Improved skin xerosis detection by combining extracted features from raman spectra

2nd International Symposium on Applied Sciences in Biomedical and Communication Technologies, ISABEL 2009

Volumn , Issue , 2009, Pages

  Baheri, Neda ^a   Miranbaygi, Mohammadhossein ^a   Malekfar, Rasoul ^a  

^a TARBIAT MODARES UNIVERSITY   (Iran)

Author keywords

Classification; Feature extraction; K fold cross validation; Raman spectroscopy; T test statistical analysis; Xerosis

Indexed keywords

ANATOMICAL REGIONS; CLASSIFICATION FEATURES; CLASSIFICATION METHODS; CLASSIFICATION PERFORMANCE; CROSS VALIDATION; CROSS-VALIDATION METHODS; DATA SETS; LIPID STRUCTURES; NORMAL SKIN; OPTIMAL CLASSIFICATION; P-VALUES; PROTEIN STRUCTURES; RAMAN SPECTRA; RAMAN SPECTRAL DATA; RAT SKIN; SODIUM DODECYL SULFATE; SPECIFIC BONDS; SPECTRAL DATA; STATISTICAL ANALYSIS;

CLASSIFIERS; IONIZATION OF LIQUIDS; PROTEINS; RAMAN SCATTERING; RAMAN SPECTROSCOPY; SODIUM; SODIUM SULFATE; SPECTRUM ANALYSIS; STATISTICAL METHODS; SURFACE ACTIVE AGENTS; WATER CONTENT;

FEATURE EXTRACTION;

EID: 77949481223     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISABEL.2009.5373670     Document Type: Conference Paper

References (29)

1. R. Darlenski, S. Sassning, N. Tsankov, J. Fluhr "Non-invasive in invivo methods for investigation of the skin barrier physical properties", European Journal of Pharmaceutics and Biopharmaceutics, Nov, pp. 474-502, 2008.
2. P. J. Caspers, G. W. Lucassen, R. Wolthuis, "InVitro and In Vivo Raman Spectroscopy of Human Skin", Journal of Biospectroscopy, Vol.4, pp. 31-39, 1998.
3. H. R. Jakubovic, A. B. Ackerman, "Structure and function of skin: Develop, morphology and physiology", Philadelphia, Pennsylvania, pp 1-42, 1992.
4. A. Rawlings, P. Matts, C. Anderson, M. Roberts, "Skin biology, xerosis, barrier repair and measurement", Drug Discovery Today, 5, pp 2-11, 2008.
5. V. Sevrain, F. Bonte, "Skin hydration: a review on its molecular mechanisms." Cosmetics Dermatology, 6, 75-82, 2007.
6. C. Edwards, R. Marks, "Hydration and atopic dermatitis.", CRC Press LLC, 323-330, 2005.
7. E. E. Lawson, B. W. Barry, A. C. Williams, "Biomedical Applications of Raman Spectroscopy", JOURNAL OF RAMAN SPECTROSCOPY, VOL. 28, pp. 111-117, 1997.
8. B. Schrader, B. Dippel, S. Fendel, "NIR FT Raman spectroscopy a new tool in medical diagnosis. Molecular Structure, 408, pp. 23-31, 1997.
9. B. Barry, H. Edwards, A. Williams, "Fourier transform Raman and infrared vibrational study of human skin: Assignment of spectral bands", Raman Spectroscopy, 23, pp. 641-645, 1992.
10. M. Gniadecka, O. F. Nielsen, D. H. Christensen, H.C. Wulf, "Structure of Water, Proteins and lipids in Intact Human Skin, Hair and Nail", Journal of Investigative Dermatology, Vol 110, No 4, pp. 393-398, 1998.
11. S. Fendel, B. Schrader, "Investigation of Skin and Skin Lesions by NIR-FT-Raman Spectroscopy", Journal Annual Chem.Springer, pp. 609-614, 1998.
12. A. Nijssen, T. Bakker, F. Heule, "Discriminating Basal Cell Carcinomafrom its Surrounding Tissue by Raman Spectroscopy", Investigative dermatology, Vol 119, NO 1, pp. 64-69, , 2002.
13. R. Bitar, M. Moreno, A. Oliverira, "FT-RAMAN Spectroscopy Diagnosis of Pigmented Nevi, Primary Melanoma and Lymphatic Metastasis", Modern Topics in Raman Spectroscopy, july, pp. 24-28, 2004.
14. R. malini, K. Venkatakrishna, J. Kurien, " Discrimination of Normal Inflammatory, Premalignant, and Malignant Oral Tissue: A Raman Spectroscopy Study", Journal of Biopolymers, Wiley InterScience, Vol. 81, pp. 179-193, 2006.
15. R. Bitar, M. Moreno, A. Oliveira, S. Cartaxo, A. Martin, " Raman Spectra of Pigmented Skin Conditions", Advanced Biomedical and Clinical Diagnostic Systems, 6430, pp. 1-9, 2007.
16. R. Bitar, M. Moreno, A. Oliveira, S. Cartaxo, H. Martinho, "FT-Raman Spectroscopy diagnosis of Pigmented Nevi, Primari Melanoma And Lymphatic metastisis.", Modern Topics in Raman Spectroscopy, July, pp. 24-28, 2005.
17. S. Sigurdsson, P. Alshede, L. Hanssen, " Detection of skin cancer by classification of Raman Spectra", IEEE Transaction on Biomedical Engineering, 1, pp. 1-10, 2003.
18. R. Pereira, A. Martin, C. Tierra-Criollo, I. Santos, "Diagnosis of Squamous cell carcinoma of human skin by Raman Spectroscopy", Optical Biopsy, 5326, pp. 106-112, 2004.
19. M. Gniadecka, P. Alshede, S. Sigurdsson, S. Wessel, O. Faurskov, " Melanoma Diagnosis by Raman Spectroscopy and Neural Networks: Structure Alterations in proteins and lipids in intact cancer tissue", Investigative Dermatology, 122, pp. 443-449, 2004
20. M. Gniadecka, O. F. Nielsen H.C. Wulf, "Water Content and Structure in Malignant and Benign Skin Tumors", Journal of Molecular Structure, pp. 405-409, 2003.
21. P. Caspers, G. Lucassen, E. Carter, H. Bruining, G. Puppels, "In vivo confocal Raman microspectroscopy of the skin: noninvasive determination of molecular concentration profiles.", Investigative Dermatology, 116, pp. 434-42, 2001.
22. M. Egawa, T. Hirao, M. Takahashi, "In vivo estimation of stratum corneum thickness from water concentration profiles obtained with Raman spectroscopy.", Acta Derm Venereol, 87, pp. 4-8, 2007.
23. Tissa. R. Hata, Thereasa. A. Scholz, "Non Invasive Raman Spectroscopic Detection of Carotenoids in Human Skin", Journal of Investigative dermatology, Vol 115, NO 3, pp. 441-447, 2000.
24. S. Patil, "Quantification of sodium lauryl sulfate penetrationinto the skin and underlying tissues after topical application.", Pharmacology Science, 84, pp. 1240-1244,1995.
25. K. Engel, J. Reuter, C. Seiler, J. Schulte Monting, T. Jakob, C. Schempp, "Anti inflammatory effect of pimecrolimus in the sodium lauryl sulphate test.", Eur Acad Dermatol Venereol, 22, pp. 447-50, 2008.
26. M. Gloor, B. Senger, M. Langenauer, J. Fluhr, "On the course of the irritant reaction after irritation with sodium lauryl sulphate.", Skin Res Technol, 10, pp. 144-8, 2004.
27. S. Marrakchi, H. Maibach, "Sodium Lauryl Sulfate-Induced Irritation in the Human Face: Regional and Age-Related Differences", Skin Pharmacol Physiol, 19, pp. 177-180, 2006.
28. B. Gaber, W. Peticolas, " On the quantitative interptetation of biomembrane structure by Raman spectroscopy.", Boichim. Biophys. Acta., Vol. 465, pp. 260-268, 1977.
29. T. Hata, T. Scholz, I. Ermakov, F. Khachik, " Nom-Invasive Raman Spectroscopic Detection of Carotenoids in Human Skin", Investigative dermatology, 115, 441-448, 2000.