Applying informatics in tissue engineering

被引:0
|
作者
Xu, J
Zhou, XL
Yang, DP
Ge, HY
Wang, Q
Tu, K
Guo, TF
机构
[1] Tongji Univ, Shanghai Peoples Hosp 10, Dept Gen Surg, Shanghai 200092, Peoples R China
[2] Shanghai Jiao Tong Univ, Shanghai Peoples Hosp 1, Dept Neurol, Shanghai 200030, Peoples R China
[3] Harbin Med Coll, Affiliated Hosp 2, Dept Orthopaed, Harbin, Heilongjiang, Peoples R China
[4] Harbin Med Coll, Dept Bioinformat, Harbin, Heilongjiang, Peoples R China
关键词
tissue engineering; informatics; database; artificial intelligence; machine learning;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Objective: To facilitate tissue engineering strategies determination with information tools. Methods: Firstly, tissue engineering experimental data were standardized and integrated into a centralized database; secondly, we used data mining tools (e.g. artificial neural networks and decision trees) to predict the outcomes of tissue engineering strategies; thirdly, a strategy design algorithm was developed, and its efficacy was validated with animal experiments; lastly, we constructed an online database and a decision support system for tissue engineering. Results: The artificial neural networks and the decision trees respectively predicted accuracy of 95.14% and 85.26%. Following the strategies generated by computer, we cured 18 of the 20 experimental animals with a significantly lower cost than usual. Conclusion: Informatics is beneficial for realizing safe, effective and economical tissue engineering.
引用
收藏
页码:38 / 43
页数:6
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