Identification of Foxtail Millet Solution for Malignant Colorectal Cell Growth Reduction Using Deep Learning-Based Mobile Net Model

Identification of Foxtail Millet Solution for Malignant Colorectal Cell Growth Reduction Using Deep Learning-Based Mobile Net Model

Artatrana Biswaprasanna Dash, Sachikanta Dash, Sasmita Padhy
Copyright: © 2024 |Pages: 18
DOI: 10.4018/978-1-6684-9819-4.ch003
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Abstract

Millets are cereal crops, commonly grown in semi-arid regions. Millets are known to be a good source of fiber, magnesium, phosphorous, zinc, serotonin, and gluten-free product that helps to heal Cancer effectively. The active components of Foxtail millet bran (FMBP) are promoting higher levels of reactive oxygen species (ROS) that help block the STAT3 pathway by reducing the growth of malignant cells in intestine. Nowadays in medical colonoscopy, histological image analysis and MRI are some commonly adapted techniques for the identification of polyps in the colon. However, the manual approaches are very time-consuming and less accurate. There is no specific model available that can measure the effectiveness of millet in healing malignant cell growth in colon. The main goal is to design a deep learning based MoblileNet-V3 model for the detection and classification of histological images. This study will help researchers and medical practitioners to compare the malignancy status before and after the consumption of millet.
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Introduction

“When food saves life, then why goes for knife.” On the basis of WHO 2022 report, Colorectal malignancy is acknowledged as the second leading cause of cancer-related deaths globally and ranks as the third most frequently diagnosed cancer type. In the course of chemotherapy for colorectal cancer (CRC), the most frequently employed drugs include 5-fluorouracil (5-Fu), oxaliplatin (L-OHP), and vincristine (VCR) (Shan et al., 2021). However, most of the human bodies automatically develop multi drug resistance (MDR) which acts as a barrier for the antibiotic performance (Shan et al., 2021). Nature polyphenol has the capability to generate anti MDR agent for colorectal malignancy. Nature Polyphenol are plentily available in plants and foods. Foxtail millet bran (FMBP) is the world’s sixth most popular cereal type which contains bound polyphenol that develops anti CRC activities in body.

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