Objective determination of peripheral edema in heart failure patients using short-wave infrared molecular chemical imaging.
artificial intelligence
heart failure
molecular chemical imaging
peripheral edema
short-wave infrared
Journal
Journal of biomedical optics
ISSN: 1560-2281
Titre abrégé: J Biomed Opt
Pays: United States
ID NLM: 9605853
Informations de publication
Date de publication:
10 2021
10 2021
Historique:
received:
22
03
2021
accepted:
16
09
2021
entrez:
24
10
2021
pubmed:
25
10
2021
medline:
17
11
2021
Statut:
ppublish
Résumé
Peripheral pitting edema is a clinician-administered measure for grading edema. Peripheral edema is graded 0, 1 + , 2 + , 3 + , or 4 + , but subjectivity is a major limitation of this technique. A pilot clinical study for short-wave infrared (SWIR) molecular chemical imaging (MCI) effectiveness as an objective, non-contact quantitative peripheral edema measure is underway. We explore if SWIR MCI can differentiate populations with and without peripheral edema. Further, we evaluate the technology for correctly stratifying subjects with peripheral edema. SWIR MCI of shins from healthy subjects and heart failure (HF) patients was performed. Partial least squares discriminant analysis (PLS-DA) was used to discriminate the two populations. PLS regression (PLSR) was applied to assess the ability of MCI to grade edema. Average spectra from edema exhibited higher water absorption than non-edema spectra. SWIR MCI differentiated healthy volunteers from a population representing all pitting edema grades with 97.1% accuracy (N = 103 shins). Additionally, SWIR MCI correctly classified shin pitting edema levels in patients with 81.6% accuracy. Our study successfully achieved the two primary endpoints. Application of SWIR MCI to monitor patients while actively receiving HF treatment is necessary to validate SWIR MCI as an HF monitoring technology.
Identifiants
pubmed: 34689443
pii: JBO-210090RR
doi: 10.1117/1.JBO.26.10.105002
pmc: PMC8541742
doi:
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Références
J Card Fail. 2017 Feb;23(2):131-137
pubmed: 27615064
Congenit Heart Dis. 2019 Mar;14(2):167-175
pubmed: 30351489
Appl Opt. 1973 Mar 1;12(3):555-63
pubmed: 20125343
J Biomed Opt. 2012 Jun;17(6):061209
pubmed: 22734739
Card Fail Rev. 2019 Feb;5(1):44-49
pubmed: 30847245
Commun Numer Methods Eng. 2008 Aug 15;25(6):711-732
pubmed: 20182646
J Biomed Opt. 2011 Aug;16(8):087010
pubmed: 21895337
J Biomed Opt. 2014 Jan;19(1):10901
pubmed: 24441941
J Biomed Opt. 2017 Apr 1;22(4):45002
pubmed: 28384701
Clin Med Res. 2009 Jun;7(1-2):21-31
pubmed: 19251582
J Am Heart Assoc. 2018 Nov 20;7(22):e009175
pubmed: 30571493
Circulation. 2016 Jan 26;133(4):e38-360
pubmed: 26673558
Eur J Heart Fail. 2012 Apr;14(4):438-44
pubmed: 22371525
Ann Biomed Eng. 2011 Apr;39(4):1349-57
pubmed: 21331663
J Am Coll Cardiol. 2017 Oct 10;70(15):1875-1886
pubmed: 28982501
J Biomed Opt. 2011 Jan-Feb;16(1):011015
pubmed: 21280902
J Biomed Opt. 2016 Dec 1;21(12):126006
pubmed: 27930773
Am Heart J. 2014 Nov;168(5):721-30
pubmed: 25440801
Anal Chem. 2002 May 1;74(9):2021-8
pubmed: 12033302
J Biomed Opt. 2015 Mar;20(3):030901
pubmed: 25803186