Source separation approach for the analysis of spatially resolved multiply excited autofluorescence spectra during optical clearing of ex vivo skin

被引:5
作者
Rakotomanga, Prisca [1 ]
Soussen, Charles [2 ]
Khairallah, Gregoire [1 ,3 ]
Amouroux, Marine [1 ]
Zaytsev, Sergey [1 ,4 ]
Genina, Elina [4 ,5 ]
Chen, Hang [1 ]
Delconte, Main [1 ]
Daul, Christian [1 ]
Tuchin, Valery [4 ,5 ,6 ]
Blondel, Walter [1 ]
机构
[1] Univ Lorraine, CNRS, CRAN UMR 7039, F-54500 Vandoeuvre Les Nancy, France
[2] Univ Paris Sud, Cent Supelec, CNRS, L2S UMR 8506, F-91190 Gif Sur Yvette, France
[3] Metz Thionville Reg Hosp, Dept Plast Aesthet & Reconstruct Surg, F-57530 Ars Laquenexy, France
[4] Saratov NG Chernyshevskii State Univ, 83 Astrakhanskaya Str, Saratov 410012, Russia
[5] Tomsk State Univ, 36 Lenin Ave, Tomsk 634050, Russia
[6] Russian Acad Sci, Inst Precis Mech & Control, 24 Rabochaya Str, Saratov 410028, Russia
来源
BIOMEDICAL OPTICS EXPRESS | 2019年 / 10卷 / 07期
基金
俄罗斯基础研究基金会;
关键词
DIFFUSE-REFLECTANCE; NONNEGATIVE MATRIX; FLUORESCENCE; DIAGNOSIS;
D O I
10.1364/BOE.10.003410
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Spatially resolved multiply excited autofluorescence spectroscopy is a valuable optical biopsy technique to investigate skin UV-visible optical properties in vivo in clinics. However, it provides bulk fluorescence signals from which the individual endogenous fluorophore contributions need to be disentangled. Skin optical clearing allows for increasing tissue transparency, thus providing access to more accurate in-depth information. The aim of the present contribution was to study the time changes in skin spatially resolved and multiply excited autofluorescence spectra during skin optical clearing. The latter spectra were acquired on an ex vivo human skin strip lying on a fluorescent gel substrate during 37 minutes of the optical clearing process of a topically applied sucrose-based solution. A Non Negative Matrix Factorization-based blind source separation approach was proposed to unmix skin tissue intrinsic fluorophore contributions and to analyze the time evolution of this mixing throughout the optical clearing process. This spectral unmixing exploited the multidimensionality of the acquired data, i.e., spectra resolved in five excitation wavelengths, four source-to-detector separations, and eight measurement times. Best fitting results between experimental and estimated spectra were obtained for optimal numbers of 3 and 4 sources. These estimated spectral sources exhibited common identifiable shapes of fluorescence emission spectra related to the fluorescent gel substrate and to known skin intrinsic fluorophores matching namely dermis collagen/elastin and epidermis flavins. The time analysis of the fluorophore contributions allowed us to highlight how the clearing process towards the deepest skin layers impacts skin autofluorescence through time, namely with a strongest contribution to the bulk autofluorescence signal of dermis collagen (respectively epidermis flavins) fluorescence at shortest (respectively longest) excitation wavelengths and longest (respectively shortest) source-to-detector separations. (C) 2019 Optical Society of America under the terms of the OSA Open Access Publishing Agreement
引用
收藏
页码:3410 / 3424
页数:15
相关论文
共 36 条
[1]   Hybrid feature selection and SVM-based classification for mouse skin precancerous stages diagnosis from bimodal spectroscopy [J].
Abdat, F. ;
Amouroux, M. ;
Guermeur, Y. ;
Blondel, W. .
OPTICS EXPRESS, 2012, 20 (01) :228-244
[2]  
Amouroux M., 2015, TECH REP
[3]   Classification of ultraviolet irradiated mouse skin histological stages by bimodal spectroscopy: multiple excitation autofluorescence and diffuse reflectance [J].
Amouroux, Marine ;
Diaz-Ayil, Gilberto ;
Blondel, Walter C. P. M. ;
Bourg-Heckly, Genevieve ;
Leroux, Agnes ;
Guillemin, Francois .
JOURNAL OF BIOMEDICAL OPTICS, 2009, 14 (01)
[4]  
Artemyev Dmitry N., 2018, [Journal of Biomedical Photonics & Engineering, Journal of Biomedical Photonics & Engineering], V4, P20303, DOI 10.18287/JBPE18.04.020303
[5]   Effect of wavelength and beam width on penetration in light-tissue interaction using computational methods [J].
Ash, Caerwyn ;
Dubec, Michael ;
Donne, Kelvin ;
Bashford, Tim .
LASERS IN MEDICAL SCIENCE, 2017, 32 (08) :1909-1918
[6]   Separating NADH and NADPH fluorescence in live cells and tissues using FLIM [J].
Blacker, Thomas S. ;
Mann, Zoe F. ;
Gale, Jonathan E. ;
Ziegler, Mathias ;
Bain, Angus J. ;
Szabadkai, Gyorgy ;
Duchen, Michael R. .
NATURE COMMUNICATIONS, 2014, 5
[7]   Diagnostics of pigmented skin tumors based on laser-induced autofluorescence and diffuse reflectance spectroscopy [J].
Borisova, E. ;
Troyanova, P. ;
Pavlova, P. ;
Avramov, L. .
QUANTUM ELECTRONICS, 2008, 38 (06) :597-605
[8]  
Borisova E., 2012, INT J BIOAUTOMATION, V16, P53
[9]   Endogenous and Exogenous Fluorescence Skin Cancer Diagnostics for Clinical Applications [J].
Borisova, Ekaterina G. ;
Angelova, Liliya P. ;
Pavlova, Elmira P. .
IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS, 2014, 20 (02)
[10]   The in vivo fluorescence of tryptophan moieties in human skin increases with UV exposure and is a marker for epidermal proliferation [J].
Brancaleon, L ;
Lin, G ;
Kollias, N .
JOURNAL OF INVESTIGATIVE DERMATOLOGY, 1999, 113 (06) :977-982