed: 18672162
Neth Heart J. 2019 Jan;27(1):5-15
pubmed: 30536146
Nat Rev Clin Oncol. 2017 Dec;14(12):763-772
pubmed: 28975931
JACC Heart Fail. 2013 Feb;1(1):64-71
pubmed: 24621800
Int J Health Serv. 2014;44(4):635-42
pubmed: 25626223
J Gerontol Nurs. 1992 Oct;18(10):27-32
pubmed: 1479155
Eur J Intern Med. 2013 Jun;24(4):346-8
pubmed: 23433980
J Med Internet Res. 2017 Jan 19;19(1):e9
pubmed: 28104579
Heart Lung. 2002 Sep-Oct;31(5):340-7
pubmed: 12487012
Europace. 2011 May;13 Suppl 2:ii13-7
pubmed: 21518742
Nurs Sci Q. 1991 Spring;4(1):14-20
pubmed: 1705685
J Cardiovasc Transl Res. 2017 Jun;10(3):305-312
pubmed: 28116551
Stroke. 2017 May;48(5):1416-1419
pubmed: 28386037
Curr Heart Fail Rep. 2017 Apr;14(2):106-116
pubmed: 28205040
Am Heart J. 2005 Sep;150(3):448-54
pubmed: 16169322
Popul Health Manag. 2011 Apr;14(2):93-8
pubmed: 21091370
JMIR Mhealth Uhealth. 2018 Dec 14;6(12):e11579
pubmed: 30552080
JAMA. 2019 Jan 1;321(1):29-30
pubmed: 30535297
Patient Educ Couns. 2013 Aug;92(2):142-8
pubmed: 23763983
Nat Med. 2019 Jan;25(1):30-36
pubmed: 30617336
BMC Public Health. 2018 Sep 19;18(1):1130
pubmed: 30231932
J Adv Nurs. 2005 Jan;49(2):116-24
pubmed: 15641944
Cardiovasc Ther. 2013 Aug;31(4):230-7
pubmed: 23061492
J Cardiovasc Nurs. 2008 May-Jun;23(3):250-7
pubmed: 18437067
Am Heart J. 2017 Jul;189:177-183
pubmed: 28625374
J Med Internet Res. 2001 Apr-Jun;3(2):E20
pubmed: 11720962
JAMA. 2016 Sep 20;316(11):1153-4
pubmed: 27398696
J Clin Bioinforma. 2015 Mar 26;5:4
pubmed: 25834725
Neural Netw. 2006 Jul-Aug;19(6-7):751-61
pubmed: 16806818
Lancet. 2011 Feb 19;377(9766):658-66
pubmed: 21315441
PLoS One. 2015 Jul 02;10(7):e0132321
pubmed: 26134404
Int J Cardiol. 2011 Aug 18;151(1):40-5
pubmed: 20471122
BMC Cardiovasc Disord. 2018 May 2;18(1):74
pubmed: 29716540
Am J Prev Med. 2013 Jan;44(1 Suppl 1):S16-8
pubmed: 23195159
J Med Syst. 2012 Apr;36(2):883-92
pubmed: 20703646
Cardiol Rev. 2016 Sep-Oct;24(5):256-60
pubmed: 27465540
Nat Med. 2018 Sep;24(9):1342-1350
pubmed: 30104768
Lancet. 2018 Feb 10;391(10120):572-580
pubmed: 29174292
Heart Fail Rev. 2019 Jan;24(1):17-30
pubmed: 30194516
Eur J Cardiovasc Nurs. 2016 Jun;15(4):276-84
pubmed: 25595358
Am J Med. 2015 Jul;128(7):776-83.e4
pubmed: 25595470
CMAJ. 1995 May 1;152(9):1423-33
pubmed: 7728691
Am J Med. 2017 Dec;130(12):1388-1396.e6
pubmed: 28847546
Congest Heart Fail. 2003 Sep-Oct;9(5):287-92
pubmed: 14564148
Bone Joint J. 2015 Mar;97-B(3):292-9
pubmed: 25737510
Circulation. 2009 Feb 3;119(4):515-23
pubmed: 19153268
JMIR Mhealth Uhealth. 2017 Feb 21;5(2):e18
pubmed: 28223265
Int J Cardiol. 2019 Sep 1;290:154-155
pubmed: 31130277
J Hypertens. 2018 Aug;36(8):1753-1761
pubmed: 29889157

Auteurs

Matthew Barrett (M)

1University College of Dublin, Catherine McAuley Education & Research Centre, Mater Misericordiae University Hospital, Nelson Street, Dublin, 7 Ireland.

Josiane Boyne (J)

2Department of Cardiology, Maastricht University Medical Center, PO Box 5800, 6202AZ Maastricht, The Netherlands.

Julia Brandts (J)

3Department of Cardiology, University Hospital Aachen, Pauwelsstrasse 30, 52074 Aachen, Germany.

Hans-Peter Brunner-La Rocca (HP)

2Department of Cardiology, Maastricht University Medical Center, PO Box 5800, 6202AZ Maastricht, The Netherlands.

Lieven De Maesschalck (L)

Thomas More University of Applied Science, Kleinhoefstraat 4, 2240 Geel, Belgium.

Kurt De Wit (K)

Thomas More University of Applied Science, Kleinhoefstraat 4, 2240 Geel, Belgium.

Lana Dixon (L)

5Belfast Health and Social Care Trust, A Floor, Belfast City Hospital, Lisburn Rd, Belfast, BT9 7AB UK.

Casper Eurlings (C)

2Department of Cardiology, Maastricht University Medical Center, PO Box 5800, 6202AZ Maastricht, The Netherlands.

Donna Fitzsimons (D)

6Queen's University Belfast, 97 Lisburn Rd, Belfast, BY9 7BL UK.

Olga Golubnitschaja (O)

Radiological Clinic, Universitätsklinikum Bonn, Excellence University of Bonn, Sigmund-Freud-Str. 25, 53127 Bonn, Germany.

Arjan Hageman (A)

Sananet Care BV, Rijksweg Zuid 37, 6131AL Sittard, Netherlands.

Frank Heemskerk (F)

RIMS bvba, Bollestraat 75, 3090 Overijse, Belgium.

André Hintzen (A)

2Department of Cardiology, Maastricht University Medical Center, PO Box 5800, 6202AZ Maastricht, The Netherlands.

Thomas M Helms (TM)

10German Foundation for the Chronically Ill, Alexanderstrasse 26, 90762 Fürth, Germany.

Loreena Hill (L)

6Queen's University Belfast, 97 Lisburn Rd, Belfast, BY9 7BL UK.

Thom Hoedemakers (T)

Sananet Care BV, Rijksweg Zuid 37, 6131AL Sittard, Netherlands.

Nikolaus Marx (N)

3Department of Cardiology, University Hospital Aachen, Pauwelsstrasse 30, 52074 Aachen, Germany.

Kenneth McDonald (K)

1University College of Dublin, Catherine McAuley Education & Research Centre, Mater Misericordiae University Hospital, Nelson Street, Dublin, 7 Ireland.

Marc Mertens (M)

Thomas More University of Applied Science, Kleinhoefstraat 4, 2240 Geel, Belgium.

Dirk Müller-Wieland (D)

3Department of Cardiology, University Hospital Aachen, Pauwelsstrasse 30, 52074 Aachen, Germany.

Alexander Palant (A)

10German Foundation for the Chronically Ill, Alexanderstrasse 26, 90762 Fürth, Germany.

Jens Piesk (J)

Nurogames GmbH, Schaafenstrasse 25, 50676 Cologne, Germany.

Andrew Pomazanskyi (A)

Nurogames GmbH, Schaafenstrasse 25, 50676 Cologne, Germany.

Jan Ramaekers (J)

Sananet Care BV, Rijksweg Zuid 37, 6131AL Sittard, Netherlands.

Peter Ruff (P)

Exploris AG, Tödistrasse 52, 8002 Zürich, Switzerland.

Katharina Schütt (K)

3Department of Cardiology, University Hospital Aachen, Pauwelsstrasse 30, 52074 Aachen, Germany.

Yash Shekhawat (Y)

Nurogames GmbH, Schaafenstrasse 25, 50676 Cologne, Germany.

Chantal F Ski (CF)

6Queen's University Belfast, 97 Lisburn Rd, Belfast, BY9 7BL UK.

David R Thompson (DR)

6Queen's University Belfast, 97 Lisburn Rd, Belfast, BY9 7BL UK.

Andrew Tsirkin (A)

Exploris AG, Tödistrasse 52, 8002 Zürich, Switzerland.

Kay van der Mierden (K)

Sananet Care BV, Rijksweg Zuid 37, 6131AL Sittard, Netherlands.

Chris Watson (C)

6Queen's University Belfast, 97 Lisburn Rd, Belfast, BY9 7BL UK.

Bettina Zippel-Schultz (B)

10German Foundation for the Chronically Ill, Alexanderstrasse 26, 90762 Fürth, Germany.

Classifications MeSH