Raman spectroscopy of human skin for kidney failure detection

被引:25
作者
Bratchenko, Lyudmila A. [1 ]
Bratchenko, Ivan A. [1 ]
Khristoforova, Yulia A. [1 ]
Artemyev, Dmitry N. [1 ]
Konovalova, Daria Y. [2 ]
Lebedev, Peter A. [2 ]
Zakharov, Valery P. [1 ]
机构
[1] Samara Univ, Dept Laser & Biotech Syst, 34 Moskovskoe Shosse, Samara 443086, Russia
[2] Samara State Med Univ, Dept Internal Med, Samara, Russia
关键词
autofluorescence; hemodialysis patient; human skin; kidney failure; multivariate analysis; PLS‐ DA; Raman spectroscopy; GLYCATION END-PRODUCTS; ASSOCIATION; MICROSCOPY; TISSUE; TUMORS;
D O I
10.1002/jbio.202000360
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The object of this paper is in vivo study of skin spectral-characteristics in patients with kidney failure by conventional Raman spectroscopy in near infrared region. The experimental dataset was subjected to discriminant analysis with the projection on latent structures (PLS-DA). Application of Raman spectroscopy to investigate the forearm skin in 85 adult patients with kidney failure (90 spectra) and 40 healthy adult volunteers (80 spectra) has yielded the accuracy of 0.96, sensitivity of 0.94 and specificity of 0.99 in terms of identifying the target subjects with kidney failure. The autofluorescence analysis in the near infrared region identified the patients with kidney failure among healthy volunteers of the same age group with specificity, sensitivity, and accuracy of 0.91, 0.84, and 0.88, respectively. When classifying subjects by the presence of kidney failure using the PLS-DA method, the most informative Raman spectral bands are 1315 to 1330, 1450 to 1460, 1700 to 1800 cm(-1). In general, the performed study demonstrates that for in vivo skin analysis, the conventional Raman spectroscopy can provide the basis for cost-effective and accurate detection of kidney failure and associated metabolic changes in the skin.
引用
收藏
页数:10
相关论文
共 42 条
[1]   Diagnosis and treatment of xerosis cutis - a position paper [J].
Augustin, Matthias ;
Wilsmann-Theis, Dagmar ;
Koerber, Andreas ;
Kerscher, Martina ;
Itschert, Goetz ;
Dippel, Michaela ;
Staubach, Petra .
JOURNAL DER DEUTSCHEN DERMATOLOGISCHEN GESELLSCHAFT, 2019, 17 :3-33
[2]   FOURIER-TRANSFORM RAMAN AND INFRARED VIBRATIONAL STUDY OF HUMAN SKIN - ASSIGNMENT OF SPECTRAL BANDS [J].
BARRY, BW ;
EDWARDS, HGM ;
WILLIAMS, AC .
JOURNAL OF RAMAN SPECTROSCOPY, 1992, 23 (11) :641-645
[3]   Advanced tools for in vivo skin analysis [J].
Cal, Krzysztof ;
Zakowiecki, Daniel ;
Stefanowska, Justyna .
INTERNATIONAL JOURNAL OF DERMATOLOGY, 2010, 49 (05) :492-499
[4]  
Caspers P.J., 1998, BIOSPECTROSCOPY S5, V4, pS31
[5]  
Caspers PJ, 2000, J RAMAN SPECTROSC, V31, P813, DOI 10.1002/1097-4555(200008/09)31:8/9<813::AID-JRS573>3.0.CO
[6]  
2-7
[7]   Combined in vivo confocal Raman spectroscopy and confocal microscopy of human skin [J].
Caspers, PJ ;
Lucassen, GW ;
Puppels, GJ .
BIOPHYSICAL JOURNAL, 2003, 85 (01) :572-580
[8]   In vivo confocal Raman microspectroscopy of the skin:: Noninvasive determination of molecular concentration profiles [J].
Caspers, PJ ;
Lucassen, GW ;
Carter, EA ;
Bruining, HA ;
Puppels, GJ .
JOURNAL OF INVESTIGATIVE DERMATOLOGY, 2001, 116 (03) :434-442
[9]   The Role of Advanced Glycation End Products in Aging and Metabolic Diseases: Bridging Association and Causality [J].
Chaudhuri, Jyotiska ;
Bains, Yasmin ;
Guha, Sanjib ;
Kahn, Arnold ;
Hall, David ;
Bose, Neelanjan ;
Gugliucci, Alejandro ;
Kapahi, Pankaj .
CELL METABOLISM, 2018, 28 (03) :337-352
[10]   Preoperative assessment of the elderly patient [J].
Duncan, KO ;
Leffell, DJ .
DERMATOLOGIC CLINICS, 1997, 15 (04) :583-&