Literature DB >> 26855467

Estimation of Tissue Optical Parameters with Hyperspectral Imaging and Spectral Unmixing.

Guolan Lu1, Xulei Qin2, Dongsheng Wang3, Zhuo Georgia Chen3, Baowei Fei4.   

Abstract

Early detection of oral cancer and its curable precursors can improve patient survival and quality of life. Hyperspectral imaging (HSI) holds the potential for noninvasive early detection of oral cancer. The quantification of tissue chromophores by spectral unmixing of hyperspectral images could provide insights for evaluating cancer progression. In this study, non-negative matrix factorization has been applied for decomposing hyperspectral images into physiologically meaningful chromophore concentration maps. The approach has been validated by computer-simulated hyperspectral images and in vivo tumor hyperspectral images from a head and neck cancer animal model.

Entities:  

Keywords:  Hyperspectral imaging; early cancer detection; non-negative matrix factorization; spectral unmixing

Year:  2015        PMID: 26855467      PMCID: PMC4737955          DOI: 10.1117/12.2082299

Source DB:  PubMed          Journal:  Proc SPIE Int Soc Opt Eng        ISSN: 0277-786X


  17 in total

1.  Learning the parts of objects by non-negative matrix factorization.

Authors:  D D Lee; H S Seung
Journal:  Nature       Date:  1999-10-21       Impact factor: 49.962

2.  Recovery of macular pigment spectrum in vivo using hyperspectral image analysis.

Authors:  Amani A Fawzi; Noah Lee; Jennifer H Acton; Andrew F Laine; R Theodore Smith
Journal:  J Biomed Opt       Date:  2011-10       Impact factor: 3.170

3.  Hyperspectral imaging for early detection of oxygenation and perfusion changes in irradiated skin.

Authors:  Michael S Chin; Brian B Freniere; Yuan-Chyuan Lo; Jonathan H Saleeby; Stephen P Baker; Heather M Strom; Ronald A Ignotz; Janice F Lalikos; Thomas J Fitzgerald
Journal:  J Biomed Opt       Date:  2012-02       Impact factor: 3.170

4.  Projected gradient methods for nonnegative matrix factorization.

Authors:  Chih-Jen Lin
Journal:  Neural Comput       Date:  2007-10       Impact factor: 2.026

5.  Hyperspectral imaging of hemoglobin saturation in tumor microvasculature and tumor hypoxia development.

Authors:  Brian S Sorg; Benjamin J Moeller; Owen Donovan; Yiting Cao; Mark W Dewhirst
Journal:  J Biomed Opt       Date:  2005 Jul-Aug       Impact factor: 3.170

6.  Spectral-spatial classification for noninvasive cancer detection using hyperspectral imaging.

Authors:  Guolan Lu; Luma Halig; Dongsheng Wang; Xulei Qin; Zhuo Georgia Chen; Baowei Fei
Journal:  J Biomed Opt       Date:  2014       Impact factor: 3.170

7.  Spectral-Spatial Classification Using Tensor Modeling for Cancer Detection with Hyperspectral Imaging.

Authors:  Guolan Lu; Luma Halig; Dongsheng Wang; Zhuo Georgia Chen; Baowei Fei
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2014-03-21

8.  Hyperspectral Imaging for Cancer Surgical Margin Delineation: Registration of Hyperspectral and Histological Images.

Authors:  Guolan Lu; Luma Halig; Dongsheng Wang; Zhuo Georgia Chen; Baowei Fei
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2014-03-12

Review 9.  Hallmarks of cancer: the next generation.

Authors:  Douglas Hanahan; Robert A Weinberg
Journal:  Cell       Date:  2011-03-04       Impact factor: 41.582

10.  Hypoxia imaging endoscopy equipped with laser light source from preclinical live animal study to first-in-human subject research.

Authors:  Kazuhiro Kaneko; Hiroshi Yamaguchi; Takaaki Saito; Tomonori Yano; Yasuhiro Oono; Hiroaki Ikematsu; Shogo Nomura; Akihiro Sato; Motohiro Kojima; Hiroyasu Esumi; Atsushi Ochiai
Journal:  PLoS One       Date:  2014-06-10       Impact factor: 3.240

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  6 in total

1.  Retinal oximetry and fractal analysis of capillary maps in sickle cell disease patients and matched healthy volunteers.

Authors:  W A J Birkhoff; L van Manen; J Dijkstra; M L De Kam; J C van Meurs; A F Cohen
Journal:  Graefes Arch Clin Exp Ophthalmol       Date:  2019-09-16       Impact factor: 3.117

2.  Framework for hyperspectral image processing and quantification for cancer detection during animal tumor surgery.

Authors:  Guolan Lu; Dongsheng Wang; Xulei Qin; Luma Halig; Susan Muller; Hongzheng Zhang; Amy Chen; Brian W Pogue; Zhuo Georgia Chen; Baowei Fei
Journal:  J Biomed Opt       Date:  2015       Impact factor: 3.170

3.  Development of a new polarized hyperspectral imaging microscope.

Authors:  Ximing Zhou; Ling Ma; Martin Halicek; James Dormer; Baowei Fei
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2020-02-19

4.  A Minimum Spanning Forest-Based Method for Noninvasive Cancer Detection With Hyperspectral Imaging.

Authors:  Robert Pike; Guolan Lu; Dongsheng Wang; Zhuo Georgia Chen; Baowei Fei
Journal:  IEEE Trans Biomed Eng       Date:  2015-08-14       Impact factor: 4.538

5.  Hyperspectral Imaging of Neoplastic Progression in a Mouse Model of Oral Carcinogenesis.

Authors:  Guolan Lu; Xulei Qin; Dongsheng Wang; Susan Muller; Hongzheng Zhang; Amy Chen; Zhuo Georgia Chen; Baowei Fei
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2016-03-29

6.  Automatic detection of head and neck squamous cell carcinoma on pathologic slides using polarized hyperspectral imaging and machine learning.

Authors:  Ximing Zhou; Ling Ma; William Brown; James V Little; Amy Y Chen; Larry L Myers; Baran D Sumer; Baowei Fei
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2021-02-15
  6 in total

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