Abstract:
:This paper presents the results of the experiments which were performed using the optical biopsy system specially developed for in vivo tissue classification during the percutaneous needle biopsy (PNB) of the liver. The proposed system includes an optical probe of small diameter acceptable for use in the PNB of the liver. The results of the feasibility studies and actual tests on laboratory mice with inoculated hepatocellular carcinoma and in clinical conditions on patients with liver tumors are presented and discussed. Monte Carlo simulations were carried out to assess the diagnostic volume and to trace the sensing depth. Fluorescence and diffuse reflectance spectroscopy measurements were used to monitor metabolic and morphological changes in tissues. The tissue oxygen saturation was evaluated using a recently developed approach to neural network fitting of diffuse reflectance spectra. The Support Vector Machine Classification was applied to identify intact liver and tumor tissues. Analysis of the obtained results shows the high sensitivity and specificity of the proposed multimodal method. This approach allows to obtain information before the tissue sample is taken, which makes it possible to significantly reduce the number of false-negative biopsies.
journal_name
Sci Repjournal_title
Scientific reportsauthors
Dremin V,Potapova E,Zherebtsov E,Kandurova K,Shupletsov V,Alekseyev A,Mamoshin A,Dunaev Adoi
10.1038/s41598-020-71089-5subject
Has Abstractpub_date
2020-08-26 00:00:00pages
14200issue
1issn
2045-2322pii
10.1038/s41598-020-71089-5journal_volume
10pub_type
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