Quantification of Resting-State Ballistocardiogram Difference Between Clinical and Non-Clinical Populations for Ambient Monitoring of Heart Failure.

Ballistocardiogram ambient monitoring heart failure resting-state

Journal

IEEE journal of translational engineering in health and medicine
ISSN: 2168-2372
Titre abrégé: IEEE J Transl Eng Health Med
Pays: United States
ID NLM: 101623153

Informations de publication

Date de publication:
2020
Historique:
received: 16 06 2020
revised: 14 09 2020
accepted: 05 10 2020
entrez: 23 10 2020
pubmed: 24 10 2020
medline: 24 10 2020
Statut: epublish

Résumé

A ballistocardiogram (BCG) is a versatile bio-signal that enables ambient remote monitoring of heart failure (HF) patients in a home setting, achieved through embedded sensors in the surrounding environment. Numerous methods of analysis are available for extracting physiological information using the BCG; however, most have been developed based on non-clinical subjects. While the difference between clinical and non-clinical populations are expected, quantification of the difference may serve as a useful tool. In this work, the differences in resting-state BCGs of the two cohorts in a sitting posture were quantified. An instrumented chair was used to collect the BCG from 29 healthy adults and 26 NYHA HF class I and II patients while seated without any stress test for five minutes. Five 20-second epochs per subject were used to calculate the waveform fluctuation metric at rest (WFMR). The WFMR was obtained in two steps. The ensemble average of the segmented BCG heartbeats within an epoch were calculated first. Mean square errors (MSE) between different ensemble average pairs were then retrieved. The MSEs were averaged to produce the WFMR. The comparison showed that the clinical cohort had higher fluctuation than the non-clinical population and had at least 82.2% separation, suggesting that greater errors may result when existing algorithms were used. The WFMR acts as a bridge that may enable important features, including the addition of error margins in parameter estimation and ways to devise a calibration strategy when resting-state BCG is unstable.

Identifiants

pubmed: 33094034
doi: 10.1109/JTEHM.2020.3029690
pii: 2700811
pmc: PMC7571868
doi:

Types de publication

Journal Article

Langues

eng

Pagination

2700811

Références

Annu Int Conf IEEE Eng Med Biol Soc. 2011;2011:4279-82
pubmed: 22255285
IEEE J Biomed Health Inform. 2015 Sep;19(5):1549-56
pubmed: 26058064
Sci Rep. 2016 Aug 09;6:31297
pubmed: 27503664
IEEE Trans Biomed Eng. 2020 May;67(5):1303-1313
pubmed: 31425011
IEEE Trans Biomed Eng. 1985 Mar;32(3):230-6
pubmed: 3997178
Sci Rep. 2019 Mar 26;9(1):5146
pubmed: 30914687
IEEE Trans Inf Technol Biomed. 2011 Nov;15(6):864-9
pubmed: 21843998
J Am Coll Cardiol. 2009 Mar 17;53(11):982-91
pubmed: 19281931
Biomed Tech (Berl). 2018 Mar 28;63(2):113-122
pubmed: 27824610
IEEE J Biomed Health Inform. 2015 Jul;19(4):1414-27
pubmed: 25312966
Circulation. 2000 Jun 13;101(23):E215-20
pubmed: 10851218
Heart. 2016 Mar;102(6):438-43
pubmed: 26762239
Appl Ergon. 2015 Mar;47:133-50
pubmed: 25479983
Sensors (Basel). 2018 May 08;18(5):
pubmed: 29738456
JMIR Mhealth Uhealth. 2019 Jan 18;7(1):e12419
pubmed: 30664492
Sci Rep. 2016 Dec 15;6:39273
pubmed: 27976741
J Am Coll Cardiol. 2009 Mar 17;53(11):976-81
pubmed: 19281930
IEEE J Transl Eng Health Med. 2018 Oct 17;6:2700613
pubmed: 30345183
Am J Cardiol. 1992 Sep 15;70(7):797-801
pubmed: 1519533
Bibl Cardiol. 1979;(37):27-45
pubmed: 508258
IEEE Trans Biomed Eng. 2019 Oct;66(10):2906-2917
pubmed: 30735985
J Am Heart Assoc. 2016 Jun 17;5(6):
pubmed: 27317349
Physiol Meas. 2009 Mar;30(3):261-74
pubmed: 19202234
Sensors (Basel). 2016 May 28;16(6):
pubmed: 27240380
Annu Int Conf IEEE Eng Med Biol Soc. 2009;2009:6773-6
pubmed: 19963690
Circ Heart Fail. 2018 Dec;11(12):e004873
pubmed: 30562099
J Electrocardiol. 2014 Mar-Apr;47(2):155-7
pubmed: 24388488

Auteurs

Isaac Sungjae Chang (IS)

Institute of Biomaterials and Biomedical Engineering, University of TorontoONM5S 3G9Canada.

Susanna Mak (S)

Division of CardiologyDepartment of MedicineMount Sinai HospitalTorontoONM5G 1X5Canada.

Narges Armanfard (N)

Department of Electrical and Computer EngineeringMcGill UniversityMontrealQCH3A 0G4Canada.

Jennifer Boger (J)

Department of Systems Design EngineeringUniversity of WaterlooWaterlooONN2L 3G1Canada.
Research Institute for AgingWaterlooONN2J 0E2Canada.

Sherry L Grace (SL)

Faculty of HealthYork UniversityTorontoONM3J IP3Canada.
Toronto Rehabilitation Institute, University Health NetworkTorontoONM5T 2S8Canada.

Amaya Arcelus (A)

Toronto Rehabilitation Institute, University Health NetworkTorontoONM5T 2S8Canada.

Caroline Chessex (C)

Toronto Rehabilitation Institute, University Health NetworkTorontoONM5T 2S8Canada.

Alex Mihailidis (A)

Toronto Rehabilitation Institute, University Health NetworkTorontoONM5T 2S8Canada.

Classifications MeSH