Big Data in Cardiology: State-of-Art and Future Prospects

被引:12
|
作者
Dai, Haijiang [1 ,2 ]
Younis, Arwa [3 ]
Kong, Jude Dzevela [2 ]
Puce, Luca [4 ]
Jabbour, Georges [5 ]
Yuan, Hong [1 ]
Bragazzi, Nicola Luigi [2 ,4 ,6 ,7 ]
机构
[1] Cent South Univ, Xiangya Hosp 3, Dept Cardiol, Changsha, Peoples R China
[2] York Univ, Dept Math & Stat, Lab Ind & Appl Math LIAM, Toronto, ON, Canada
[3] Univ Rochester, Clin Cardiovasc Res Ctr, Med Ctr, Rochester, NY USA
[4] Univ Genoa, Dept Neurosci Rehabil Ophthalmol Genet Maternal &, Genoa, Italy
[5] Qatar Univ, Coll Educ, Phys Educ Dept, Doha, Qatar
[6] Univ Genoa, Postgrad Sch Publ Hlth, Dept Hlth Sci, Genoa, Italy
[7] Univ Leeds, Chapel Allerton Hosp, Leeds Inst Mol Med, NIHR Leeds Musculoskeletal Biomed Res Unit,Sect Mu, Leeds, England
来源
关键词
Big Data; epidemiological registries; high-throughput technologies; wearable technologies; non-conventional data streams; cardiology; ARTIFICIAL-INTELLIGENCE; RISK-FACTORS; HYPERTROPHIC CARDIOMYOPATHY; CARDIOVASCULAR-DISEASES; QUALITY IMPROVEMENT; PRECISION MEDICINE; NATIONAL HEART; GLOBAL BURDEN; GO RED; HEALTH;
D O I
10.3389/fcvm.2022.844296
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Cardiological disorders contribute to a significant portion of the global burden of disease. Cardiology can benefit from Big Data, which are generated and released by different sources and channels, like epidemiological surveys, national registries, electronic clinical records, claims-based databases (epidemiological Big Data), wet-lab, and next-generation sequencing (molecular Big Data), smartphones, smartwatches, and other mobile devices, sensors and wearable technologies, imaging techniques (computational Big Data), non-conventional data streams such as social networks, and web queries (digital Big Data), among others. Big Data is increasingly having a more and more relevant role, being highly ubiquitous and pervasive in contemporary society and paving the way for new, unprecedented perspectives in biomedicine, including cardiology. Big Data can be a real paradigm shift that revolutionizes cardiological practice and clinical research. However, some methodological issues should be properly addressed (like recording and association biases) and some ethical issues should be considered (such as privacy). Therefore, further research in the field is warranted.
引用
收藏
页数:13
相关论文
共 50 条
  • [31] History, Present State-of-Art and Future of Incremental ADCs
    Chen, Chia-Hung
    Zhang, Yi
    Temes, Gabor C.
    2016 46TH EUROPEAN SOLID-STATE DEVICE RESEARCH CONFERENCE (ESSDERC), 2016, : 75 - 78
  • [32] The state-of-art and future trends in testing embedded memories
    Hamdioui, S
    Gaydadjiev, G
    de Goor, AJV
    RECORDS OF THE 2004 IEEE INTERNATIONAL WORKSHOP ON MEMORY TECHNOLOGY, DESIGN AND TESTING, 2004, : 54 - 59
  • [33] Preparedness: the state of the art and future prospects
    Hemond, Yannick
    Robert, Benoit
    DISASTER PREVENTION AND MANAGEMENT, 2012, 21 (04) : 404 - 417
  • [34] Protecting Sensitive Data in the Information Age: State of the Art and Future Prospects
    Stach, Christoph
    Gritti, Clementine
    Braecker, Julia
    Behringer, Michael
    Mitschang, Bernhard
    FUTURE INTERNET, 2022, 14 (11):
  • [35] Stanene: State of the Art and Future Prospects
    Sanju Rani
    K. Suganthi
    Somnath C. Roy
    Journal of Electronic Materials, 2023, 52 : 3563 - 3575
  • [36] Stanene: State of the Art and Future Prospects
    Rani, Sanju
    Suganthi, K.
    Roy, Somnath C.
    JOURNAL OF ELECTRONIC MATERIALS, 2023, 52 (06) : 3563 - 3575
  • [37] Challenges, prospects and potential future orientation of hydrogen aviation and the airport hydrogen supply network: A state-of-art review
    Degirmenci, Hursit
    Uludag, Alper
    Ekici, Selcuk
    Karakoc, T. Hikmet
    PROGRESS IN AEROSPACE SCIENCES, 2023, 141
  • [38] Neurodegenerative disorders management: state-of-art and prospects of nano-biotechnology
    Kumar, Raj
    Aadil, Keshaw Ram
    Mondal, Kunal
    Mishra, Yogendra Kumar
    Oupicky, David
    Ramakrishna, Seeram
    Kaushik, Ajeet
    CRITICAL REVIEWS IN BIOTECHNOLOGY, 2022, 42 (08) : 1180 - 1212
  • [39] STATE-OF-ART SOUND-SYSTEM FOR A STATE-OF-ART PERFORMING ARENA
    DICKENSHEETS, K
    JOURNAL OF THE AUDIO ENGINEERING SOCIETY, 1978, 26 (7-8): : 573 - 573
  • [40] Big data in education: a state of the art, limitations, and future research directions
    Baig, Maria Ijaz
    Shuib, Liyana
    Yadegaridehkordi, Elaheh
    INTERNATIONAL JOURNAL OF EDUCATIONAL TECHNOLOGY IN HIGHER EDUCATION, 2020, 17 (01)