Real-time Raman spectroscopy for automatic in vivo skin cancer detection: an independent validation

被引:55
|
作者
Zhao, Jianhua [1 ,2 ,3 ]
Lui, Harvey [1 ,2 ,3 ]
Kalia, Sunil [1 ,2 ]
Zeng, Haishan [1 ,2 ,3 ]
机构
[1] Univ British Columbia, Photomed Inst, Dept Dermatol & Skin Sci, Vancouver, BC V5Z 4E8, Canada
[2] Vancouver Coastal Hlth Res Inst, Vancouver, BC V5Z 4E8, Canada
[3] British Columbia Canc Agcy, Res Ctr, Imaging Unit, Integrat Oncol Dept, Vancouver, BC V5Z 1L3, Canada
基金
加拿大健康研究院;
关键词
Raman spectroscopy; Skin cancer diagnosis; Skin disease detection; DIAGNOSIS; MELANOMA; ACCURACY; SYSTEM;
D O I
10.1007/s00216-015-8914-9
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
In a recent study, we have demonstrated that real-time Raman spectroscopy could be used for skin cancer diagnosis. As a translational study, the objective of this study is to validate previous findings through a completely independent clinical test. In total, 645 confirmed cases were included in the analysis, including a cohort of 518 cases from a previous study, and an independent cohort of 127 new cases. Multi-variant statistical data analyses including principal component with general discriminant analysis (PC-GDA) and partial least squares (PLS) were used separately for lesion classification, which generated similar results. When the previous cohort (n = 518) was used as training and the new cohort (n = 127) was used as testing, the area under the receiver operating characteristic curve (ROC AUC) was found to be 0.889 (95 % CI 0.834-0.944; PLS); when the two cohorts were combined, the ROC AUC was 0.894 (95 % CI 0.870-0.918; PLS) with the narrowest confidence intervals. Both analyses were comparable to the previous findings, where the ROC AUC was 0.896 (95 % CI 0.846-0.946; PLS). The independent study validates that real-time Raman spectroscopy could be used for automatic in vivo skin cancer diagnosis with good accuracy.
引用
收藏
页码:8373 / 8379
页数:7
相关论文
共 50 条
  • [41] In vivo confocal Raman spectroscopy: The window into the skin
    Crowther, J. M.
    Matts, P. J.
    INTERNATIONAL JOURNAL OF COSMETIC SCIENCE, 2024, 46 (04) : 603 - 609
  • [42] Real-time monitoring of tritium gas reactions using Raman spectroscopy
    Heys, JR
    Powell, ME
    Pivonka, DE
    JOURNAL OF LABELLED COMPOUNDS & RADIOPHARMACEUTICALS, 2004, 47 (13) : 983 - 995
  • [43] Real-Time Elastography for the Detection of Prostate Cancer
    Salomon, Georg
    Schiffmann, Jonas
    CURRENT UROLOGY REPORTS, 2014, 15 (03)
  • [44] Towards Real-Time Confirmation of Breast Cancer in the OR Using CNN-Based Raman Spectroscopy Classification
    Grajales, David
    Le, William
    Dallaire, Frederick
    Sheehy, Guillaume
    David, Sandryne
    Tran, Trang
    Leblond, Frederic
    Menard, Cynthia
    Kadoury, Samuel
    CANCER PREVENTION THROUGH EARLY DETECTION, CAPTION 2023, 2023, 14295 : 17 - 28
  • [45] Autofluorescence and white light imaging-guided endoscopic Raman and diffuse reflectance spectroscopy for in vivo nasopharyngeal cancer detection
    Lin, Duo
    Qiu, Sufang
    Huang, Wei
    Pan, Jianji
    Xu, Zhihong
    Chen, Rong
    Feng, Shangyuan
    Chen, Guannan
    Li, Yongzeng
    Short, Michael
    Zhao, Jianhua
    Fawzy, Yasser
    Zeng, Haishan
    JOURNAL OF BIOPHOTONICS, 2018, 11 (04)
  • [46] Establishment of Real-Time Multispectral Imaging for the Detection of Bladder Cancer Using a Preclinical in Vivo Model
    Meessen, Sabine
    Rother, Jan
    Zheng, Xi
    Eckstein, Markus
    Kriegmair, Maximilian C.
    Hernandez, David
    Grychtol, Bartlomiej
    Deliolanis, Nikolaos C.
    Bolenz, Christian
    Gunes, Cagatay
    BLADDER CANCER, 2020, 6 (03) : 285 - 294
  • [47] Characterization of Ex Vivo Nonmelanoma Skin Tissue Using Raman Spectroscopy
    Nguyen, Hieu T. M.
    Zhang, Yao
    Moy, Austin J.
    Feng, Xu
    Sebastian, Katherine R.
    Reichenberg, Jason S.
    Fox, Matthew C.
    Markey, Mia K.
    Tunnell, James W.
    PHOTONICS, 2021, 8 (07)
  • [48] Laboratory Real-Time and In Situ Monitoring of Mechanochemical Milling Reactions by Raman Spectroscopy
    Gracin, Davor
    Strukil, Vjekoslav
    Friscic, Tomislav
    Halasz, Ivan
    Uzarevic, Krunoslav
    ANGEWANDTE CHEMIE-INTERNATIONAL EDITION, 2014, 53 (24) : 6193 - 6197
  • [49] Applications of Real-Time Measurement Technology with Raman Spectroscopy for Polymer Synthesis and Processing
    Jin Gang
    Huang Xi
    Chen Ru-huang
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2016, 36 (07) : 2124 - 2127
  • [50] A REAL-TIME SINGLE-CAMERA APPROACH FOR AUTOMATIC FALL DETECTION
    Doulamis, Anastasios
    Doulamis, Nikoalos
    Kalisperakis, Ilias
    Stentoumis, Christos
    PROCEEDINGS OF THE ISPRS COMMISSION V MID-TERM SYMPOSIUM CLOSE RANGE IMAGE MEASUREMENT TECHNIQUES, 2010, 38 : 207 - 212