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

被引:6
作者
Yang, Xiuzhi [1 ,2 ,3 ]
Wu, Yu [4 ]
Li, Jiqing [1 ,2 ]
Yin, Wuliang [5 ]
An, Yang [1 ,2 ]
Wang, Yanfen [1 ,2 ]
Wang, Man [1 ,2 ]
Wu, Qiuli [4 ]
Qu, Zhigang [1 ,2 ]
Ning, Guangzhi [4 ]
Feng, Shiqing [4 ]
机构
[1] Tianjin Univ Sci & Technol, Coll Elect Informat & Automat, Dagu South Rd 10308, Tianjin 300222, Peoples R China
[2] Tianjin Univ Sci & Technol, Adv Struct Integr Int Joint Res Ctr, Dagu South Rd 1038, Tianjin 300222, Peoples R China
[3] Zhaoqing Univ, Sch Elect & Elect Engn, Zhaoqing Rd, Zhaoqing 526061, Guangdong, Peoples R China
[4] Tianjin Med Univ, Gen Hosp, Dept Orthopaed, Anshan Rd 154, Tianjin 300052, Peoples R China
[5] Univ Manchester, Sch Elect & Elect Engn, Manchester M60 1QD, Lancs, England
基金
中国国家自然科学基金;
关键词
GENETIC ALGORITHM; REGENERATION; MODEL;
D O I
10.1155/2019/8386024
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
引用
收藏
页数:11
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