Skip to main content
Log in

Electric and Viscoelastic Parameters of Erythrocytes in Models for Diagnostics of Adenomatous Polyps and Stages of Colorectal Cancer in Optical Detection of Cells in an Inhomogeneous Alternating Electric Field

  • Published:
Optics and Spectroscopy Aims and scope Submit manuscript

Abstract

Using the method of dielectrophoresis an optical cell detection system in an inhomogeneous alternating electric field, the electrical and viscoelastic parameters of red blood cells in the frequency range from 5 × 104 to 1 × 106 MHz have been studied in 129 patients with colorectal cancer (CRC) of various stages of the disease, 25 people with adenomatous polyps, and 35 people in the comparison group. It has been shown that the values of the physical characteristics of red blood cells significantly differ both when comparing the control groups and the patients with adenomatous polyps and the patients with early stages of CRC and when comparing the patients with different stages of the oncological process with each other. The construction of SHAP graphs based on the electrical and viscoelastic parameters of red blood cells has allowed us to achieve 100% diagnostic accuracy in distinguishing patients with adenomatous polyps and early stages of CRC from healthy individuals, 98.7% accuracy—in differentiating the patients with polyps from the patients with early stages of CRC, and 91.9% accuracy—in distinguishing early and late stages of CRC. The results obtained demonstrate the high potential of the proposed method for screening and diagnosing CRC.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1.
Fig. 2.
Fig. 3.
Fig. 4.
Fig. 5.
Fig. 6.

Similar content being viewed by others

REFERENCES

  1. J. Ferlay, I. Soerjomataram, R. Dikshit, S. Eser, C. Mathers, M. Rebelo, D. M. Parkin, D. Forman, and F. Bray, Int. J. Cancer 136, E359 (2015).

    Article  Google Scholar 

  2. M. Di Lena, E. Travaglio, and D. F. Altomare, World J. Gastroenterol. 19, 1855 (2013).

    Article  Google Scholar 

  3. K. Garborg, O. Holme, M. Loberg, M. Kalager, H. O. Adami, and M. Bretthauer, Ann. Oncol. 24, 1963 (2013).

    Article  Google Scholar 

  4. F. Stracci, M. Zorzi, and G. Grazzini, Front. Publ. Health 2, 210 (2014).

    Article  Google Scholar 

  5. M. V. Kruchinina, I. O. Svetlova, A. A. Gromov, E. V. Kruchinina, V. M. Generalov, V. N. Kruchinin, I. N. Yakovina, and N. A. Bannova, Risk Factors and Screening Methods for Colorectal Cancer (Ofset-TM, Novosibirsk, 2019) [in Russian].

    Google Scholar 

  6. M. V. Kruchinina, A. A. Gromov, V. M. Generalov, V. N. Kruchinin, G. V. Shuvalov, O. V. Minin, and I. V. Minin, in Proceedings of the Saratov Fall Meeting 2018 on Optical and Nano-Technologies for Biology and Medicine, Proc. SPIE 11065, 11065V (2019).

    Google Scholar 

  7. B. H. Estridge and A. P. Reynolds, Basic Clinical Laboratory Techniques, 6th ed. (Delmar, New York, 2012).

    Google Scholar 

  8. M. V. Kruchinina, Ya. I. Prudnikova, A. A. Gromov, V. M. Generalov, K. V. Generalov, V. N. Kruchinin, E. V. Kruchinina, G. V. Shuvalov, I. N. Yakovina, N. A. Bannova, O. V. Minin, and I. V. Minin, Opt. Spectrosc. 126, 568 (2019).

    Article  Google Scholar 

  9. M. V. Kruchinina, A. V. Starikov, A. A. Gromov, and V. M. Generalov, Terapiya, No. 3 (7), 40 (2016).

  10. H. R. Sofaer, J. A. Hoeting, and C. S. Jarnevich, Intell. Syst. Des. Appl. 941, 447 (2019).

    Google Scholar 

  11. Sh. Ge, H. Lu, Q. Li, H. L. Logan, V. Dodd, J. Bian, E. A. Shenkman, and Y. Guo, Am. J. Health Behavior 43, 635 (2019).

    Article  Google Scholar 

  12. S. M. Lundberg and A. Su-In Lee, in Proceedings of the 31st Conference on Neural Information Processing Systems NIPS 2017, Long Beach, CA, USA. https://papers.nips.cc/paper/2017/file/8a20a8621978632d76c43dfd28b67767-Paper.pdf.

  13. G. V. Shuvalov, K. V. Generalov, V. M. Generalov, M. V. Kruchinina, E. S. Koptev, O. V. Minin, and I. V. Minin, Russ. Phys. J. 60, 1901 (2017).

    Article  Google Scholar 

  14. V. M. Generalov, M. V. Kruchinina, A. G. Durymanov, A. A. Medvedev, A. S. Safatov, A. N. Sergeev, G. A. Buryak, S. A. Kurilovich, and A. A. Gromov, Dielectrophoresis in the Diagnosis of Infectious and Non-Infectious Diseases (TsERIS, Novosibirsk, 2011) [in Russian].

  15. I. V. Minin and O. V. Minin, RF Patent and No. 2672980, Byull. Izobret., No. 33 (2018).

  16. M. V. Kruchinina, A. A. Gromov, Y. I. Prudnikova, V. M. Generalov, V. N. Kruchinin, V. A. Volodin, G. V. Shuvalov, O. V. Minin, S. V. Shehovtsov, S. E. Peltec, and I. V. Minin, IOP Conf. Ser.: Mater. Sci. Eng. 516, 012017 (2019).

  17. G. V. Shuvalov, K. V. Generalov, V. M. Generalov, M. V. Kruchinina, E. S. Koptev, O. V. Minin, and I. V. Minin, Russ. Phys. J. 60, 1901 (2018).

    Article  Google Scholar 

  18. M. V. Kruchinina, V. N. Kruchinin, G. N. Shuvalov, I. V. Minin, and O. V. Minin, Opt. Spectrosc. 128, 787 (2020).

    Article  ADS  Google Scholar 

  19. Y. Qiu, G. Cai, M. Su, T. Chen, X. Zheng, Y. Xu, Y. Ni, A. Zhao, L. X. Xu, S. Cai, and W. Jia, J. Proteome Res. 8, 4844 (2009).

    Article  Google Scholar 

  20. L. M. Coussens and Z. Werb, Nature (London, U.K.) 420, 860 (2002).

    Article  ADS  Google Scholar 

  21. V. V. Novitskii, N. V. Ryazantseva, and E. A. Stepovaya, Physiology and Pathophysiology of the Erythrocyte (Nauka, Tomsk, 2004) [in Russian].

    Google Scholar 

  22. J. Meyerhardt and M. Saunders, Colorectal Cancer (Mosby Elsevier, New York, 2007).

  23. A. B. Ballinger and C. Anggiansah, Br. Med. J. 335, 715 (2007).

    Article  Google Scholar 

  24. P. Rozen, G. P. Young, B. Levin, and S. J. Spann, Colorectal Cancer in Clinical Practice: Prevention, Early Detection and Management (Taylor and Francis, London, 2006).

    Google Scholar 

  25. G. I. Kozinets and V. A. Makarova, Investigation of the Blood System in Clinical Practice (Triada-Kh, Moscow, 1997) [in Russian].

    Google Scholar 

  26. S. D. Markowitz and M. M. Bertagnolli, N. Engl. J. Med. 361, 2449 (2009).

    Article  Google Scholar 

Download references

Funding

The work was carried out within the framework of the topic “Epidemiological monitoring of the state of public health and the study of molecular-genetic and molecular-biological mechanisms of the development of common therapeutic diseases in Siberia to improve approaches to their diagnosis, prevention, and treatment,” state assignment 0324-2018-0001, reg. no. AAAA-A17-117112850280-2.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to M. V. Kruchinina.

Ethics declarations

All procedures performed in a human study comply with the ethical standards of the institutional and/or National committee on Research Ethics and the 1964 Helsinki Declaration and its subsequent amendments or comparable standards of ethics.

Conflict of interest. The authors state that they have no conflicts of interest.

Additional information

Translated by N. Petrov

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Kruchinina, M.V., Gromov, A.A., Shcherbakova, L.V. et al. Electric and Viscoelastic Parameters of Erythrocytes in Models for Diagnostics of Adenomatous Polyps and Stages of Colorectal Cancer in Optical Detection of Cells in an Inhomogeneous Alternating Electric Field. Opt. Spectrosc. 129, 1327–1340 (2021). https://doi.org/10.1134/S0030400X21060060

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1134/S0030400X21060060

Keywords:

Navigation