Cargando…
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...
Autores principales: | , , , , |
---|---|
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 |
_version_ | 1783709430296084480 |
---|---|
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. |
format | Online Article Text |
id | pubmed-8211192 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT zhaopengcheng identifyspecificgenepairsforsubarachnoidhemorrhagebasedonwaveletanalysisandgeneticalgorithm AT xushaonian identifyspecificgenepairsforsubarachnoidhemorrhagebasedonwaveletanalysisandgeneticalgorithm AT huangzhenshan identifyspecificgenepairsforsubarachnoidhemorrhagebasedonwaveletanalysisandgeneticalgorithm AT dengpengcheng identifyspecificgenepairsforsubarachnoidhemorrhagebasedonwaveletanalysisandgeneticalgorithm AT zhangyongming identifyspecificgenepairsforsubarachnoidhemorrhagebasedonwaveletanalysisandgeneticalgorithm |