Non-invasive in vivo Raman spectroscopy of the skin for diabetes screening

被引:0
|
作者
Guevara, Edgar [1 ,2 ]
Carlos Torres-Galvan, Juan [2 ]
Ramirez Elias, Miguel G. [3 ]
Luevano-Contreras, Claudia [4 ]
Javier Gonzalez, Francisco [2 ]
机构
[1] CONACYT, Mexico City, DF, Mexico
[2] Univ Autonoma San Luis Potosi, Coordinat Innovat & Applicat Sci & Technol, San Luis Potosi, San Luis Potosi, Mexico
[3] Univ Autonoma San Luis Potosi, Fac Ciencias, San Luis Potosi, San Luis Potosi, Mexico
[4] Univ Guanajuato, Dept Med Sci, Guanajuato, Mexico
来源
关键词
Raman spectroscopy; diabetes; machine learning;
D O I
暂无
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
This work describes the application of portable Raman spectroscopy coupled with Artificial Neural Networks (ANN), to discern between diabetic patients and healthy controls, with a high degree of accuracy (Acc=89.7 +/- 6.6%). This technique is relatively low-cost, simple and comfortable for the patient, yielding rapid diagnosis. These features make our method a promising screening tool for identifying type 2 diabetes mellitus (DM2) in a non-invasive and automated fashion.
引用
收藏
页数:1
相关论文
共 50 条
  • [41] In vivo terahertz spectroscopy of pigmentary skin nevi: Pilot study of non-invasive early diagnosis of dysplasia
    Zaytsev, Kirill I.
    Kudrin, Konstantin G.
    Karasik, Valeriy E.
    Reshetov, Igor V.
    Yurchenko, Stanislav O.
    APPLIED PHYSICS LETTERS, 2015, 106 (05)
  • [42] Screening of Anemia Using Non-Invasive Occlusion Spectroscopy Sensor
    Weinstein, A.
    Herzenstein, O.
    Gabis, E.
    Korenberg, A.
    TRANSFUSION, 2010, 50 : 91A - 92A
  • [43] Non-invasive Raman detection of carotenoid antioxidants in living human skin
    Gellermann, W
    Ermakov, IV
    Ermakova, MR
    McClane, RW
    LASERS IN SURGERY: ADVANCED CHARACTERIZATION THERAPEUTICS, AND SYSTEMS XI, 2001, 4244 : 36 - 44
  • [44] Non-invasive laser Raman detection of lycopene and β-carotene antioxidants in skin
    Ermakov, IV
    Ermakova, MR
    Gellermann, W
    GENETICALLY ENGINEERED AND OPTICAL PROBES FOR BIOMEDICAL APPLICATIONS, 2003, 4967 : 117 - 128
  • [45] In vivo studies of a non-invasive glucose monitor in subjects with diabetes
    Tamada, J
    Tierney, M
    Berner, B
    Potts, R
    Russell, A
    Bohannon, N
    Jovanovic, L
    Ginsberg, B
    DIABETES, 1998, 47 : A62 - A62
  • [46] Precursors to non-invasive clinical dengue screening: Multivariate signature analysis of in-vivo diffuse skin reflectance spectroscopy on febrile patients in Malaysia
    Poh, Abdul Halim
    Adikan, Faisal Rafiq Mahamd
    Moghavvemi, Mahmoud
    Omar, Sharifah Faridah Syed
    Poh, Khadijah
    Mahyuddin, Mohamad Badrol Hisyam
    Yan, Grace
    Ariffin, Mohammad Aizuddin Azizah
    Harun, Sulaiman Wadi
    PLOS ONE, 2020, 15 (04):
  • [47] Non-invasive clinical screening of diabetes and coronary heart disease
    Jacobson, ML
    ITAB 2003: 4TH INTERNATIONAL IEEE EMBS SPECIAL TOPIC CONFERENCE ON INFORMATION TECHNOLOGY APPLICATIONS IN BIOMEDICINE, CONFERENCE PROCEEDINGS: NEW SOLUTIONS FOR NEW CHALLENGES, 2003, : 246 - 249
  • [48] Non-invasive analysis of turbid samples using deep Raman spectroscopy
    Buckley, Kevin
    Matousek, Pavel
    ANALYST, 2011, 136 (15) : 3039 - 3050
  • [49] Spatially offset Raman spectroscopy for non-invasive analysis of turbid samples
    Matousek, Pavel
    TRAC-TRENDS IN ANALYTICAL CHEMISTRY, 2018, 103 : 209 - 214
  • [50] Investigation of the specificity of Raman spectroscopy in non-invasive blood glucose measurements
    Dingari, Narahara Chari
    Barman, Ishan
    Singh, Gajendra P.
    Kang, Jeon Woong
    Dasari, Ramachandra R.
    Feld, Michael S.
    ANALYTICAL AND BIOANALYTICAL CHEMISTRY, 2011, 400 (09) : 2871 - 2880