Mind the Gap: Upgrading Genomes with Pacific Biosciences RS Long-Read Sequencing Technology
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{"title"=>"Mind the Gap: Upgrading Genomes with Pacific Biosciences RS Long-Read Sequencing Technology", "type"=>"journal", "authors"=>[{"first_name"=>"Adam C.", "last_name"=>"English", "scopus_author_id"=>"55497820900"}, {"first_name"=>"Stephen", "last_name"=>"Richards", "scopus_author_id"=>"7202128244"}, {"first_name"=>"Yi", "last_name"=>"Han", "scopus_author_id"=>"7404095823"}, {"first_name"=>"Min", "last_name"=>"Wang", "scopus_author_id"=>"36077223400"}, {"first_name"=>"Vanesa", "last_name"=>"Vee", "scopus_author_id"=>"55496642700"}, {"first_name"=>"Jiaxin", "last_name"=>"Qu", "scopus_author_id"=>"55293118000"}, {"first_name"=>"Xiang", "last_name"=>"Qin", "scopus_author_id"=>"57037659400"}, {"first_name"=>"Donna M.", "last_name"=>"Muzny", "scopus_author_id"=>"6603763638"}, {"first_name"=>"Jeffrey G.", "last_name"=>"Reid", "scopus_author_id"=>"15048598500"}, {"first_name"=>"Kim C.", "last_name"=>"Worley", "scopus_author_id"=>"7003921209"}, {"first_name"=>"Richard A.", "last_name"=>"Gibbs", "scopus_author_id"=>"7202068919"}], "year"=>2012, "source"=>"PLoS ONE", "identifiers"=>{"issn"=>"19326203", "isbn"=>"1932-6203 (Electronic)\\r1932-6203 (Linking)", "pui"=>"366113271", "sgr"=>"84869814079", "doi"=>"10.1371/journal.pone.0047768", "scopus"=>"2-s2.0-84869814079", "pmid"=>"23185243"}, "id"=>"7314c4f5-7998-38be-b120-f06de99fd708", "abstract"=>"Many genomes have been sequenced to high-quality draft status using Sanger capillary electrophoresis and/or newer short-read sequence data and whole genome assembly techniques. However, even the best draft genomes contain gaps and other imperfections due to limitations in the input data and the techniques used to build draft assemblies. Sequencing biases, repetitive genomic features, genomic polymorphism, and other complicating factors all come together to make some regions difficult or impossible to assemble. Traditionally, draft genomes were upgraded to \"phase 3 finished\" status using time-consuming and expensive Sanger-based manual finishing processes. For more facile assembly and automated finishing of draft genomes, we present here an automated approach to finishing using long-reads from the Pacific Biosciences RS (PacBio) platform. Our algorithm and associated software tool, PBJelly, (publicly available at https://sourceforge.net/projects/pb-jelly/) automates the finishing process using long sequence reads in a reference-guided assembly process. PBJelly also provides \"lift-over\" co-ordinate tables to easily port existing annotations to the upgraded assembly. Using PBJelly and long PacBio reads, we upgraded the draft genome sequences of a simulated Drosophila melanogaster, the version 2 draft Drosophila pseudoobscura, an assembly of the Assemblathon 2.0 budgerigar dataset, and a preliminary assembly of the Sooty mangabey. With 24× mapped coverage of PacBio long-reads, we addressed 99% of gaps and were able to close 69% and improve 12% of all gaps in D. pseudoobscura. With 4× mapped coverage of PacBio long-reads we saw reads address 63% of gaps in our budgerigar assembly, of which 32% were closed and 63% improved. With 6.8× mapped coverage of mangabey PacBio long-reads we addressed 97% of gaps and closed 66% of addressed gaps and improved 19%. The accuracy of gap closure was validated by comparison to Sanger sequencing on gaps from the original D. pseudoobscura draft assembly and shown to be dependent on initial reference quality.", "link"=>"http://www.mendeley.com/research/mind-gap-upgrading-genomes-pacific-biosciences-rs-longread-sequencing-technology", "reader_count"=>624, "reader_count_by_academic_status"=>{"Unspecified"=>15, "Professor > Associate Professor"=>34, "Student > Doctoral Student"=>22, "Researcher"=>144, "Student > Ph. D. Student"=>187, "Student > Postgraduate"=>29, "Student > Master"=>96, "Other"=>22, "Student > Bachelor"=>50, "Lecturer"=>4, "Lecturer > Senior Lecturer"=>1, "Professor"=>20}, "reader_count_by_user_role"=>{"Unspecified"=>15, "Professor > Associate Professor"=>34, "Student > Doctoral Student"=>22, "Researcher"=>144, "Student > Ph. D. Student"=>187, "Student > Postgraduate"=>29, "Student > Master"=>96, "Other"=>22, "Student > Bachelor"=>50, "Lecturer"=>4, "Lecturer > Senior Lecturer"=>1, "Professor"=>20}, "reader_count_by_subject_area"=>{"Unspecified"=>25, "Agricultural and Biological Sciences"=>418, "Business, Management and Accounting"=>1, "Chemistry"=>4, "Computer Science"=>57, "Engineering"=>7, "Environmental Science"=>4, "Biochemistry, Genetics and Molecular Biology"=>86, "Mathematics"=>4, "Medicine and Dentistry"=>10, "Design"=>1, "Neuroscience"=>2, "Pharmacology, Toxicology and Pharmaceutical Science"=>1, "Physics and Astronomy"=>1, "Immunology and Microbiology"=>2, "Linguistics"=>1}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>10}, "Physics and Astronomy"=>{"Physics and Astronomy"=>1}, "Mathematics"=>{"Mathematics"=>4}, "Unspecified"=>{"Unspecified"=>25}, "Environmental Science"=>{"Environmental Science"=>4}, "Pharmacology, Toxicology and Pharmaceutical Science"=>{"Pharmacology, Toxicology and Pharmaceutical Science"=>1}, "Design"=>{"Design"=>1}, "Engineering"=>{"Engineering"=>7}, "Chemistry"=>{"Chemistry"=>4}, "Neuroscience"=>{"Neuroscience"=>2}, "Immunology and Microbiology"=>{"Immunology and Microbiology"=>2}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>418}, "Computer Science"=>{"Computer Science"=>57}, "Business, Management and Accounting"=>{"Business, Management and Accounting"=>1}, "Linguistics"=>{"Linguistics"=>1}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>86}}, "reader_count_by_country"=>{"United States"=>24, "Portugal"=>1, "Russia"=>1, "Netherlands"=>5, "Sweden"=>2, "Austria"=>1, "South Korea"=>1, "Korea (South)"=>1, "China"=>1, "Brazil"=>2, "France"=>2, "Japan"=>4, "United Kingdom"=>9, "Switzerland"=>5, "Spain"=>1, "India"=>2, "New Zealand"=>1, "Canada"=>4, "Czech Republic"=>2, "Belgium"=>4, "Norway"=>1, "Taiwan"=>1, "Denmark"=>1, "Italy"=>1, "Mexico"=>2, "Australia"=>4, "Germany"=>8}, "group_count"=>24}

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Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/538107"], "description"=>"<p>Gap numbers and size distributions for representative high quality draft assemblies of highly studied species.</p>", "links"=>[], "tags"=>["numbers", "distributions", "assemblies", "studied"], "article_id"=>208589, "categories"=>["Information And Computing Sciences", "Biological Sciences", "Genetics"], "users"=>["Adam C. English", "Stephen Richards", "Yi Han", "Min Wang", "Vanesa Vee", "Jiaxin Qu", "Xiang Qin", "Donna M. Muzny", "Jeffrey G. Reid", "Kim C. Worley", "Richard A. Gibbs"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0047768.t001", "stats"=>{"downloads"=>4, "page_views"=>10, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Gap_numbers_and_size_distributions_for_representative_high_quality_draft_assemblies_of_highly_studied_species_/208589", "title"=>"Gap numbers and size distributions for representative high quality draft assemblies of highly studied species.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2013-02-19 19:51:47"}
  • {"files"=>["https://ndownloader.figshare.com/files/538000"], "description"=>"<p>Frequency plots of the absolute value of sequence placed into gaps subtracted from the predicted gap size in closed gaps versus overfilled gaps in (A) Dpse (B) Mund (C) Caty. Data for Dmel is not shown because synthetically inserted gaps' predicted gap sizes matched the amount of sequence that should have been placed into the gaps.</p>", "links"=>[], "tags"=>["placed", "gaps", "compared", "overfilled"], "article_id"=>208486, "categories"=>["Information And Computing Sciences", "Biological Sciences", "Genetics"], "users"=>["Adam C. English", "Stephen Richards", "Yi Han", "Min Wang", "Vanesa Vee", "Jiaxin Qu", "Xiang Qin", "Donna M. Muzny", "Jeffrey G. Reid", "Kim C. Worley", "Richard A. Gibbs"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0047768.g005", "stats"=>{"downloads"=>7, "page_views"=>11, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Distribution_of_amount_of_sequence_placed_in_closed_gaps_compared_to_overfilled_gaps_/208486", "title"=>"Distribution of amount of sequence placed in closed gaps compared to overfilled gaps.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 19:51:17"}
  • {"files"=>["https://ndownloader.figshare.com/files/537893"], "description"=>"<p><a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0047768#s2\" target=\"_blank\"><b>Results</b></a><b>.</b> Using Sanger sequencing of Dpse we validated 7 negative gap closures (A) and 45 closed gaps (B). We also compared PBJelly's gap closing sequence with the original Dmel reference (C).</p>", "links"=>[], "tags"=>["pbjelly"], "article_id"=>208387, "categories"=>["Information And Computing Sciences", "Biological Sciences", "Genetics"], "users"=>["Adam C. English", "Stephen Richards", "Yi Han", "Min Wang", "Vanesa Vee", "Jiaxin Qu", "Xiang Qin", "Donna M. Muzny", "Jeffrey G. Reid", "Kim C. Worley", "Richard A. Gibbs"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0047768.g004", "stats"=>{"downloads"=>1, "page_views"=>3, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Validation_of_PBJelly_/208387", "title"=>"Validation of PBJelly", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 19:50:46"}
  • {"files"=>["https://ndownloader.figshare.com/files/538138"], "description"=>"<p>Gap Fill Statistics for PBJelly.</p>", "links"=>[], "tags"=>["genetics and genomics", "Computational biology", "computer science"], "article_id"=>208628, "categories"=>["Information And Computing Sciences", "Biological Sciences", "Genetics"], "users"=>["Adam C. English", "Stephen Richards", "Yi Han", "Min Wang", "Vanesa Vee", "Jiaxin Qu", "Xiang Qin", "Donna M. Muzny", "Jeffrey G. Reid", "Kim C. Worley", "Richard A. Gibbs"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0047768.t002", "stats"=>{"downloads"=>4, "page_views"=>9, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Gap_Fill_Statistics_for_PBJelly_/208628", "title"=>"Gap Fill Statistics for PBJelly.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2013-02-19 19:52:01"}
  • {"files"=>["https://ndownloader.figshare.com/files/537483"], "description"=>"<p>(A) A flow chart of PBJelly's steps. (B) A schematic describing two hypothetical gaps supported by reads and the classifications used during the Support step. (C) A detailed flow chart for local assembly of PacBio reads in a gap region used during the assembly step.</p>", "links"=>[], "tags"=>["schematic", "workflow"], "article_id"=>207969, "categories"=>["Information And Computing Sciences", "Biological Sciences", "Genetics"], "users"=>["Adam C. English", "Stephen Richards", "Yi Han", "Min Wang", "Vanesa Vee", "Jiaxin Qu", "Xiang Qin", "Donna M. Muzny", "Jeffrey G. Reid", "Kim C. Worley", "Richard A. Gibbs"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0047768.g001", "stats"=>{"downloads"=>4, "page_views"=>26, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_A_schematic_of_PBJelly_s_workflow_and_decision_making_/207969", "title"=>"A schematic of PBJelly's workflow and decision-making.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 19:48:26"}
  • {"files"=>["https://ndownloader.figshare.com/files/537601"], "description"=>"<p>Histograms of read lengths in (A) Dmel, (B) Dpse, (C) Mund, (D) Caty. Panel (E) contains detailed metrics of each dataset.</p>", "links"=>[], "tags"=>["sequencing", "sets"], "article_id"=>208087, "categories"=>["Information And Computing Sciences", "Biological Sciences", "Genetics"], "users"=>["Adam C. English", "Stephen Richards", "Yi Han", "Min Wang", "Vanesa Vee", "Jiaxin Qu", "Xiang Qin", "Donna M. Muzny", "Jeffrey G. Reid", "Kim C. Worley", "Richard A. Gibbs"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0047768.g002", "stats"=>{"downloads"=>1, "page_views"=>11, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Description_of_sequencing_data_sets_used_/208087", "title"=>"Description of sequencing data sets used.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 19:49:09"}
  • {"files"=>["https://ndownloader.figshare.com/files/538173"], "description"=>"<p>Negative gaps are marked with an asterisk.</p>", "links"=>[], "tags"=>["validation"], "article_id"=>208664, "categories"=>["Information And Computing Sciences", "Biological Sciences", "Genetics"], "users"=>["Adam C. English", "Stephen Richards", "Yi Han", "Min Wang", "Vanesa Vee", "Jiaxin Qu", "Xiang Qin", "Donna M. Muzny", "Jeffrey G. Reid", "Kim C. Worley", "Richard A. Gibbs"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0047768.t003", "stats"=>{"downloads"=>5, "page_views"=>41, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Sanger_Validation_Results_Per_Gap_/208664", "title"=>"Sanger Validation Results Per Gap.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2013-02-19 19:52:15"}
  • {"files"=>["https://ndownloader.figshare.com/files/537775"], "description"=>"<p>Histograms showing gap-size distribution in the original and upgraded (A) D .mel, (B) Dpse, (C) Mund, and (D) Caty references as well as a summary of the upgrade categories for gaps.</p>", "links"=>[], "tags"=>["filling", "improvements", "categories", "produced"], "article_id"=>208257, "categories"=>["Information And Computing Sciences", "Biological Sciences", "Genetics"], "users"=>["Adam C. English", "Stephen Richards", "Yi Han", "Min Wang", "Vanesa Vee", "Jiaxin Qu", "Xiang Qin", "Donna M. Muzny", "Jeffrey G. Reid", "Kim C. Worley", "Richard A. Gibbs"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0047768.g003", "stats"=>{"downloads"=>1, "page_views"=>13, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Gap_filling_Improvements_and_categories_produced_by_PBJelly_/208257", "title"=>"Gap filling Improvements and categories produced by PBJelly.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-19 19:50:07"}

PMC Usage Stats | Further Information

  • {"unique-ip"=>"51", "full-text"=>"43", "pdf"=>"27", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"25", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"12"}
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  • {"unique-ip"=>"46", "full-text"=>"52", "pdf"=>"16", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"2"}
  • {"unique-ip"=>"32", "full-text"=>"30", "pdf"=>"21", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"4"}
  • {"unique-ip"=>"5", "full-text"=>"6", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"11"}
  • {"unique-ip"=>"36", "full-text"=>"42", "pdf"=>"18", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"5"}
  • {"unique-ip"=>"28", "full-text"=>"27", "pdf"=>"18", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2013", "month"=>"6"}
  • {"unique-ip"=>"26", "full-text"=>"34", "pdf"=>"17", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"7"}
  • {"unique-ip"=>"19", "full-text"=>"19", "pdf"=>"12", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"8"}
  • {"unique-ip"=>"21", "full-text"=>"22", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"9"}
  • {"unique-ip"=>"18", "full-text"=>"15", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"10"}
  • {"unique-ip"=>"22", "full-text"=>"24", "pdf"=>"10", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"11"}
  • {"unique-ip"=>"24", "full-text"=>"21", "pdf"=>"11", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2013", "month"=>"12"}
  • {"unique-ip"=>"22", "full-text"=>"23", "pdf"=>"14", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"1"}
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  • {"unique-ip"=>"16", "full-text"=>"12", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"4"}
  • {"unique-ip"=>"33", "full-text"=>"29", "pdf"=>"16", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"3", "year"=>"2015", "month"=>"4"}
  • {"unique-ip"=>"32", "full-text"=>"28", "pdf"=>"15", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2015", "month"=>"5"}
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  • {"unique-ip"=>"28", "full-text"=>"22", "pdf"=>"17", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"7"}
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  • {"unique-ip"=>"15", "full-text"=>"12", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"8"}
  • {"unique-ip"=>"19", "full-text"=>"26", "pdf"=>"11", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"9"}
  • {"unique-ip"=>"35", "full-text"=>"29", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"7", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"10"}
  • {"unique-ip"=>"33", "full-text"=>"26", "pdf"=>"14", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
  • {"unique-ip"=>"29", "full-text"=>"18", "pdf"=>"10", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"13", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"11"}
  • {"unique-ip"=>"17", "full-text"=>"14", "pdf"=>"11", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"12"}
  • {"unique-ip"=>"22", "full-text"=>"19", "pdf"=>"10", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2015", "month"=>"1"}
  • {"unique-ip"=>"36", "full-text"=>"36", "pdf"=>"15", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"7", "year"=>"2015", "month"=>"11"}
  • {"unique-ip"=>"25", "full-text"=>"23", "pdf"=>"10", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"8", "year"=>"2015", "month"=>"12"}
  • {"unique-ip"=>"39", "full-text"=>"38", "pdf"=>"16", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
  • {"unique-ip"=>"46", "full-text"=>"37", "pdf"=>"14", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"3"}
  • {"unique-ip"=>"24", "full-text"=>"25", "pdf"=>"10", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"4"}
  • {"unique-ip"=>"17", "full-text"=>"19", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"3", "year"=>"2016", "month"=>"5"}
  • {"unique-ip"=>"21", "full-text"=>"23", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"6"}
  • {"unique-ip"=>"26", "full-text"=>"28", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"7"}
  • {"unique-ip"=>"31", "full-text"=>"37", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"3", "year"=>"2016", "month"=>"8"}
  • {"unique-ip"=>"23", "full-text"=>"20", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"9"}
  • {"unique-ip"=>"39", "full-text"=>"46", "pdf"=>"13", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"13", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
  • {"unique-ip"=>"43", "full-text"=>"42", "pdf"=>"11", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"10", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
  • {"unique-ip"=>"24", "full-text"=>"41", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"7", "year"=>"2016", "month"=>"12"}
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Relative Metric

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