Combined Raman and autofluorescence ex vivo diagnostics of skin cancer in near-infrared and visible regions

Abstract. The differentiation of skin melanomas and basal cell carcinomas (BCCs) was demonstrated based on combined analysis of Raman and autofluorescence spectra stimulated by visible and NIR lasers. It was ex vivo tested on 39 melanomas and 40 BCCs. Six spectroscopic criteria utilizing information about alteration of melanin, porphyrins, flavins, lipids, and collagen content in tumor with a comparison to healthy skin were proposed. The measured correlation between the proposed criteria makes it possible to define weakly correlated criteria groups for discriminant analysis and principal components analysis application. It was shown that the accuracy of cancerous tissues classification reaches 97.3% for a combined 6-criteria multimodal algorithm, while the accuracy determined separately for each modality does not exceed 79%. The combined 6-D method is a rapid and reliable tool for malignant skin detection and classification.

[1]  John A. Nelder,et al.  A Simplex Method for Function Minimization , 1965, Comput. J..

[2]  Laura Marcu,et al.  Fluorescence Lifetime Techniques in Medical Applications , 2012, Annals of Biomedical Engineering.

[3]  C. Giurcaneanu,et al.  Clinical application of optical coherence tomography for the imaging of non–melanocytic cutaneous tumors: a pilot multi–modal study , 2010, Journal of medicine and life.

[4]  Ekaterina Borisova,et al.  Light-induced autofluorescence and diffuse reflectance spectroscopy in clinical diagnosis of skin cancer , 2014, Photonics Europe.

[5]  Haishan Zeng,et al.  In vivo near‐infrared autofluorescence imaging of pigmented skin lesions: methods, technical improvements and preliminary clinical results , 2013, Skin research and technology : official journal of International Society for Bioengineering and the Skin (ISBS) [and] International Society for Digital Imaging of Skin (ISDIS) [and] International Society for Skin Imaging.

[6]  R. Dasari,et al.  Prospects for in vivo Raman spectroscopy , 2000 .

[7]  Wei Liu,et al.  Laser-induced fluorescence: Progress and prospective for in vivo cancer diagnosis , 2013 .

[8]  P. Andersen,et al.  OCT imaging of skin cancer and other dermatological diseases , 2009, Journal of biophotonics.

[9]  Robert V Farese,et al.  Cellular fatty acid metabolism and cancer. , 2013, Cell metabolism.

[10]  Oleg O. Myakinin,et al.  Skin cancer texture analysis of OCT images based on Haralick, fractal dimension and the complex directional field features , 2016, SPIE Photonics Europe.

[11]  Oleg O. Myakinin,et al.  Method of autofluorescence diagnostics of skin neoplasms in the near infrared region , 2015 .

[12]  D. McLean,et al.  Real-time Raman Spectroscopy for in Vivo Skin Cancer Diagnosis Raman Spectroscopy of Skin Cancer , 2022 .

[13]  Anita Mahadevan-Jansen,et al.  Clinical instrumentation and applications of Raman spectroscopy. , 2016, Chemical Society reviews.

[14]  R. Gallo,et al.  Porphyrin metabolisms in human skin commensal Propionibacterium acnes bacteria: potential application to monitor human radiation risk. , 2013, Current medicinal chemistry.

[15]  H. Lui,et al.  Real-time Raman spectroscopy for automatic in vivo skin cancer detection: an independent validation , 2015, Analytical and Bioanalytical Chemistry.

[16]  P R Carey,et al.  Comparing protein–ligand interactions in solution and single crystals by Raman spectroscopy , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[17]  Oleg O. Myakinin,et al.  Medical images classification for skin cancer using quantitative image features with optical coherence tomography , 2016 .

[18]  R. Dasari,et al.  Raman microspectroscopic model of human breast tissue: implications for breast cancer diagnosis in vivo , 2002 .

[19]  Guolan Lu,et al.  Medical hyperspectral imaging: a review , 2014, Journal of biomedical optics.

[20]  Jun Wang,et al.  Challenges to effective cancer control in China, India, and Russia. , 2014, The Lancet. Oncology.

[21]  J Lemmer,et al.  Basal cell carcinoma, squamous cell carcinoma and melanoma of the head and face , 2016, Head & Face Medicine.

[22]  D. Lee,et al.  Fluorescence-Raman Dual Modal Endoscopic System for Multiplexed Molecular Diagnostics , 2015, Scientific Reports.

[23]  Mads S. Bergholt,et al.  Combining near-infrared-excited autofluorescence and Raman spectroscopy improves in vivo diagnosis of gastric cancer. , 2011, Biosensors & bioelectronics.

[24]  Haishan Zeng,et al.  Improving skin Raman spectral quality by fluorescence photobleaching. , 2012, Photodiagnosis and photodynamic therapy.

[25]  D. D. de Bruin,et al.  Optical biopsy of epithelial cancers by optical coherence tomography (OCT) , 2013, Lasers in Medical Science.

[26]  Nikolai N. Brandt,et al.  Photobleaching as a method of increasing the accuracy in measuring carotenoid concentration in human skin by Raman spectroscopy , 2010 .

[27]  Mads S. Bergholt,et al.  Raman Endoscopy for Objective Diagnosis of Early Cancer in the Gastrointestinal System , 2013 .

[28]  Deli Wang,et al.  Spectral analysis of lung cancer serum using fluorescence and Raman spectroscopy , 2006, SPIE BiOS.

[29]  Oleg O. Myakinin,et al.  Malignant melanoma and basal cell carcinoma detection with 457 nm laser-induced fluorescence , 2015 .

[30]  D. McLean,et al.  Automated Autofluorescence Background Subtraction Algorithm for Biomedical Raman Spectroscopy , 2007, Applied Spectroscopy.

[31]  Apostolos Pappas,et al.  Epidermal surface lipids , 2009, Dermato-endocrinology.

[32]  Haishan Zeng,et al.  Using Laser Raman Spectroscopy to Reduce False Positives of Autofluorescence Bronchoscopies: A Pilot Study , 2011, Journal of thoracic oncology : official publication of the International Association for the Study of Lung Cancer.

[33]  S. González,et al.  In vivo reflectance confocal microscopy for early diagnosis of nonmelanoma skin cancer. , 2012, Actas dermo-sifiliograficas.

[34]  K. Koenig Hybrid multiphoton multimodal tomography of in vivo human skin , 2012 .

[35]  Wei Zheng,et al.  Development of a hybrid Raman spectroscopy and optical coherence tomography technique for real-time in vivo tissue measurements. , 2016, Optics letters.

[36]  Margaret E. Kosal,et al.  The materials chemistry of porphyrins and metalloporphyrins , 2000 .

[37]  Jim Lewsey,et al.  Medical Statistics: A Guide to Data Analysis and Critical Appraisal , 2015 .

[38]  E. Borisova,et al.  Endogenous and Exogenous Fluorescence Skin Cancer Diagnostics for Clinical Applications , 2014, IEEE Journal of Selected Topics in Quantum Electronics.

[39]  Haishan Zeng,et al.  Raman spectroscopy of in vivo cutaneous melanin. , 2004, Journal of biomedical optics.

[40]  Karsten König,et al.  Multiphoton Laser Microscopy and Fluorescence Lifetime Imaging for the Evaluation of the Skin , 2011, Dermatology research and practice.

[41]  Markus Ringnér,et al.  What is principal component analysis? , 2008, Nature Biotechnology.

[42]  Karsten König,et al.  Multiphoton Laser Tomography and Fluorescence Lifetime Imaging of Melanoma: Morphologic Features and Quantitative Data for Sensitive and Specific Non-Invasive Diagnostics , 2013, PloS one.

[43]  Yang Pu,et al.  Stokes shift spectroscopic analysis of multifluorophores for human cancer detection in breast and prostate tissues , 2013, Journal of biomedical optics.

[44]  Ekaterina Borisova,et al.  Diagnostics of pigmented skin tumors based on laser-induced autofluorescence and diffuse reflectance spectroscopy , 2008 .

[45]  Junxiu Lin,et al.  Study of method and system for diagnosis of cancer using autofluorescence and Raman spectroscopy. , 2005, Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference.

[46]  Paulo R. Bargo,et al.  Fluorescence spectroscopy for endogenous porphyrins in human facial skin , 2009, BiOS.

[47]  Valery P Zakharov,et al.  Comparative analysis of combined spectral and optical tomography methods for detection of skin and lung cancers , 2015, Journal of biomedical optics.

[48]  Walter J. Riker A Review of J , 2010 .

[49]  Sebastian Wachsmann-Hogiu,et al.  Chemical analysis in vivo and in vitro by Raman spectroscopy--from single cells to humans. , 2009, Current opinion in biotechnology.