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Reverse-engineering of gene networks for regulating early blood development from single-cell measurements

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成果类型:
期刊论文、会议论文
作者:
Wei, Jiangyong;Hu, Xiaohua;Zou, Xiufen;Tian, Tianhai*
通讯作者:
Tian, Tianhai
作者机构:
[Wei, Jiangyong] Zhongnan Univ Econ & Law, Sch Stat & Math, Wuhan 430073, Hubei, Peoples R China.
[Hu, Xiaohua] Cent China Normal Univ, Sch Comp, Wuhan 430079, Hubei, Peoples R China.
[Zou, Xiufen] Wuhan Univ, Sch Math & Stat, Wuhan 430072, Hubei, Peoples R China.
[Tian, Tianhai] Monash Univ, Sch Math Sci, Melbourne, Vic 3800, Australia.
通讯机构:
[Tian, Tianhai] M
Monash Univ, Sch Math Sci, Melbourne, Vic 3800, Australia.
语种:
英文
关键词:
Genetic regulatory network;Blood stem cell;Single-cell experiment;Graphic model;Dynamic model
期刊:
BMC Medical Genomics
ISSN:
1755-8794
年:
2017
卷:
10
期:
5
页码:
31-43
会议名称:
IEEE International Conference on Bioinformatics and Biomedicine (BIBM) - Medical Genomics
会议时间:
DEC 15-18, 2016
会议地点:
Shenzhen, PEOPLES R CHINA
会议主办单位:
[Wei, Jiangyong] Zhongnan Univ Econ & Law, Sch Stat & Math, Wuhan 430073, Hubei, Peoples R China.^[Hu, Xiaohua] Cent China Normal Univ, Sch Comp, Wuhan 430079, Hubei, Peoples R China.^[Zou, Xiufen] Wuhan Univ, Sch Math & Stat, Wuhan 430072, Hubei, Peoples R China.^[Tian, Tianhai] Monash Univ, Sch Math Sci, Melbourne, Vic 3800, Australia.
会议赞助商:
IEEE
出版地:
CAMPUS, 4 CRINAN ST, LONDON N1 9XW, ENGLAND
出版者:
BMC
基金类别:
T.T. is supported by the Australian Research Council (ARC) Discovery Projects (DP120104460) which supports the publication cost of this paper.
机构署名:
本校为其他机构
院系归属:
计算机学院
摘要:
Background: Recent advances in omics technologies have raised great opportunities to study large-scale regulatory networks inside the cell. In addition, single-cell experiments have measured the gene and protein activities in a large number of cells under the same experimental conditions. However, a significant challenge in computational biology and bioinformatics is how to derive quantitative information from the single-cell observations and how to develop sophisticated mathematical models to describe the dynamic properties of regulatory netwo...

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