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Objective determination of peripheral edema in heart failure patients using short-wave infrared molecular chemical imaging
Significance: Peripheral pitting edema is a clinician-administered measure for grading edema. Peripheral edema is graded 0, [Formula: see text] , [Formula: see text] , [Formula: see text] , or [Formula: see text] , but subjectivity is a major limitation of this technique. A pilot clinical study for...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Society of Photo-Optical Instrumentation Engineers
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8541742/ https://www.ncbi.nlm.nih.gov/pubmed/34689443 http://dx.doi.org/10.1117/1.JBO.26.10.105002 |
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author | Smith, Aaron G. Perez, Reina Thomas, Aaron Stewart, Shona Samiei, Arash Bangalore, Arjun Gomer, Heather Darr, Marlena B. Schweitzer, Robert C. Vasudevan, Sandhya Cohen, Jeffrey Post, J. Christopher Murali, Srinivas Treado, Patrick J. |
author_facet | Smith, Aaron G. Perez, Reina Thomas, Aaron Stewart, Shona Samiei, Arash Bangalore, Arjun Gomer, Heather Darr, Marlena B. Schweitzer, Robert C. Vasudevan, Sandhya Cohen, Jeffrey Post, J. Christopher Murali, Srinivas Treado, Patrick J. |
author_sort | Smith, Aaron G. |
collection | PubMed |
description | Significance: Peripheral pitting edema is a clinician-administered measure for grading edema. Peripheral edema is graded 0, [Formula: see text] , [Formula: see text] , [Formula: see text] , or [Formula: see text] , 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. Aim: 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. Approach: 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. Results: 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 ([Formula: see text] shins). Additionally, SWIR MCI correctly classified shin pitting edema levels in patients with 81.6% accuracy. Conclusions: 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. |
format | Online Article Text |
id | pubmed-8541742 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Society of Photo-Optical Instrumentation Engineers |
record_format | MEDLINE/PubMed |
spelling | pubmed-85417422021-10-25 Objective determination of peripheral edema in heart failure patients using short-wave infrared molecular chemical imaging Smith, Aaron G. Perez, Reina Thomas, Aaron Stewart, Shona Samiei, Arash Bangalore, Arjun Gomer, Heather Darr, Marlena B. Schweitzer, Robert C. Vasudevan, Sandhya Cohen, Jeffrey Post, J. Christopher Murali, Srinivas Treado, Patrick J. J Biomed Opt General Significance: Peripheral pitting edema is a clinician-administered measure for grading edema. Peripheral edema is graded 0, [Formula: see text] , [Formula: see text] , [Formula: see text] , or [Formula: see text] , 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. Aim: 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. Approach: 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. Results: 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 ([Formula: see text] shins). Additionally, SWIR MCI correctly classified shin pitting edema levels in patients with 81.6% accuracy. Conclusions: 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. Society of Photo-Optical Instrumentation Engineers 2021-10-23 2021-10 /pmc/articles/PMC8541742/ /pubmed/34689443 http://dx.doi.org/10.1117/1.JBO.26.10.105002 Text en © 2021 The Authors https://creativecommons.org/licenses/by/4.0/Published by SPIE under a Creative Commons Attribution 4.0 International License. Distribution or reproduction of this work in whole or in part requires full attribution of the original publication, including its DOI. |
spellingShingle | General Smith, Aaron G. Perez, Reina Thomas, Aaron Stewart, Shona Samiei, Arash Bangalore, Arjun Gomer, Heather Darr, Marlena B. Schweitzer, Robert C. Vasudevan, Sandhya Cohen, Jeffrey Post, J. Christopher Murali, Srinivas Treado, Patrick J. Objective determination of peripheral edema in heart failure patients using short-wave infrared molecular chemical imaging |
title | Objective determination of peripheral edema in heart failure patients using short-wave infrared molecular chemical imaging |
title_full | Objective determination of peripheral edema in heart failure patients using short-wave infrared molecular chemical imaging |
title_fullStr | Objective determination of peripheral edema in heart failure patients using short-wave infrared molecular chemical imaging |
title_full_unstemmed | Objective determination of peripheral edema in heart failure patients using short-wave infrared molecular chemical imaging |
title_short | Objective determination of peripheral edema in heart failure patients using short-wave infrared molecular chemical imaging |
title_sort | objective determination of peripheral edema in heart failure patients using short-wave infrared molecular chemical imaging |
topic | General |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8541742/ https://www.ncbi.nlm.nih.gov/pubmed/34689443 http://dx.doi.org/10.1117/1.JBO.26.10.105002 |
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