Big Data access and infrastructure for modern biology: case studies in data repository utility

Big Data is no longer solely the purview of big organizations with big resources. Today's routine tools and experimental methods can generate large slices of data. For example, high‐throughput sequencing can quickly interrogate biological systems for the expression levels of thousands of differ...

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Published inAnnals of the New York Academy of Sciences Vol. 1387; no. 1; pp. 112 - 123
Main Authors Boles, Nathan C., Stone, Tyler, Bergeron, Charles, Kiehl, Thomas R.
Format Journal Article
LanguageEnglish
Published United States Wiley Subscription Services, Inc 01.01.2017
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Abstract Big Data is no longer solely the purview of big organizations with big resources. Today's routine tools and experimental methods can generate large slices of data. For example, high‐throughput sequencing can quickly interrogate biological systems for the expression levels of thousands of different RNAs, examine epigenetic marks throughout the genome, and detect differences in the genomes of individuals. Multichannel electrophysiology platforms produce gigabytes of data in just a few minutes of recording. Imaging systems generate videos capturing biological behaviors over the course of days. Thus, any researcher now has access to a veritable wealth of data. However, the ability of any given researcher to utilize that data is limited by her/his own resources and skills for downloading, storing, and analyzing the data. In this paper, we examine the necessary resources required to engage Big Data, survey the state of modern data analysis pipelines, present a few data repository case studies, and touch on current institutions and programs supporting the work that relies on Big Data.
AbstractList Big Data is no longer solely the purview of big organizations with big resources. Today's routine tools and experimental methods can generate large slices of data. For example, high-throughput sequencing can quickly interrogate biological systems for the expression levels of thousands of different RNAs, examine epigenetic marks throughout the genome, and detect differences in the genomes of individuals. Multichannel electrophysiology platforms produce gigabytes of data in just a few minutes of recording. Imaging systems generate videos capturing biological behaviors over the course of days. Thus, any researcher now has access to a veritable wealth of data. However, the ability of any given researcher to utilize that data is limited by her/his own resources and skills for downloading, storing, and analyzing the data. In this paper, we examine the necessary resources required to engage Big Data, survey the state of modern data analysis pipelines, present a few data repository case studies, and touch on current institutions and programs supporting the work that relies on Big Data.
Author Bergeron, Charles
Kiehl, Thomas R.
Boles, Nathan C.
Stone, Tyler
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10.1186/1471-2202-7-11
10.1007/s12021-012-9151-4
10.1007/s12021-009-9048-z
10.1038/nmeth.3252
10.1186/gb-2004-5-10-r80
10.1371/journal.pone.0140829
10.1371/journal.pone.0107400
10.1093/bioinformatics/btt199
10.1377/hlthaff.2014.0038
10.1186/1471-2202-10-93
10.1093/nar/gks1050
10.1186/gb4161
10.1186/1471-2202-14-38
10.1016/j.neuro.2010.04.001
10.1007/978-3-642-23740-9_1
10.1101/gr.4086505
10.1093/nar/gkv1275
10.3389/fnins.2014.00423
10.1007/s00216-010-3968-1
10.1097/PHH.0000000000000127
10.1007/s12021-008-9009-y
10.1093/nar/gkq1184
10.1371/journal.pone.0083899
10.1093/bioinformatics/btt637
10.1186/1471-2202-14-22
10.1038/ng.2764
10.1371/journal.pone.0003355
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Issue 1
Keywords Big Data
data analysis
electrophysiology
cloud computing
gene expression
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References 2015; 12
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e_1_2_10_10_1
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Tsai D. (e_1_2_10_15_1) 2015; 2015
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References_xml – volume: 10
  start-page: 331
  year: 2012
  end-page: 339
  article-title: Sharing heterogeneous data: the National Database for Autism Research
  publication-title: Neuroinformatics
– volume: 41
  start-page: D530
  year: 2013
  end-page: D535
  article-title: Gene ontology annotations and resources
  publication-title: Nucleic Acids Res
– volume: 45
  start-page: 1113
  year: 2013
  end-page: 1120
  article-title: The Cancer Genome Atlas Pan‐Cancer analysis project
  publication-title: Nat. Genet.
– volume: 21
  start-page: E1
  year: 2015
  end-page: E7
  article-title: Opening health data: what do researchers want? Early experiences with New York's open health data platform
  publication-title: J. Public Health Manag. Pract.
– volume: 8
  start-page: 83
  year: 2013
  end-page: 94
  article-title: Multi‐electrode array technologies for neuroscience and cardiology
  publication-title: Nat. Nanotechnol.
– volume: 2015
  start-page: 7510
  year: 2015
  end-page: 7513
  article-title: High‐channel‐count, high‐density microelectrode array for closed‐loop investigation of neuronal networks
  publication-title: Conf. Proc. IEEE Eng. Med. Biol. Soc.
– volume: 30
  start-page: 1003
  year: 2014
  end-page: 1005
  article-title: Track data hubs enable visualization of user‐defined genome‐wide annotations on the UCSC Genome Browser
  publication-title: Bioinformatics
– volume: 10
  start-page: e0140829
  year: 2015
  article-title: Genomics virtual laboratory: a practical bioinformatics workbench for the cloud
  publication-title: PLoS One
– volume: 12
  start-page: 115
  year: 2015
  end-page: 121
  article-title: Orchestrating high‐throughput genomic analysis with bioconductor
  publication-title: Nat. Methods
– volume: 5
  start-page: R80
  year: 2004
  article-title: Bioconductor: open software development for computational biology and bioinformatics
  publication-title: Genome Biol
– volume: 8
  start-page: 423
  year: 2015
  article-title: Revealing neuronal function through microelectrode array recordings
  publication-title: Front. Neurosci.
– volume: 44
  start-page: D717
  year: 2016
  end-page: D725
  article-title: The UCSC Genome Browser database: 2016 update
  publication-title: Nucleic Acids Res
– volume: 7
  start-page: 11
  year: 2006
  article-title: An extremely rich repertoire of bursting patterns during the development of cortical cultures
  publication-title: BMC Neurosci
– volume: 33
  start-page: 1187
  year: 2014
  end-page: 1194
  article-title: Optum labs: building a novel node in the learning health care system
  publication-title: Health Aff. (Millwood)
– volume: 9
  start-page: e107400
  year: 2014
  article-title: Emergence of bursting activity in connected neuronal sub‐populations
  publication-title: PLoS One
– volume: 7
  start-page: 93
  year: 2009
  end-page: 111
  article-title: Database analysis of simulated and recorded electrophysiological datasets with PANDORA's toolbox
  publication-title: Neuroinformatics
– volume: 14
  start-page: 38
  year: 2013
  article-title: Endogenous cholinergic tone modulates spontaneous network level neuronal activity in primary cortical cultures grown on multi‐electrode arrays
  publication-title: BMC Neurosci
– start-page: 1
  year: 2011
  end-page: 14
– volume: 31
  start-page: 331
  year: 2010
  end-page: 350
  article-title: Microelectrode arrays: a physiologically based neurotoxicity testing platform for the 21st century
  publication-title: Neurotoxicology
– volume: 15
  start-page: 403
  year: 2014
  article-title: Dissemination of scientific software with Galaxy ToolShed
  publication-title: Genome Biol
– volume: 6
  start-page: 47
  year: 2008
  end-page: 55
  article-title: Data sharing for computational neuroscience
  publication-title: Neuroinformatics
– volume: 3
  start-page: e3355
  year: 2008
  article-title: Causal measures of structure and plasticity in simulated and living neural networks
  publication-title: PLoS One
– volume: 29
  start-page: 1685
  year: 2013
  end-page: 1686
  article-title: BioBlend: automating pipeline analyses within Galaxy and CloudMan
  publication-title: Bioinformatics
– volume: 399
  start-page: 2313
  year: 2010
  end-page: 2329
  article-title: The potential of microelectrode arrays and microelectronics for biomedical research and diagnostics
  publication-title: Anal. Bioanal. Chem.
– volume: 14
  start-page: 1
  year: 2013
  end-page: 18
  article-title: Selective modulation of chemical and electrical synapses of helix neuronal networks during development
  publication-title: BMC Neurosci
– volume: 15
  start-page: 1451
  year: 2005
  end-page: 1455
  article-title: Galaxy: a platform for interactive large‐scale genome analysis
  publication-title: Genome Res
– volume: 10
  start-page: 93
  year: 2009
  article-title: Niche‐dependent development of functional neuronal networks from embryonic stem cell‐derived neural populations
  publication-title: BMC Neurosci
– volume: 39
  start-page: D1005
  year: 2011
  end-page: D1010
  article-title: NCBI GEO: archive for functional genomics data sets—10 years on
  publication-title: Nucleic Acids Res
– volume: 8
  start-page: e83899
  year: 2013
  article-title: The influence of neuronal density and maturation on network activity of hippocampal cell cultures: a methodological study
  publication-title: PLoS One
– ident: e_1_2_10_12_1
  doi: 10.1038/nnano.2012.265
– ident: e_1_2_10_16_1
  doi: 10.1186/1471-2202-7-11
– ident: e_1_2_10_25_1
  doi: 10.1007/s12021-012-9151-4
– ident: e_1_2_10_30_1
  doi: 10.1007/s12021-009-9048-z
– ident: e_1_2_10_4_1
  doi: 10.1038/nmeth.3252
– ident: e_1_2_10_3_1
  doi: 10.1186/gb-2004-5-10-r80
– ident: e_1_2_10_19_1
  doi: 10.1371/journal.pone.0140829
– ident: e_1_2_10_6_1
  doi: 10.1371/journal.pone.0107400
– ident: e_1_2_10_21_1
  doi: 10.1093/bioinformatics/btt199
– ident: e_1_2_10_26_1
  doi: 10.1377/hlthaff.2014.0038
– ident: e_1_2_10_9_1
  doi: 10.1186/1471-2202-10-93
– ident: e_1_2_10_2_1
  doi: 10.1093/nar/gks1050
– ident: e_1_2_10_20_1
  doi: 10.1186/gb4161
– ident: e_1_2_10_8_1
  doi: 10.1186/1471-2202-14-38
– ident: e_1_2_10_10_1
  doi: 10.1016/j.neuro.2010.04.001
– ident: e_1_2_10_28_1
  doi: 10.1007/978-3-642-23740-9_1
– ident: e_1_2_10_5_1
  doi: 10.1101/gr.4086505
– ident: e_1_2_10_23_1
  doi: 10.1093/nar/gkv1275
– ident: e_1_2_10_13_1
  doi: 10.3389/fnins.2014.00423
– ident: e_1_2_10_14_1
  doi: 10.1007/s00216-010-3968-1
– ident: e_1_2_10_27_1
  doi: 10.1097/PHH.0000000000000127
– ident: e_1_2_10_29_1
  doi: 10.1007/s12021-008-9009-y
– ident: e_1_2_10_18_1
  doi: 10.1093/nar/gkq1184
– volume: 2015
  start-page: 7510
  year: 2015
  ident: e_1_2_10_15_1
  article-title: High‐channel‐count, high‐density microelectrode array for closed‐loop investigation of neuronal networks
  publication-title: Conf. Proc. IEEE Eng. Med. Biol. Soc.
  contributor:
    fullname: Tsai D.
– ident: e_1_2_10_17_1
  doi: 10.1371/journal.pone.0083899
– ident: e_1_2_10_24_1
  doi: 10.1093/bioinformatics/btt637
– ident: e_1_2_10_11_1
  doi: 10.1186/1471-2202-14-22
– ident: e_1_2_10_22_1
  doi: 10.1038/ng.2764
– ident: e_1_2_10_7_1
  doi: 10.1371/journal.pone.0003355
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SubjectTerms Access to Information
Animals
Big Data
Biomedical Research - methods
Biomedical Research - trends
Case studies
cloud computing
Cloud Computing - trends
Computer Communication Networks - instrumentation
Computer Communication Networks - trends
data analysis
Data Mining - methods
Data Mining - trends
Decision Making, Computer-Assisted
electrophysiology
gene expression
Genomics - methods
Genomics - trends
Humans
Image Processing, Computer-Assisted
Internet
Researchers
Software
Systems Biology - instrumentation
Systems Biology - methods
Systems Biology - trends
Title Big Data access and infrastructure for modern biology: case studies in data repository utility
URI https://onlinelibrary.wiley.com/doi/abs/10.1111%2Fnyas.13281
https://www.ncbi.nlm.nih.gov/pubmed/27801987
https://www.proquest.com/docview/1861700680
https://search.proquest.com/docview/1834999857
https://search.proquest.com/docview/1868301087
Volume 1387
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