Classification of Healthy and Cancer States of Colon Epithelial Tissues Using Opto-magnetic Imaging Spectroscopy
Само за регистроване кориснике
2019
Аутори
Dragičević, AleksandraMatija, Lidija
Krivokapić, Zoran
Dimitrijević, Ivan
Baros, Marko
Koruga, Đuro
Чланак у часопису (Објављена верзија)
Метаподаци
Приказ свих података о документуАпстракт
Colorectal carcinoma (CRC) as a major health problem in industrialized countries is highly preventable and can be successfully treated in the early stages. However, incidence and mortality of CRC has increased over the last two decades. The reason could be that the current recommended options for screening are costly, unpleasant for patients, have low sensitivity and poor accessibility for screening. These reasons provide a strong rationale for the development of a new method. Opto-magnetic imaging spectroscopy (OMIS) as a new imaging method for the characterisation of various materials, including human tissues, is based on light-matter interaction, using a Poincare sphere for light properties and a Bloch sphere for electron properties, and allows the detection of biophysical characteristics within human tissue samples. Compared with histopathology examination, the OMIS method achieved an accuracy of 92.59% using Multilayer Perceptron Neural Network as a classifier, and 89.87% using Na...ive-Bayes, respectively. The obtained results, based on the investigation of 316 samples, both tumour and normal mucosa (162 cancer cases), strongly suggest that the new non-invasive OMIS method might be used for tissue characterization ex vivo to discriminate between the healthy and carcinoma state of the colon. However, it opens up the possibility of using the same method in in vivo studies to assist physicians in targeting biopsies of colorectal tissue.
Кључне речи:
Opto-magnetic imaging spectroscopy / Non-invasive method / Neural networks / Colorectal cancer / ColonИзвор:
Journal of Medical and Biological Engineering, 2019, 39, 3, 367-380Издавач:
- Springer Heidelberg, Heidelberg
Финансирање / пројекти:
- Развој нових метода и техника за рану дијагностику канцера грлића материце, дебелог црева, усне дупље и меланома на бази дигиталне слике и ексцитационо-емисионих спектара у видљивом и инфрацрвеном домену (RS-MESTD-Integrated and Interdisciplinary Research (IIR or III)-41006)
DOI: 10.1007/s40846-018-0414-x
ISSN: 1609-0985
WoS: 000466200900010
Scopus: 2-s2.0-85065033794
Колекције
Институција/група
Mašinski fakultetTY - JOUR AU - Dragičević, Aleksandra AU - Matija, Lidija AU - Krivokapić, Zoran AU - Dimitrijević, Ivan AU - Baros, Marko AU - Koruga, Đuro PY - 2019 UR - https://machinery.mas.bg.ac.rs/handle/123456789/3106 AB - Colorectal carcinoma (CRC) as a major health problem in industrialized countries is highly preventable and can be successfully treated in the early stages. However, incidence and mortality of CRC has increased over the last two decades. The reason could be that the current recommended options for screening are costly, unpleasant for patients, have low sensitivity and poor accessibility for screening. These reasons provide a strong rationale for the development of a new method. Opto-magnetic imaging spectroscopy (OMIS) as a new imaging method for the characterisation of various materials, including human tissues, is based on light-matter interaction, using a Poincare sphere for light properties and a Bloch sphere for electron properties, and allows the detection of biophysical characteristics within human tissue samples. Compared with histopathology examination, the OMIS method achieved an accuracy of 92.59% using Multilayer Perceptron Neural Network as a classifier, and 89.87% using Naive-Bayes, respectively. The obtained results, based on the investigation of 316 samples, both tumour and normal mucosa (162 cancer cases), strongly suggest that the new non-invasive OMIS method might be used for tissue characterization ex vivo to discriminate between the healthy and carcinoma state of the colon. However, it opens up the possibility of using the same method in in vivo studies to assist physicians in targeting biopsies of colorectal tissue. PB - Springer Heidelberg, Heidelberg T2 - Journal of Medical and Biological Engineering T1 - Classification of Healthy and Cancer States of Colon Epithelial Tissues Using Opto-magnetic Imaging Spectroscopy EP - 380 IS - 3 SP - 367 VL - 39 DO - 10.1007/s40846-018-0414-x ER -
@article{ author = "Dragičević, Aleksandra and Matija, Lidija and Krivokapić, Zoran and Dimitrijević, Ivan and Baros, Marko and Koruga, Đuro", year = "2019", abstract = "Colorectal carcinoma (CRC) as a major health problem in industrialized countries is highly preventable and can be successfully treated in the early stages. However, incidence and mortality of CRC has increased over the last two decades. The reason could be that the current recommended options for screening are costly, unpleasant for patients, have low sensitivity and poor accessibility for screening. These reasons provide a strong rationale for the development of a new method. Opto-magnetic imaging spectroscopy (OMIS) as a new imaging method for the characterisation of various materials, including human tissues, is based on light-matter interaction, using a Poincare sphere for light properties and a Bloch sphere for electron properties, and allows the detection of biophysical characteristics within human tissue samples. Compared with histopathology examination, the OMIS method achieved an accuracy of 92.59% using Multilayer Perceptron Neural Network as a classifier, and 89.87% using Naive-Bayes, respectively. The obtained results, based on the investigation of 316 samples, both tumour and normal mucosa (162 cancer cases), strongly suggest that the new non-invasive OMIS method might be used for tissue characterization ex vivo to discriminate between the healthy and carcinoma state of the colon. However, it opens up the possibility of using the same method in in vivo studies to assist physicians in targeting biopsies of colorectal tissue.", publisher = "Springer Heidelberg, Heidelberg", journal = "Journal of Medical and Biological Engineering", title = "Classification of Healthy and Cancer States of Colon Epithelial Tissues Using Opto-magnetic Imaging Spectroscopy", pages = "380-367", number = "3", volume = "39", doi = "10.1007/s40846-018-0414-x" }
Dragičević, A., Matija, L., Krivokapić, Z., Dimitrijević, I., Baros, M.,& Koruga, Đ.. (2019). Classification of Healthy and Cancer States of Colon Epithelial Tissues Using Opto-magnetic Imaging Spectroscopy. in Journal of Medical and Biological Engineering Springer Heidelberg, Heidelberg., 39(3), 367-380. https://doi.org/10.1007/s40846-018-0414-x
Dragičević A, Matija L, Krivokapić Z, Dimitrijević I, Baros M, Koruga Đ. Classification of Healthy and Cancer States of Colon Epithelial Tissues Using Opto-magnetic Imaging Spectroscopy. in Journal of Medical and Biological Engineering. 2019;39(3):367-380. doi:10.1007/s40846-018-0414-x .
Dragičević, Aleksandra, Matija, Lidija, Krivokapić, Zoran, Dimitrijević, Ivan, Baros, Marko, Koruga, Đuro, "Classification of Healthy and Cancer States of Colon Epithelial Tissues Using Opto-magnetic Imaging Spectroscopy" in Journal of Medical and Biological Engineering, 39, no. 3 (2019):367-380, https://doi.org/10.1007/s40846-018-0414-x . .