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A Pilot Study of Parameter-Optimized Low-Intensity Pulsed Ultrasound Stimulation for the Bone Marrow Mesenchymal Stem Cells Viability Improvement

To investigate how a back propagation neural network based on genetic algorithm (GA-BPNN) optimizes the low-intensity pulsed ultrasound (LIPUS) stimulation parameters to improve the bone marrow mesenchymal stem cells (BMSCs) viability further. The LIPUS parameters were set at various frequencies (0....

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Autores principales: Yang, Xiuzhi, Wu, Yu, Li, Jiqing, Yin, Wuliang, An, Yang, Wang, Yanfen, Wang, Man, Wu, Qiuli, Qu, Zhigang, Ning, Guangzhi, Feng, Shiqing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6791242/
https://www.ncbi.nlm.nih.gov/pubmed/31662789
http://dx.doi.org/10.1155/2019/8386024
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author Yang, Xiuzhi
Wu, Yu
Li, Jiqing
Yin, Wuliang
An, Yang
Wang, Yanfen
Wang, Man
Wu, Qiuli
Qu, Zhigang
Ning, Guangzhi
Feng, Shiqing
author_facet Yang, Xiuzhi
Wu, Yu
Li, Jiqing
Yin, Wuliang
An, Yang
Wang, Yanfen
Wang, Man
Wu, Qiuli
Qu, Zhigang
Ning, Guangzhi
Feng, Shiqing
author_sort Yang, Xiuzhi
collection PubMed
description To investigate how a back propagation neural network based on genetic algorithm (GA-BPNN) optimizes the low-intensity pulsed ultrasound (LIPUS) stimulation parameters to improve the bone marrow mesenchymal stem cells (BMSCs) viability further. The LIPUS parameters were set at various frequencies (0.6, 0.8, 1.0, and 1.2 MHz), voltages (5, 6, 7, and 8 V), and stimulation durations (3, 6, and 9 minutes). As only some discrete points can be set up in the experiments, the optimal LIPUS stimulation parameter may not be in the value of these settings. The GA-BPNN algorithm is used to optimize parameters of LIPUS to increase the BMSCs viability further. The BMSCs viability of the LIPUS-treated group was improved up to 19.57% (P < 0.01). With the optimization via the GA-BPNN algorithm, the viability of BMSCs was further improved by about 5.36% (P < 0.01) under the optimized condition of 6.92 V, 1.02 MHz, and 7.3 min. LIPUS is able to improve the BMSCs viability, which can be improved further by LIPUS with parameter optimization via GA-BPNN algorithm.
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spelling pubmed-67912422019-10-29 A Pilot Study of Parameter-Optimized Low-Intensity Pulsed Ultrasound Stimulation for the Bone Marrow Mesenchymal Stem Cells Viability Improvement Yang, Xiuzhi Wu, Yu Li, Jiqing Yin, Wuliang An, Yang Wang, Yanfen Wang, Man Wu, Qiuli Qu, Zhigang Ning, Guangzhi Feng, Shiqing Comput Math Methods Med Research Article To investigate how a back propagation neural network based on genetic algorithm (GA-BPNN) optimizes the low-intensity pulsed ultrasound (LIPUS) stimulation parameters to improve the bone marrow mesenchymal stem cells (BMSCs) viability further. The LIPUS parameters were set at various frequencies (0.6, 0.8, 1.0, and 1.2 MHz), voltages (5, 6, 7, and 8 V), and stimulation durations (3, 6, and 9 minutes). As only some discrete points can be set up in the experiments, the optimal LIPUS stimulation parameter may not be in the value of these settings. The GA-BPNN algorithm is used to optimize parameters of LIPUS to increase the BMSCs viability further. The BMSCs viability of the LIPUS-treated group was improved up to 19.57% (P < 0.01). With the optimization via the GA-BPNN algorithm, the viability of BMSCs was further improved by about 5.36% (P < 0.01) under the optimized condition of 6.92 V, 1.02 MHz, and 7.3 min. LIPUS is able to improve the BMSCs viability, which can be improved further by LIPUS with parameter optimization via GA-BPNN algorithm. Hindawi 2019-10-01 /pmc/articles/PMC6791242/ /pubmed/31662789 http://dx.doi.org/10.1155/2019/8386024 Text en Copyright © 2019 Xiuzhi Yang et al. http://creativecommons.org/licenses/by/4.0/ 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
Yang, Xiuzhi
Wu, Yu
Li, Jiqing
Yin, Wuliang
An, Yang
Wang, Yanfen
Wang, Man
Wu, Qiuli
Qu, Zhigang
Ning, Guangzhi
Feng, Shiqing
A Pilot Study of Parameter-Optimized Low-Intensity Pulsed Ultrasound Stimulation for the Bone Marrow Mesenchymal Stem Cells Viability Improvement
title A Pilot Study of Parameter-Optimized Low-Intensity Pulsed Ultrasound Stimulation for the Bone Marrow Mesenchymal Stem Cells Viability Improvement
title_full A Pilot Study of Parameter-Optimized Low-Intensity Pulsed Ultrasound Stimulation for the Bone Marrow Mesenchymal Stem Cells Viability Improvement
title_fullStr A Pilot Study of Parameter-Optimized Low-Intensity Pulsed Ultrasound Stimulation for the Bone Marrow Mesenchymal Stem Cells Viability Improvement
title_full_unstemmed A Pilot Study of Parameter-Optimized Low-Intensity Pulsed Ultrasound Stimulation for the Bone Marrow Mesenchymal Stem Cells Viability Improvement
title_short A Pilot Study of Parameter-Optimized Low-Intensity Pulsed Ultrasound Stimulation for the Bone Marrow Mesenchymal Stem Cells Viability Improvement
title_sort pilot study of parameter-optimized low-intensity pulsed ultrasound stimulation for the bone marrow mesenchymal stem cells viability improvement
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6791242/
https://www.ncbi.nlm.nih.gov/pubmed/31662789
http://dx.doi.org/10.1155/2019/8386024
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