Infectious Disease Research in the Era of Big Data

被引:4
|
作者
Kasson, Peter M. [1 ,2 ,3 ]
机构
[1] Univ Virginia, Dept Biomed Engn, Charlottesville, VA 22908 USA
[2] Univ Virginia, Dept Mol Physiol, Charlottesville, VA 22908 USA
[3] Uppsala Univ, Dept Cell & Mol Biol, Sci Life Lab, S-75237 Uppsala, Sweden
关键词
big data; infectious disease; personalized medicine; transmission modeling; REAL-TIME; SYNDROMIC SURVEILLANCE; VIRUS TRANSMISSION; HOST FACTORS; INFLUENZA; RESISTANCE; SPREAD; GENES; SUSCEPTIBILITY; DISCOVERY;
D O I
10.1146/annurev-biodatasci-121219-025722
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Infectious disease research spans scales from the molecular to the global-from specific mechanisms of pathogen drug resistance, virulence, and replication to themovement of people, animals, and pathogens around the world. All of these research areas have been impacted by the recent growth of large-scale data sources and data analytics. Some of these advances rely on data or analytic methods that are common to most biomedical data science, while others leverage the unique nature of infectious disease, namely its communicability. This review outlines major research progress in the past few years and highlights some remaining opportunities, focusing on data or methodological approaches particular to infectious disease.
引用
收藏
页码:43 / 59
页数:17
相关论文
共 50 条
  • [31] Modeling and Dynamics of Infectious Disease: Big Data Analytics
    Mohapatra, Chinmayee
    Pandey, Manjusha
    Rautray, Siddharth Swarup
    2017 INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATION AND INFORMATICS (ICCCI), 2017,
  • [32] Big Data Opportunities for Global Infectious Disease Surveillance
    Hay, Simon I.
    George, Dylan B.
    Moyes, Catherine L.
    Brownstein, John S.
    PLOS MEDICINE, 2013, 10 (04)
  • [33] Archetypes of Data Analytics Providers in the Big Data Era Completed Research
    Dremel, Christian
    Stoeckli, Emanuel
    Wulf, Jochen
    Herrmann, Andre
    AMCIS 2018 PROCEEDINGS, 2018,
  • [34] Research on Data Mining Security under the Background of Big Data Era
    Zhang, Kaiping
    PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE ON MANAGEMENT AND COMPUTER SCIENCE (ICMCS 2018), 2018, 77 : 236 - 239
  • [35] Research on the computer data processing modes under the big data era
    Li, Ningning (liningning96@126.com), 1600, Associacao Iberica de Sistemas e Tecnologias de Informacao (2016):
  • [36] Eyes as the windows into cardiovascular disease in the era of big data
    Chan, Yarn
    Cheng, Ching-Yu
    Sabanayagam, Charumathi
    TAIWAN JOURNAL OF OPHTHALMOLOGY, 2023, 13 (02) : 151 - 167
  • [37] Special Issue: Papers from the Workshop on Infectious Diseases Research: Quantitative Methods and Models in the Era of Big Data Preface
    Gezmu, Misrak
    Qin, Jing
    STATISTICS IN MEDICINE, 2018, 37 (02) : 179 - 180
  • [38] Research on Computer Information Processing Technology in the Era of Big Data
    Jiao, Keying
    Wang, Shiheng
    INTERNATIONAL CONFERENCE ON ELECTRONIC INFORMATION TECHNOLOGY AND INTELLECTUALIZATION (ICEITI 2016), 2016, : 441 - 444
  • [39] Toward a Posthumanist Ethics of Qualitative Research in a Big Data Era
    Mauthner, Natasha S.
    AMERICAN BEHAVIORAL SCIENTIST, 2019, 63 (06) : 669 - 698
  • [40] Research on the Information Visualization of Advertising Design in the Era of Big Data
    Peng, Yali
    BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2020, 127 : 190 - 190