Hyperspectral VNIR and NIR Sensors for the Analysis of Human Normal Brain and Tumor Tissue

被引:1
|
作者
Leon, Raquel [1 ]
Fabelo, Himar [1 ]
Ortega, Samuel [1 ,2 ]
Callico, Gustavo M. [1 ]
机构
[1] Univ Las Palmas Gran Canaria, Inst Appl Microelect IUMA, Las Palmas Gran Canaria, Spain
[2] Norwegian Inst Food Fisheries & Aquaculture Res, Nofima, Tromso, Norway
基金
欧盟地平线“2020”;
关键词
Hyperspectral imaging; Brain tumors; Image registration; Statistical Analysis; IMAGE REGISTRATION;
D O I
10.1109/DCIS53048.2021.9666168
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Hyperspectral (HS) imaging (HSI) is arising as a novel imaging technique to delineate brain tumor tissue in surgical-time. The accurate identification of the boundaries between tumor and normal tissue determines prolonged survival. In this work, a preliminary spectral analysis of different brain tissue was performed to identify features between different classes. A HSI dataset of in-vivo brain tissue was acquired by two HS cameras, covering the VNIR (Visual and Near-Infrared) [400-1000 nm] and NIR (Near-Infrared) [900-1700 nm] spectral ranges. Both HS images were registered using feature-based techniques with different geometric transformations to perform a spectral analysis of a certain pixel. Reflectance and absorbance spectral signatures were analyzed identifying spectral absorbance peaks related with hemoglobin and water. Finally, a statistical analysis was performed, where normal tissue (NT), tumor tissue (TT), and hypervascularized tissue (HT) were compared, obtaining highly statistically significance between HT-NT and HT-TT in both VNIR and NIR spectral ranges analyzed, and some no statistically significant differences between TT and NT in certain spectral ranges.
引用
收藏
页码:33 / 38
页数:6
相关论文
共 50 条
  • [31] Human herpesvirus 6 infection in neoplastic and normal brain tissue
    Cuomo, L
    Trivedi, P
    Cardillo, MR
    Gagliardi, FM
    Vecchione, A
    Caruso, R
    Calogero, A
    Frati, L
    Faggioni, A
    Ragona, G
    JOURNAL OF MEDICAL VIROLOGY, 2001, 63 (01) : 45 - 51
  • [32] INTERACTIONS OF HUMAN-TUMOR CELL AGGREGATES WITH NORMAL HUMAN-TISSUE
    FELIX, H
    SCHLEICH, A
    TCHAO, R
    EXPERIENTIA, 1981, 37 (06): : 644 - 644
  • [33] CYTOTOXICITY OF HUMAN LYMPHOTOXIN FOR TUMOR AND NORMAL HUMAN TISSUE CELLS IN-VITRO
    WEEDON, DD
    DEMEESTER, LJ
    ELVEBACK, LR
    SHORTER, RG
    MAYO CLINIC PROCEEDINGS, 1973, 48 (08) : 556 - 559
  • [34] HUMAN HERPESVIRUS-6 INFECTION IN NORMAL HUMAN BRAIN-TISSUE
    LUPPI, M
    BAROZZI, P
    MAIORANA, A
    MARASCA, R
    TORELLI, G
    JOURNAL OF INFECTIOUS DISEASES, 1994, 169 (04): : 943 - 944
  • [35] Particular micrornas (miRNAs) help to discriminate brain tumor from normal brain tissue.
    Nelson, PT
    Mourelatos, Z
    JOURNAL OF NEUROPATHOLOGY AND EXPERIMENTAL NEUROLOGY, 2005, 64 (05): : 439 - 439
  • [36] TRANSFERRIN RECEPTOR IN NORMAL AND NEOPLASTIC BRAIN-TISSUE - IMPLICATIONS FOR BRAIN-TUMOR IMMUNOTHERAPY
    RECHT, L
    TORRES, CO
    SMITH, TW
    RASO, V
    GRIFFIN, TW
    JOURNAL OF NEUROSURGERY, 1990, 72 (06) : 941 - 945
  • [37] INHERENT RADIOSENSITIVITY OF TUMOR AND NORMAL TISSUE-CELLS AS A PREDICTOR OF HUMAN TUMOR RESPONSE
    PETERS, LJ
    RADIOTHERAPY AND ONCOLOGY, 1990, 17 (03) : 177 - 190
  • [39] Empirical Mode Decomposition Based Hyperspectral Data Analysis for Brain Tumor Classification
    Baig, Nauman
    Fabelo, Himar
    Ortega, Samuel
    Callico, Gustavo M.
    Alirezaie, Javad
    Umapathy, Karthikeyan
    2021 43RD ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY (EMBC), 2021, : 2274 - 2277
  • [40] ANALYSIS OF STEROIDS FROM NORMAL AND TUMOR-TISSUE BY HPLC
    KESSLER, MJ
    CLINICA CHIMICA ACTA, 1982, 125 (01) : 21 - 30