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Clearance Rate and BP-ANN Model in Paraquat Poisoned Patients Treated with Hemoperfusion
In order to investigate the effect of hemoperfusion (HP) on the clearance rate of paraquat (PQ) and develop a clearance model, 41 PQ-poisoned patients who acquired acute PQ intoxication received HP treatment. PQ concentrations were determined by high performance liquid chromatography (HPLC). Accordi...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4324821/ https://www.ncbi.nlm.nih.gov/pubmed/25695058 http://dx.doi.org/10.1155/2015/298253 |
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author | Hu, Lufeng Hong, Guangliang Ma, Jianshe Wang, Xianqin Lin, Guanyang Zhang, Xiuhua Lu, Zhongqiu |
author_facet | Hu, Lufeng Hong, Guangliang Ma, Jianshe Wang, Xianqin Lin, Guanyang Zhang, Xiuhua Lu, Zhongqiu |
author_sort | Hu, Lufeng |
collection | PubMed |
description | In order to investigate the effect of hemoperfusion (HP) on the clearance rate of paraquat (PQ) and develop a clearance model, 41 PQ-poisoned patients who acquired acute PQ intoxication received HP treatment. PQ concentrations were determined by high performance liquid chromatography (HPLC). According to initial PQ concentration, study subjects were divided into two groups: Low-PQ group (0.05–1.0 μg/mL) and High-PQ group (1.0–10 μg/mL). After initial HP treatment, PQ concentrations decreased in both groups. However, in the High-PQ group, PQ levels remained in excess of 0.05 μg/mL and increased when the second HP treatment was initiated. Based on the PQ concentrations before and after HP treatment, the mean clearance rate of PQ calculated was 73 ± 15%. We also established a backpropagation artificial neural network (BP-ANN) model, which set PQ concentrations before HP treatment as input data and after HP treatment as output data. When it is used to predict PQ concentration after HP treatment, high prediction accuracy (R = 0.9977) can be obtained in this model. In conclusion, HP is an effective way to clear PQ from the blood, and the PQ concentration after HP treatment can be predicted by BP-ANN model. |
format | Online Article Text |
id | pubmed-4324821 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-43248212015-02-18 Clearance Rate and BP-ANN Model in Paraquat Poisoned Patients Treated with Hemoperfusion Hu, Lufeng Hong, Guangliang Ma, Jianshe Wang, Xianqin Lin, Guanyang Zhang, Xiuhua Lu, Zhongqiu Biomed Res Int Research Article In order to investigate the effect of hemoperfusion (HP) on the clearance rate of paraquat (PQ) and develop a clearance model, 41 PQ-poisoned patients who acquired acute PQ intoxication received HP treatment. PQ concentrations were determined by high performance liquid chromatography (HPLC). According to initial PQ concentration, study subjects were divided into two groups: Low-PQ group (0.05–1.0 μg/mL) and High-PQ group (1.0–10 μg/mL). After initial HP treatment, PQ concentrations decreased in both groups. However, in the High-PQ group, PQ levels remained in excess of 0.05 μg/mL and increased when the second HP treatment was initiated. Based on the PQ concentrations before and after HP treatment, the mean clearance rate of PQ calculated was 73 ± 15%. We also established a backpropagation artificial neural network (BP-ANN) model, which set PQ concentrations before HP treatment as input data and after HP treatment as output data. When it is used to predict PQ concentration after HP treatment, high prediction accuracy (R = 0.9977) can be obtained in this model. In conclusion, HP is an effective way to clear PQ from the blood, and the PQ concentration after HP treatment can be predicted by BP-ANN model. Hindawi Publishing Corporation 2015 2015-01-28 /pmc/articles/PMC4324821/ /pubmed/25695058 http://dx.doi.org/10.1155/2015/298253 Text en Copyright © 2015 Lufeng Hu et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Hu, Lufeng Hong, Guangliang Ma, Jianshe Wang, Xianqin Lin, Guanyang Zhang, Xiuhua Lu, Zhongqiu Clearance Rate and BP-ANN Model in Paraquat Poisoned Patients Treated with Hemoperfusion |
title | Clearance Rate and BP-ANN Model in Paraquat Poisoned Patients Treated with Hemoperfusion |
title_full | Clearance Rate and BP-ANN Model in Paraquat Poisoned Patients Treated with Hemoperfusion |
title_fullStr | Clearance Rate and BP-ANN Model in Paraquat Poisoned Patients Treated with Hemoperfusion |
title_full_unstemmed | Clearance Rate and BP-ANN Model in Paraquat Poisoned Patients Treated with Hemoperfusion |
title_short | Clearance Rate and BP-ANN Model in Paraquat Poisoned Patients Treated with Hemoperfusion |
title_sort | clearance rate and bp-ann model in paraquat poisoned patients treated with hemoperfusion |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4324821/ https://www.ncbi.nlm.nih.gov/pubmed/25695058 http://dx.doi.org/10.1155/2015/298253 |
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