Wearable Technologies and AI at the Far Edge for Chronic Heart Failure Prevention and Management: A Systematic Review and Prospects.

IoT cardiovascular diseases chronic heart failure edge AI health digital twin internet of medical things internet of wearable things on-device AI systematic literature review personalized health smart health infrastructures wearables

Journal

Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366

Informations de publication

Date de publication:
03 Aug 2023
Historique:
received: 19 07 2023
revised: 31 07 2023
accepted: 01 08 2023
medline: 16 8 2023
pubmed: 12 8 2023
entrez: 12 8 2023
Statut: epublish

Résumé

Smart wearable devices enable personalized at-home healthcare by unobtrusively collecting patient health data and facilitating the development of intelligent platforms to support patient care and management. The accurate analysis of data obtained from wearable devices is crucial for interpreting and contextualizing health data and facilitating the reliable diagnosis and management of critical and chronic diseases. The combination of edge computing and artificial intelligence has provided real-time, time-critical, and privacy-preserving data analysis solutions. However, based on the envisioned service, evaluating the additive value of edge intelligence to the overall architecture is essential before implementation. This article aims to comprehensively analyze the current state of the art on smart health infrastructures implementing wearable and AI technologies at the far edge to support patients with chronic heart failure (CHF). In particular, we highlight the contribution of edge intelligence in supporting the integration of wearable devices into IoT-aware technology infrastructures that provide services for patient diagnosis and management. We also offer an in-depth analysis of open challenges and provide potential solutions to facilitate the integration of wearable devices with edge AI solutions to provide innovative technological infrastructures and interactive services for patients and doctors.

Identifiants

pubmed: 37571678
pii: s23156896
doi: 10.3390/s23156896
pmc: PMC10422393
pii:
doi:

Types de publication

Systematic Review Journal Article Review

Langues

eng

Sous-ensembles de citation

IM

Références

Health Technol Assess. 2009 Jul;13(32):1-207, iii
pubmed: 19586584
Annu Int Conf IEEE Eng Med Biol Soc. 2021 Nov;2021:1965-1968
pubmed: 34891672
IEEE J Biomed Health Inform. 2020 Feb;24(2):515-523
pubmed: 30990452
NPJ Digit Med. 2019 Jun 26;2:60
pubmed: 31388564
Circ Arrhythm Electrophysiol. 2020 Nov;13(11):e007953
pubmed: 33021815
Eur Heart J. 2021 Feb 1;42(5):373-498
pubmed: 32860505
IEEE Trans Biomed Circuits Syst. 2022 Aug;16(4):703-713
pubmed: 35921346
Mayo Clin Proc. 2010 Feb;85(2):180-95
pubmed: 20118395
Sensors (Basel). 2021 Aug 19;21(16):
pubmed: 34451032
ACS Sens. 2021 May 28;6(5):1761-1769
pubmed: 34010558
Sensors (Basel). 2022 Feb 27;22(5):
pubmed: 35271020
IEEE Trans Biomed Circuits Syst. 2022 Apr;16(2):222-232
pubmed: 35180083
J Healthc Eng. 2021 Apr 24;2021:6684954
pubmed: 33995984
IEEE Trans Biomed Circuits Syst. 2019 Dec;13(6):1483-1493
pubmed: 31647445
IEEE Access. 2022;10:31306-31339
pubmed: 35441062
Adv Sci (Weinh). 2019 May 21;6(14):1900290
pubmed: 31380208
Front Physiol. 2021 Dec 10;12:787180
pubmed: 34955894
BMC Med Inform Decis Mak. 2020 Nov 30;20(1):310
pubmed: 33256715
PLoS Med. 2018 Mar 27;15(3):e1002540
pubmed: 29584734
PeerJ Comput Sci. 2021 Apr 14;7:e474
pubmed: 33954248
IEEE Trans Biomed Circuits Syst. 2021 Dec;15(6):1196-1209
pubmed: 34673496
Annu Int Conf IEEE Eng Med Biol Soc. 2021 Nov;2021:6795-6799
pubmed: 34892668
Sensors (Basel). 2022 Oct 10;22(19):
pubmed: 36236773
J Med Internet Res. 2017 Jan 06;19(1):e13
pubmed: 28062391
J Med Libr Assoc. 2019 Jan;107(1):16-29
pubmed: 30598645
Per Med. 2013;10(6):565-576
pubmed: 25342952
Annu Int Conf IEEE Eng Med Biol Soc. 2021 Nov;2021:886-889
pubmed: 34891432
Physiol Meas. 2007 Mar;28(3):R1-39
pubmed: 17322588
Sensors (Basel). 2021 Nov 12;21(22):
pubmed: 34833610
Cardiol Rev. 2020 Mar/Apr;28(2):53-64
pubmed: 32022759
Trop Med Health. 2019 Aug 01;47:46
pubmed: 31388330
Eur Heart J. 2021 Sep 21;42(36):3599-3726
pubmed: 34447992
Eur Heart J. 2020 Jan 14;41(3):407-477
pubmed: 31504439
Eur Heart J. 2018 Sep 1;39(33):3021-3104
pubmed: 30165516
Annu Int Conf IEEE Eng Med Biol Soc. 2017 Jul;2017:78-81
pubmed: 29059815
JMIR Aging. 2021 Nov 5;4(4):e29788
pubmed: 34738913
Comput Biol Med. 2022 Apr;143:105249
pubmed: 35091363
Eur Heart J Cardiovasc Imaging. 2017 Dec 01;18(12):1301-1310
pubmed: 29045589
Sensors (Basel). 2020 Apr 29;20(9):
pubmed: 32365645
Curr Med Sci. 2021 Dec;41(6):1123-1133
pubmed: 34950987
IEEE Trans Biomed Circuits Syst. 2018 Jul 16;:
pubmed: 30010598
Artif Intell Med. 2022 Feb;124:102236
pubmed: 35115130
Annu Int Conf IEEE Eng Med Biol Soc. 2021 Nov;2021:504-507
pubmed: 34891343
IEEE J Biomed Health Inform. 2022 Dec;26(12):5918-5929
pubmed: 36121944
Lancet. 2018 Feb 10;391(10120):572-580
pubmed: 29174292
Sensors (Basel). 2022 Feb 24;22(5):
pubmed: 35270923
J Am Heart Assoc. 2019 Dec 3;8(23):e014240
pubmed: 31771438

Auteurs

Angela-Tafadzwa Shumba (AT)

Department of Engineering for Innovation, University of Salento, 73100 Lecce, Italy.
Istituto Italiano di Tecnologia, Centre for Biomolecular Nanotechnologies, 73010 Arnesano, Italy.

Teodoro Montanaro (T)

Department of Engineering for Innovation, University of Salento, 73100 Lecce, Italy.

Ilaria Sergi (I)

Department of Engineering for Innovation, University of Salento, 73100 Lecce, Italy.

Alessia Bramanti (A)

Dipartimento di Medicina, Chirurgia e Odontoiatria "Scuola Medica Salernitana" (DIPMED), University of Salerno, 84081 Baronissi, Italy.

Michele Ciccarelli (M)

Dipartimento di Medicina, Chirurgia e Odontoiatria "Scuola Medica Salernitana" (DIPMED), University of Salerno, 84081 Baronissi, Italy.

Antonella Rispoli (A)

Dipartimento di Medicina, Chirurgia e Odontoiatria "Scuola Medica Salernitana" (DIPMED), University of Salerno, 84081 Baronissi, Italy.

Albino Carrizzo (A)

Dipartimento di Medicina, Chirurgia e Odontoiatria "Scuola Medica Salernitana" (DIPMED), University of Salerno, 84081 Baronissi, Italy.

Massimo De Vittorio (M)

Department of Engineering for Innovation, University of Salento, 73100 Lecce, Italy.
Istituto Italiano di Tecnologia, Centre for Biomolecular Nanotechnologies, 73010 Arnesano, Italy.

Luigi Patrono (L)

Department of Engineering for Innovation, University of Salento, 73100 Lecce, Italy.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH