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
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

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Auteurs

Aaron G Smith (AG)

ChemImage Corporation, Pittsburgh, Pennsylvania, United States.

Reina Perez (R)

Allegheny General Hospital, Pittsburgh, Pennsylvania, United States.

Aaron Thomas (A)

Allegheny General Hospital, Pittsburgh, Pennsylvania, United States.

Shona Stewart (S)

ChemImage Corporation, Pittsburgh, Pennsylvania, United States.

Arash Samiei (A)

ChemImage Corporation, Pittsburgh, Pennsylvania, United States.

Arjun Bangalore (A)

ChemImage Corporation, Pittsburgh, Pennsylvania, United States.

Heather Gomer (H)

ChemImage Corporation, Pittsburgh, Pennsylvania, United States.

Marlena B Darr (MB)

ChemImage Corporation, Pittsburgh, Pennsylvania, United States.

Robert C Schweitzer (RC)

ChemImage Corporation, Pittsburgh, Pennsylvania, United States.

Sandhya Vasudevan (S)

ChemImage Corporation, Pittsburgh, Pennsylvania, United States.

Jeffrey Cohen (J)

ChemImage Corporation, Pittsburgh, Pennsylvania, United States.
Allegheny General Hospital, Pittsburgh, Pennsylvania, United States.

J Christopher Post (JC)

ChemImage Corporation, Pittsburgh, Pennsylvania, United States.

Srinivas Murali (S)

Allegheny General Hospital, Pittsburgh, Pennsylvania, United States.

Patrick J Treado (PJ)

ChemImage Corporation, Pittsburgh, Pennsylvania, United States.

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