An evaluation of the construction of the device along with the software for digital archiving, sending the data, and supporting the diagnosis of cervical cancer

Łukasz Lasyk; Jakub Barbasz; Paweł Żuk; Artur Prusaczyk; Tomasz Włodarczyk; Ewa Prokurat; Wojciech Olszewski; Mariusz Bidziński; Piotr Baszuk; Jacek Gronwald

doi:10.5114/wo.2019.85617

eISSN: 1897-4309
ISSN: 1428-2526

Contemporary Oncology/Współczesna Onkologia

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3/2019
vol. 23

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abstract:

Original paper

An evaluation of the construction of the device along with the software for digital archiving, sending the data, and supporting the diagnosis of cervical cancer

Łukasz Lasyk

¹

,

Jakub Barbasz

^{1, 2}

,

Paweł Żuk

^{1, 3}

,

Artur Prusaczyk

^{1, 3}

,

Tomasz Włodarczyk

^{1, 3}

,

Ewa Prokurat

^{1, 3}

,

Wojciech Olszewski

⁴

,

Mariusz Bidziński

^{5, 6}

,

Piotr Baszuk

⁷

,

Jacek Gronwald

^{3, 7}

Digitmed Sp. z o.o., Oleśnica, Poland

Institute of Catalysis and Surface Chemistry, Polish Academy of Sciences, Cracow, Poland

Centrum Medical and Diagnostic Center Sp. z o.o., Siedlce, Poland

Department of Pathology, Maria Skłodowska-Curie Memorial Cancer Centre and Institute of Oncology, Warsaw, Poland

Department of Gynaecological Oncology, Maria Skłodowska-Curie Memorial Cancer Centre and Institute of Oncology, Warsaw, Poland

The Faculty of Medicine and Health Sciences, University of Jan Kochanowski, Kielce, Poland

Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland

Contemp Oncol (Pozn) 2019; 23 (3): 174-177

DOI: https://doi.org/10.5114/wo.2019.85617

Online publish date: 2019/10/31

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AMA

Lasyk Ł, Barbasz J, Żuk P, et al. An evaluation of the construction of the device along with the software for digital archiving, sending the data, and supporting the diagnosis of cervical cancer. Contemporary Oncology/Współczesna Onkologia. 2019;23(3):171-177. doi:10.5114/wo.2019.85617.

APA

Lasyk, Ł., Barbasz, J., Żuk, P., Prusaczyk, A., Włodarczyk, T.,  & Prokurat, E. et al. (2019). An evaluation of the construction of the device along with the software for digital archiving, sending the data, and supporting the diagnosis of cervical cancer. Contemporary Oncology/Współczesna Onkologia, 23(3), 171-177. https://doi.org/10.5114/wo.2019.85617

Chicago

Lasyk, Łukasz, Jakub Barbasz, Paweł Żuk, Artur Prusaczyk, Tomasz Włodarczyk, Ewa Prokurat,  and Wojciech Olszewski et al. 2019. "An evaluation of the construction of the device along with the software for digital archiving, sending the data, and supporting the diagnosis of cervical cancer". Contemporary Oncology/Współczesna Onkologia 23 (3): 171-177. doi:10.5114/wo.2019.85617.

Harvard

Lasyk, Ł., Barbasz, J., Żuk, P., Prusaczyk, A., Włodarczyk, T., Prokurat, E., Olszewski, W., Bidziński, M., Baszuk, P.,  and Gronwald, J. (2019). An evaluation of the construction of the device along with the software for digital archiving, sending the data, and supporting the diagnosis of cervical cancer. Contemporary Oncology/Współczesna Onkologia, 23(3), pp.171-177. https://doi.org/10.5114/wo.2019.85617

MLA

Lasyk, Łukasz et al. "An evaluation of the construction of the device along with the software for digital archiving, sending the data, and supporting the diagnosis of cervical cancer." Contemporary Oncology/Współczesna Onkologia, vol. 23, no. 3, 2019, pp. 171-177. doi:10.5114/wo.2019.85617.

Vancouver

Lasyk Ł, Barbasz J, Żuk P, Prusaczyk A, Włodarczyk T, Prokurat E et al. An evaluation of the construction of the device along with the software for digital archiving, sending the data, and supporting the diagnosis of cervical cancer. Contemporary Oncology/Współczesna Onkologia. 2019;23(3):171-177. doi:10.5114/wo.2019.85617.

PlumX metrics:

Cervical cancer is still an important cause of mortality among women in a number of countries. There are effective methods of prevention and early diagnosis, but they require well-trained medical professionals including cytologists. Within this project, we built a prototype of a new device together with implemented software using U-NET and CNN architectures of neural networks (ANN), to convert the currently used optical microscopes into fully independent scanning and evaluating systems for cytological samples. To evaluate the specificity and sensitivity of the system, 2058 (2000 normal and 58 abnormal samples) consecutive liquid-based cytology (LBC) samples were analysed. The observed sensitivity and specificity to distinguish normal and abnormal samples was 100%. We observed slight incompatibility in the evaluation of the type of abnormality. The use of ANN is promising for increasing the effectiveness of cervical screening. The low cost of neural network usage further increases the potential areas of application of the presented method. Further refinement of neural networks on a larger sample size is required to evaluate the software.

keywords:

An evaluation of the construction of the device along with the software for digital archiving, sending the data, and supporting the diagnosis of cervical cancer

Łukasz Lasyk 1 , Jakub Barbasz 1, 2 , Paweł Żuk 1, 3 , Artur Prusaczyk 1, 3 , Tomasz Włodarczyk 1, 3 , Ewa Prokurat 1, 3 , Wojciech Olszewski 4 , Mariusz Bidziński 5, 6 , Piotr Baszuk 7 , Jacek Gronwald 3, 7

cervical cancer, cytology, automatic evaluation

Łukasz Lasyk

¹

,

Jakub Barbasz

^{1, 2}

,

Paweł Żuk

^{1, 3}

,

Artur Prusaczyk

^{1, 3}

,

Tomasz Włodarczyk

^{1, 3}

,

Ewa Prokurat

^{1, 3}

,

Wojciech Olszewski

⁴

,

Mariusz Bidziński

^{5, 6}

,

Piotr Baszuk

⁷

,

Jacek Gronwald

^{3, 7}