Challenges and opportunities of big data in health care: A systematic review

JMIR Medical Informatics

Volumn 4, Issue 4, 2016, Pages

  Kruse, Clemens Scott ^a   Goswamy, Rishi ^a   Raval, Yesha ^a   Marawi, Sarah ^a  

^a TEXAS STATE UNIVERSITY   (United States)

Author keywords

Analytics; Big data; Electronic medical record; Health care; Human genome

Indexed keywords

EID: 85102429043     PISSN: None     EISSN: 22919694     Source Type: Journal    
DOI: 10.2196/medinform.5359     Document Type: Review

References (37)

1. PRISMA. Welcome to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) website! 2009. URL:http://www.prisma-statement.org/[accessed 2015-07-30] [WebCite Cache ID 6aPmhFUMM]
2. McAfee A, Brynjolfsson E. Big data: The management revolution. Harv Bus Rev 2012 Oct; 90(10):60-6, 68, 128. [Medline: 23074865]
3. Heudecker N. Hype Cycle for Big Data. Gartner. 2013 Jul 31. URL:https://www.gartner.com/doc/2574616/hype-cycle-big-data- [accessed 2016-11-08] [WebCite Cache ID 6lsI6Sxxr]
4. Kayyali B, Knott D, Van Kuiken S. The big-data revolution in US health care: Accelerating value and innovation. McKinsey & Company. 2013 Apr. URL:https://digitalstrategy.nl/wp-content/uploads/E2-2013. 04-The-big-data-revolution-in-US-health-care-Accelerating-value-and-innovation.pdf [accessed 2016-11-11] [WebCite Cache ID 6lvquouez]
5. Chawla NV, Davis DA. Bringing big data to personalized healthcare: A patient-centered framework. J Gen Intern Med 2013 Sep; 28(Suppl 3):S660-S665 [FREE Full text] [doi: 10.1007/s11606-013-2455-8] [Medline: 23797912]
6. US Department of Health and Human Services. Genomics Data Sharing. 2014. URL:https://gds.nih.gov/17summary_dbGaP_statistics.html[WebCite Cache ID 6m62Idais]
7. Feldman B, Martin E, Skotnes T. Big data in healthcare hype and hope. GHDonline. 2012 Oct. URL:https://www. ghdonline.org/uploads/big-data-in-healthcare_B_Kaplan_2012.pdf [accessed 2016-11-09] [WebCite Cache ID 6lt9sqaYc]
8. Hillestad R, Bigelow J, Bower A, Girosi F, Meili R, Scoville R, et al. Can electronic medical record systems transform health care? Potential health benefits, savings, and costs. Health Aff (Millwood) 2005; 24(5):1103-1117 [FREE Full text] [doi: 10.1377/hlthaff.24.5.1103] [Medline: 16162551]
9. US Department of Health and Human Services. 28. Medicare and Medicaid Programs; Electronic Health Record Incentive Program. US Government Printing Office. Federal Register. 2010 Jul 28. URL:https://www.federalregister.gov/documents/2010/07/28/2010-17207/medicare-and-medicaid-programs-electronic-health-record-incentive-program [accessed 2016-11-09] [WebCite Cache ID 6ltJ4cdh3]
10. US Department of Health and Human Services. State Health Information Exchange Cooperative Agreement Program. US Printing Office. HealthIT. 2011. URL:https://www.healthit.gov/policy-researchers-implementers/state-health-information-exchange [accessed 2016-11-09] [WebCite Cache ID 6ltJbJxRk]
11. Murdoch TB, Detsky AS. The inevitable application of big data to health care. JAMA 2013 Apr 3; 309(13):1351-1352. [doi: 10.1001/jama.2013.393] [Medline: 23549579]
12. Jee K, Kim GH. Potentiality of big data in the medical sector: Focus on how to reshape the healthcare system. Healthc Inform Res 2013 Jun; 19(2):79-85 [FREE Full text] [doi: 10.4258/hir.2013.19.2.79] [Medline: 23882412]
13. Raghupathi W, Raghupathi V. Big data analytics in healthcare: Promise and potential. Health Inf Sci Syst 2014; 2:3 [FREE Full text] [doi: 10.1186/2047-2501-2-3] [Medline: 25825667]
14. Song TM, Song J, An JY, Hayman LL, Woo JM. Psychological and social factors affecting Internet searches on suicide in Korea: A big data analysis of Google search trends. Yonsei Med J 2014 Jan; 55(1):254-263 [FREE Full text] [doi: 10.3349/ymj.2014.55.1.254] [Medline: 24339315]
15. Fernandes L, O'Connor M, Weaver V. Big data, bigger outcomes: Healthcare is embracing the big data movement, hoping to revolutionize HIM by distilling vast collection of data for specific analysis. J AHIMA 2012 Oct; 83(10):38-43; quiz 44. [Medline: 23061351]
16. Kim T, Park K, Yi S. A Big Data Framework for u-Healthcare Systems Utilizing Vital Signs. Presented at: Computer, Consumer and Control (IS3C), 2014 International Symposium; 10-12 June, 2014; Taichung, Taiwan. IEEE; 2014 Jun 30. [doi: 10.1109/IS3C.2014.135]
17. Augustine D. Leveraging big data analytics and Hadoop in developing India's healthcare service. Int J Comput Applications 2014 Mar; 89(16):44-50 [FREE Full text]
18. Jiang P, Winkley J, Zhao C, Munnoch R, Min G, Yang LT. An intelligent information forwarder for healthcare big data systems with distributed wearable sensors. IEEE Systems Journal 2016 Sep; 10(3):1147-1159. [doi: 10.1109/JSYST.2014.2308324]
19. Hrovat G, Stiglic G, Kokol P, Ojsteršek M. Contrasting temporal trend discovery for large healthcare databases. Comput Methods Programs Biomed 2014; 113(1):251-257. [doi: 10.1016/j.cmpb.2013.09.005] [Medline: 24120407]
20. Baro E, Degoul S, Beuscart R, Chazard E. Toward a literature-driven definition of big data in healthcare. Biomed Res Int 2015; 2015:639021 [FREE Full text] [doi: 10.1155/2015/639021] [Medline: 26137488]
21. Naqishbandi T, Imthyaz Sheriff C, Qazi S. Big data, CEP and IoT: Redefining holistic healthcare information systems and analytics. Int J Eng Res and Technol 2015; 4(1):1-6 [FREE Full text]
22. Hsieh JC, Li AH, Yang CC. Mobile, cloud, and big data computing: Contributions, challenges, and new directions in telecardiology. Int J Environ Res Public Health 2013 Nov 13; 10(11):6131-6153 [FREE Full text] [doi: 10.3390/ijerph10116131] [Medline: 24232290]
23. Sepulveda MJ. From worker health to citizen health: Moving upstream. J Occup Environ Med 2013 Dec; 55(12 Suppl):S52-S57 [FREE Full text] [doi: 10.1097/JOM.0000000000000033] [Medline: 24284749]
24. Baker TB, Gustafson DH, Shah D. How can research keep up with eHealth? Ten strategies for increasing the timeliness and usefulness of eHealth research. J Med Internet Res 2014; 16(2):e36 [FREE Full text] [doi: 10.2196/jmir.2925] [Medline: 24554442]
25. Mohr DC, Burns MN, Schueller SM, Clarke G, Klinkman M. Behavioral intervention technologies: Evidence review and recommendations for future research in mental health. Gen Hosp Psychiatry 2013; 35(4):332-338 [FREE Full text] [doi: 10.1016/j.genhosppsych.2013.03.008] [Medline: 23664503]
26. Mancini M. Exploiting big data for improving healthcare services. J e-Learning Knowledge Soc 2014; 10(2):1-11 [FREE Full text]
27. Youssef AE. A framework for secure healthcare systems based on big data analytics in mobile cloud computing environments. Int J Ambient Syst Appl 2014; 2(2):1-11. [doi: 10.5121/ijasa.2014.2201]
28. Schilsky RL, Michels DL, Kearbey AH, Yu PP, Hudis CA. Building a rapid learning health care system for oncology: The regulatory framework of CancerLinQ. J Clin Oncol 2014 Aug 1; 32(22):2373-2379 [FREE Full text] [doi: 10.1200/JCO.2014.56.2124] [Medline: 24912897]
29. Moore P, Thomas A, Tadros G, Xhafa F, Barolli L. Detection of the onset of agitation in patients with dementia: Real-time monitoring and the application of big-data solutions. IJSSC 2013; 3(3):136-154. [doi: 10.1504/IJSSC.2013.056405]
30. Wang P, Chen Z. Traditional Chinese medicine ZHENG and OMICS convergence: A systems approach to post-genomics medicine in a global world. OMICS 2013 Sep; 17(9):451-459. [doi: 10.1089/omi.2012.0057] [Medline: 23837436]
31. Lamarche-Vadel A, Pavillon G, Aouba A, Johansson LA, Meyer L, Jougla E, et al. Automated comparison of last hospital main diagnosis and underlying cause of death ICD10 codes, France, 2008-2009. BMC Med Inform Decis Mak 2014; 14:44 [FREE Full text] [doi: 10.1186/1472-6947-14-44] [Medline: 24898538]
32. Howren MB, Vander Weg MW, Wolinsky FD. Computerized cognitive training interventions to improve neuropsychological outcomes: Evidence and future directions. J Comp Eff Res 2014 Mar; 3(2):145-154. [doi: 10.2217/cer.14.6] [Medline: 24645688]
33. Wlodarczyk TW, Hacker TJ. Current trends in predictive analytics of big data. Int J Big Data Intel 2014; 1(3):172-122. [doi: 10.1504/IJBDI.2014.066326]
34. Sengupta PP. Intelligent platforms for disease assessment: novel approaches in functional echocardiography. JACC Cardiovasc Imaging 2013 Nov; 6(11):1206-1211 [FREE Full text] [doi: 10.1016/j.jcmg.2013.09.003] [Medline: 24229773]
35. Issa NT, Byers SW, Dakshanamurthy S. Big data: The next frontier for innovation in therapeutics and healthcare. Expert Rev Clin Pharmacol 2014 May; 7(3):293-298 [FREE Full text] [doi: 10.1586/17512433.2014.905201] [Medline: 24702684]
36. Beveridge R, Fox J, Higgins SA, Kohn M, Mahoney JJ, Newcomer LN, et al. Roundtable-the changing oncology landscape: Evolution or revolution? J Natl Compr Canc Netw 2013 May; 11(5 Suppl):636-638. [Medline: 23704232]
37. Kaushik K, Kapoor D, Varadharajan V, Nallusamy R. Disease management: Clustering-based disease prediction. Int J Collaborative Enterprise 2014; 4(1-2):69-82. [doi: 10.1504/IJCENT.2014.065047]