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Identify specific gene pairs for subarachnoid hemorrhage based on wavelet analysis and genetic algorithm

Subarachnoid hemorrhage (SAH) is a fatal stroke caused by bleeding in the brain. SAH can be caused by a ruptured aneurysm or head injury. One-third of patients will survive and recover. One-third will survive with disability; one-third will die. The focus of treatment is to stop bleeding, restore no...

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Detalles Bibliográficos
Autores principales: Zhao, Pengcheng, Xu, Shaonian, Huang, Zhenshan, Deng, Pengcheng, Zhang, Yongming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8211192/
https://www.ncbi.nlm.nih.gov/pubmed/34138931
http://dx.doi.org/10.1371/journal.pone.0253219
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author Zhao, Pengcheng
Xu, Shaonian
Huang, Zhenshan
Deng, Pengcheng
Zhang, Yongming
author_facet Zhao, Pengcheng
Xu, Shaonian
Huang, Zhenshan
Deng, Pengcheng
Zhang, Yongming
author_sort Zhao, Pengcheng
collection PubMed
description Subarachnoid hemorrhage (SAH) is a fatal stroke caused by bleeding in the brain. SAH can be caused by a ruptured aneurysm or head injury. One-third of patients will survive and recover. One-third will survive with disability; one-third will die. The focus of treatment is to stop bleeding, restore normal blood flow, and prevent vasospasm. Treatment for SAH varies, depending on the bleeding’s underlying cause and the extent of damage to the brain. Treatment may include lifesaving measures, symptom relief, repair of the bleeding vessel, and complication prevention. However, the useful diagnostic biomarkers of SAH are still limited due to the instability of gene marker expression. To overcome this limitation, we developed a new protocol pairing genes and screened significant gene pairs based on the feature selection algorithm. A classifier was constructed with the selected gene pairs and achieved a high performance.
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spelling pubmed-82111922021-06-29 Identify specific gene pairs for subarachnoid hemorrhage based on wavelet analysis and genetic algorithm Zhao, Pengcheng Xu, Shaonian Huang, Zhenshan Deng, Pengcheng Zhang, Yongming PLoS One Research Article Subarachnoid hemorrhage (SAH) is a fatal stroke caused by bleeding in the brain. SAH can be caused by a ruptured aneurysm or head injury. One-third of patients will survive and recover. One-third will survive with disability; one-third will die. The focus of treatment is to stop bleeding, restore normal blood flow, and prevent vasospasm. Treatment for SAH varies, depending on the bleeding’s underlying cause and the extent of damage to the brain. Treatment may include lifesaving measures, symptom relief, repair of the bleeding vessel, and complication prevention. However, the useful diagnostic biomarkers of SAH are still limited due to the instability of gene marker expression. To overcome this limitation, we developed a new protocol pairing genes and screened significant gene pairs based on the feature selection algorithm. A classifier was constructed with the selected gene pairs and achieved a high performance. Public Library of Science 2021-06-17 /pmc/articles/PMC8211192/ /pubmed/34138931 http://dx.doi.org/10.1371/journal.pone.0253219 Text en © 2021 Zhao et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Zhao, Pengcheng
Xu, Shaonian
Huang, Zhenshan
Deng, Pengcheng
Zhang, Yongming
Identify specific gene pairs for subarachnoid hemorrhage based on wavelet analysis and genetic algorithm
title Identify specific gene pairs for subarachnoid hemorrhage based on wavelet analysis and genetic algorithm
title_full Identify specific gene pairs for subarachnoid hemorrhage based on wavelet analysis and genetic algorithm
title_fullStr Identify specific gene pairs for subarachnoid hemorrhage based on wavelet analysis and genetic algorithm
title_full_unstemmed Identify specific gene pairs for subarachnoid hemorrhage based on wavelet analysis and genetic algorithm
title_short Identify specific gene pairs for subarachnoid hemorrhage based on wavelet analysis and genetic algorithm
title_sort identify specific gene pairs for subarachnoid hemorrhage based on wavelet analysis and genetic algorithm
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8211192/
https://www.ncbi.nlm.nih.gov/pubmed/34138931
http://dx.doi.org/10.1371/journal.pone.0253219
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