医学大数据研究进展及应用前景

被引:31
作者
弓孟春 [1 ]
陆亮 [2 ]
机构
[1] InterSystems公司
[2] 西安交通大学第一附属医院网络信息中心
关键词
医学大数据; 基因组学; 临床决策支持; 机器学习; 精准医学;
D O I
暂无
中图分类号
R-05 [医学与其他学科的关系];
学科分类号
100117 [系统生物医学];
摘要
医学大数据具有数据量庞大、结构复杂、分析难度大等特点,包括临床数据、多种组学数据、环境暴露、日常生活习惯、地理位置信息、社交媒体及其他多种与个体健康和疾病状态相关的数据维度。医学大数据的重要应用方向包括群体层面的疾病预防及诊疗体系的评价、特定疾病的机制阐释,逐步完善精准医学知识体系、构建具有自主学习能力的临床决策支持系统等。
引用
收藏
页码:9 / 15
页数:7
相关论文
共 11 条
[1]
Are We Doing Too Many Inpatient Echocardiograms?.[J].Christine L. Jellis;Brian P. Griffin.Journal of the American College of Cardiology.2016, 5
[2]
U.S. Hospital Use of Echocardiography.[J].Alexander Papolos;Jagat Narula;Chirag Bavishi;Farooq A. Chaudhry;Partho P. Sengupta.Journal of the American College of Cardiology.2016, 5
[3]
Precision medicine in the age of big data: The present and future role of large-scale unbiased sequencing in drug discovery and development [J].
Vicini, P. ;
Fields, O. ;
Lai, E. ;
Litwack, E. D. ;
Martin, A-M ;
Morgan, T. M. ;
Pacanowski, M. A. ;
Papaluca, M. ;
Perez, O. D. ;
Ringel, M. S. ;
Robson, M. ;
Sakul, H. ;
Vockley, J. ;
Zaks, T. ;
Dolsten, M. ;
Sogaard, M. .
CLINICAL PHARMACOLOGY & THERAPEUTICS, 2016, 99 (02) :198-207
[4]
Big data analytics and machine learning: 2015 and beyond [J].
Passos, Ives Cavalcante ;
Mwangi, Benson ;
Kapczinski, Flavio .
LANCET PSYCHIATRY, 2016, 3 (01) :13-15
[5]
SOCR data dashboard: an integrated big data archive mashing medicare, labor, census and econometric information [J].
Husain S.S. ;
Kalinin A. ;
Truong A. ;
Dinov I.D. .
Journal of Big Data, 2015, 2 (01)
[6]
Toward a Literature-Driven Definition of Big Data in Healthcare.[J].Emilie Baro;Samuel Degoul;Régis Beuscart;Emmanuel Chazard;Shahram Shirani.BioMed Research International.2015,
[7]
Role of big data in the early detection of Ebola and other emerging infectious diseases [J].
Milinovich, Gabriel J. ;
Magalhaes, Ricardo J. Soares ;
Hu, Wenbiao .
LANCET GLOBAL HEALTH, 2015, 3 (01) :E20-E21
[8]
Digital surveillance for enhanced detection and response to outbreaks [J].
Anema, Aranka ;
Kluberg, Sheryl ;
Wilson, Kumanan ;
Hogg, Robert S. ;
Khan, Kamran ;
Hay, Simon I. ;
Tatem, Andrew J. ;
Brownstein, John S. .
LANCET INFECTIOUS DISEASES, 2014, 14 (11) :1035-1037
[9]
Risk model for right hemicolectomy based on 19,070 Japanese patients in the National Clinical Database [J].
Kobayashi, Hirotoshi ;
Miyata, Hiroaki ;
Gotoh, Mitsukazu ;
Baba, Hideo ;
Kimura, Wataru ;
Kitagawa, Yuko ;
Nakagoe, Tohru ;
Shimada, Mitsuo ;
Tomita, Naohiro ;
Sugihara, Kenichi ;
Mori, Masaki .
JOURNAL OF GASTROENTEROLOGY, 2014, 49 (06) :1047-1055
[10]
Internet-based surveillance systems for monitoring emerging infectious diseases [J].
Milinovich, Gabriel J. ;
Williams, Gail M. ;
Clements, Archie C. A. ;
Hu, Wenbiao .
LANCET INFECTIOUS DISEASES, 2014, 14 (02) :160-168