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Big Data: Astronomical or Genomical?

PLoS Biology · 2015 · Vol. 13(7) · pp. e1002195–e1002195
Zachary StephensSkylar Y. LeeFaraz FaghriRoy H. CampbellChengXiang ZhaiMiles EfronRavishankar K. IyerMichael C. SchatzSaurabh SinhaGene E. Robinson

Abstract

Genomics is a Big Data science and is going to get much bigger, very soon, but it is not known whether the needs of genomics will exceed other Big Data domains. Projecting to the year 2025, we compared genomics with three other major generators of Big Data: astronomy, YouTube, and Twitter. Our estimates show that genomics is a "four-headed beast"--it is either on par with or the most demanding of the domains analyzed here in terms of data acquisition, storage, distribution, and analysis. We discuss aspects of new technologies that will need to be developed to rise up and meet the computational challenges that genomics poses for the near future. Now is the time for concerted, community-wide planning for the "genomical" challenges of the next decade.

Genetics, Bioinformatics, and Biomedical ResearchGenetic Associations and EpidemiologyGenomics and Phylogenetic StudiesBig dataGenomicsData scienceBiologyComputational genomicsComputer scienceGenomeData miningGenetics

MeSH terms

AstronomyStatistics as TopicInformation Storage and RetrievalGenomicsSocial Media

Funding

  • National Science Foundation
  • National Institutes of Health
  • National Institute of General Medical Sciences
Citations
1,384
FWCI
65.38
field-weighted impact
References
37
Percentile
100%
vs. same field & year
Citations per year
References
How Many Species Are There on Earth and in the Ocean?
PLoS Biology · 2011 · 2,949 citations
Versatile and open software for comparing large genomes
Genome biology · 2004 · 5,792 citations
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