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Automated classification of urine biomarkers to diagnose pancreatic cancer using 1-D convolutional neural networks

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Bibliographic Details
Main Authors: Mohamed Esmail, Karar, Nawal, El-Fishawy, Marwa, Radad
Format: Book
Language:English
Published: Springer 2023
Subjects:
1D-CNNs
LSTM
Online Access:https://link.springer.com/article/10.1186/s13036-023-00340-0
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8029
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spelling oai:localhost:PNK-80292023-04-18T03:25:56Z Automated classification of urine biomarkers to diagnose pancreatic cancer using 1-D convolutional neural networks Mohamed Esmail, Karar Nawal, El-Fishawy Marwa, Radad 1D-CNNs LSTM CC BY Early diagnosis of Pancreatic Ductal Adenocarcinoma (PDAC) is the main key to surviving cancer patients. Urine proteomic biomarkers which are creatinine, LYVE1, REG1B, and TFF1 present a promising non-invasive and inexpensive diagnostic method of the PDAC. Recent utilization of both microfluidics technology and artificial intelligence techniques enables accurate detection and analysis of these biomarkers. This paper proposes a new deep-learning model to identify urine biomarkers for the automated diagnosis of pancreatic cancers. The proposed model is composed of one-dimensional convolutional neural networks (1D-CNNs) and long short-term memory (LSTM). It can categorize patients into healthy pancreas, benign hepatobiliary disease, and PDAC cases automatically. 2023-04-18T03:25:56Z 2023-04-18T03:25:56Z 2023 Book https://link.springer.com/article/10.1186/s13036-023-00340-0 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8029 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic 1D-CNNs
LSTM
spellingShingle 1D-CNNs
LSTM
Mohamed Esmail, Karar
Nawal, El-Fishawy
Marwa, Radad
Automated classification of urine biomarkers to diagnose pancreatic cancer using 1-D convolutional neural networks
description CC BY
format Book
author Mohamed Esmail, Karar
Nawal, El-Fishawy
Marwa, Radad
author_facet Mohamed Esmail, Karar
Nawal, El-Fishawy
Marwa, Radad
author_sort Mohamed Esmail, Karar
title Automated classification of urine biomarkers to diagnose pancreatic cancer using 1-D convolutional neural networks
title_short Automated classification of urine biomarkers to diagnose pancreatic cancer using 1-D convolutional neural networks
title_full Automated classification of urine biomarkers to diagnose pancreatic cancer using 1-D convolutional neural networks
title_fullStr Automated classification of urine biomarkers to diagnose pancreatic cancer using 1-D convolutional neural networks
title_full_unstemmed Automated classification of urine biomarkers to diagnose pancreatic cancer using 1-D convolutional neural networks
title_sort automated classification of urine biomarkers to diagnose pancreatic cancer using 1-d convolutional neural networks
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1186/s13036-023-00340-0
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8029
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score 8.893527

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