Literature DB >> 20799809

Principal component model of multispectral data for near real-time skin chromophore mapping.

Jana M Kainerstorfer1, Martin Ehler, Franck Amyot, Moinuddin Hassan, Stavros G Demos, Victor Chernomordik, Christoph K Hitzenberger, Amir H Gandjbakhche, Jason D Riley.   

Abstract

Multispectral images of skin contain information on the spatial distribution of biological chromophores, such as blood and melanin. From this, parameters such as blood volume and blood oxygenation can be retrieved using reconstruction algorithms. Most such approaches use some form of pixelwise or volumetric reconstruction code. We explore the use of principal component analysis (PCA) of multispectral images to access blood volume and blood oxygenation in near real time. We present data from healthy volunteers under arterial occlusion of the forearm, experiencing ischemia and reactive hyperemia. Using a two-layered analytical skin model, we show reconstruction results of blood volume and oxygenation and compare it to the results obtained from our new spectral analysis based on PCA. We demonstrate that PCA applied to multispectral images gives near equivalent results for skin chromophore mapping and quantification with the advantage of being three orders of magnitude faster than the reconstruction algorithm.

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Year:  2010        PMID: 20799809      PMCID: PMC2929259          DOI: 10.1117/1.3463010

Source DB:  PubMed          Journal:  J Biomed Opt        ISSN: 1083-3668            Impact factor:   3.170


  25 in total

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2.  Visualization of cutaneous hemoglobin oxygenation and skin hydration using near-infrared spectroscopic imaging.

Authors:  M Attas; M Hewko; J Payette; T Posthumus; M Sowa; H Mantsch
Journal:  Skin Res Technol       Date:  2001-11       Impact factor: 2.365

3.  Computational and performance aspects of PCA-based face-recognition algorithms.

Authors:  H Moon; P J Phillips
Journal:  Perception       Date:  2001       Impact factor: 1.490

4.  Quantitative assessment of skin layers absorption and skin reflectance spectra simulation in the visible and near-infrared spectral regions.

Authors:  Igor V Meglinski; Stephen J Matcher
Journal:  Physiol Meas       Date:  2002-11       Impact factor: 2.833

5.  Determination of skin repigmentation progression.

Authors:  Hermawan Nugroho; M H Ahmad Fadzil; V V Yap; S Norashikin; H H Suraiya
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2007

6.  Eigenfaces for recognition.

Authors:  M Turk; A Pentland
Journal:  J Cogn Neurosci       Date:  1991       Impact factor: 3.225

7.  Good practices in EEG-MRI: the utility of retrospective synchronization and PCA for the removal of MRI gradient artefacts.

Authors:  H Mandelkow; D Brandeis; P Boesiger
Journal:  Neuroimage       Date:  2009-11-03       Impact factor: 6.556

8.  Proteomic analysis of the development and germination of date palm (Phoenix dactylifera L.) zygotic embryos.

Authors:  Besma Sghaier-Hammami; Luis Valledor; Noureddine Drira; Jesús V Jorrin-Novo
Journal:  Proteomics       Date:  2009-05       Impact factor: 3.984

9.  Skin lesion classification using relative color features.

Authors:  Yue Cheng; Ragavendar Swamisai; Scott E Umbaugh; Randy H Moss; William V Stoecker; Saritha Teegala; Subhashini K Srinivasan
Journal:  Skin Res Technol       Date:  2008-02       Impact factor: 2.365

10.  Chromophore concentrations, absorption and scattering properties of human skin in-vivo.

Authors:  Sheng-Hao Tseng; Paulo Bargo; Anthony Durkin; Nikiforos Kollias
Journal:  Opt Express       Date:  2009-08-17       Impact factor: 3.894

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  8 in total

1.  Second derivative multispectral algorithm for quantitative assessment of cutaneous tissue oxygenation.

Authors:  Jiwei Huang; Shiwu Zhang; Surya Gnyawali; Chandan K Sen; Ronald X Xu
Journal:  J Biomed Opt       Date:  2015-03       Impact factor: 3.170

2.  Locally learning biomedical data using diffusion frames.

Authors:  M Ehler; F Filbir; H N Mhaskar
Journal:  J Comput Biol       Date:  2012-10-26       Impact factor: 1.479

3.  Remote diffuse reflectance spectroscopy sensor for tissue engineering monitoring based on blind signal separation.

Authors:  Pedro Martín-Mateos; Sergio Crespo-Garcia; Marta Ruiz-Llata; José Ramón Lopez-Fernandez; José Luis Jorcano; Marcela Del Rio; Fernando Larcher; Pablo Acedo
Journal:  Biomed Opt Express       Date:  2014-08-28       Impact factor: 3.732

4.  Analysis of skin morphological features and real-time monitoring using snapshot hyperspectral imaging.

Authors:  Qinghua He; Ruikang K Wang
Journal:  Biomed Opt Express       Date:  2019-10-10       Impact factor: 3.732

5.  Quantitative principal component model for skin chromophore mapping using multi-spectral images and spatial priors.

Authors:  Jana M Kainerstorfer; Jason D Riley; Martin Ehler; Laleh Najafizadeh; Franck Amyot; Moinuddin Hassan; Randall Pursley; Stavros G Demos; Victor Chernomordik; Michael Pircher; Paul D Smith; Christoph K Hitzenberger; Amir H Gandjbakhche
Journal:  Biomed Opt Express       Date:  2011-04-01       Impact factor: 3.732

6.  Modeling Photo-Bleaching Kinetics to Create High Resolution Maps of Rod Rhodopsin in the Human Retina.

Authors:  Martin Ehler; Julia Dobrosotskaya; Denise Cunningham; Wai T Wong; Emily Y Chew; Wojtek Czaja; Robert F Bonner
Journal:  PLoS One       Date:  2015-07-21       Impact factor: 3.240

7.  Evaluation of non-invasive multispectral imaging as a tool for measuring the effect of systemic therapy in Kaposi sarcoma.

Authors:  Jana M Kainerstorfer; Mark N Polizzotto; Thomas S Uldrick; Rafa Rahman; Moinuddin Hassan; Laleh Najafizadeh; Yasaman Ardeshirpour; Kathleen M Wyvill; Karen Aleman; Paul D Smith; Robert Yarchoan; Amir H Gandjbakhche
Journal:  PLoS One       Date:  2013-12-27       Impact factor: 3.240

8.  Single snapshot of optical properties image quality improvement using anisotropic two-dimensional windows filtering.

Authors:  Enagnon Aguénounon; Foudil Dadouche; Wilfried Uhring; Sylvain Gioux
Journal:  J Biomed Opt       Date:  2019-03       Impact factor: 3.170

  8 in total

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