Hybrid De Novo Genome Assembly Using MiSeq and SOLiD Short Read Data
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{"title"=>"Hybrid De Novo genome assembly using MiSeq and SOLiD short read data", "type"=>"journal", "authors"=>[{"first_name"=>"Tsutomu", "last_name"=>"Ikegami", "scopus_author_id"=>"7203071218"}, {"first_name"=>"Toyohiro", "last_name"=>"Inatsugi", "scopus_author_id"=>"56613387100"}, {"first_name"=>"Isao", "last_name"=>"Kojima", "scopus_author_id"=>"56612947200"}, {"first_name"=>"Myco", "last_name"=>"Umemura", "scopus_author_id"=>"8951316400"}, {"first_name"=>"Hiroko", "last_name"=>"Hagiwara", "scopus_author_id"=>"36849435700"}, {"first_name"=>"Masayuki", "last_name"=>"Machida", "scopus_author_id"=>"56068001000"}, {"first_name"=>"Kiyoshi", "last_name"=>"Asai", "scopus_author_id"=>"7202856244"}], "year"=>2015, "source"=>"PLoS ONE", "identifiers"=>{"pmid"=>"25919614", "sgr"=>"84928801275", "scopus"=>"2-s2.0-84928801275", "isbn"=>"1932-6203", "doi"=>"10.1371/journal.pone.0126289", "pui"=>"604027147", "issn"=>"19326203"}, "id"=>"e33dc2cf-d060-308e-98a1-7631b4bcba89", "abstract"=>"A hybrid de novo assembly pipeline was constructed to utilize both MiSeq and SOLiD short read data in combination in the assembly. The short read data were converted to a standard format of the pipeline, and were supplied to the pipeline components such as ABySS and SOAPdenovo. The assembly pipeline proceeded through several stages, and either MiSeq paired-end data, SOLiD mate-paired data, or both of them could be specified as input data at each stage separately. The pipeline was examined on the filamentous fungus Aspergillus oryzae RIB40, by aligning the assembly results against the reference sequences. Using both the MiSeq and the SOLiD data in the hybrid assembly, the alignment length was improved by a factor of 3 to 8, compared with the assemblies using either one of the data types. The number of the reproduced gene cluster regions encoding secondary metabolite biosyntheses (SMB) was also improved by the hybrid assemblies. These results imply that the MiSeq data with long read length are essential to construct accurate nucleotide sequences, while the SOLiD mate-paired reads with long insertion length enhance long-range arrangements of the sequences. The pipeline was also tested on the actinomycete Streptomyces avermitilis MA-4680, whose gene is known to have high-GC content. Although the quality of the SOLiD reads was too low to perform any meaningful assemblies by themselves, the alignment length to the reference was improved by a factor of 2, compared with the assembly using only the MiSeq data.", "link"=>"http://www.mendeley.com/research/hybrid-novo-genome-assembly-using-miseq-solid-short-read-data", "reader_count"=>17, "reader_count_by_academic_status"=>{"Researcher"=>4, "Student > Ph. D. Student"=>3, "Student > Postgraduate"=>4, "Student > Master"=>2, "Student > Bachelor"=>2, "Professor"=>1, "Professor > Associate Professor"=>1}, "reader_count_by_user_role"=>{"Researcher"=>4, "Student > Ph. D. Student"=>3, "Student > Postgraduate"=>4, "Student > Master"=>2, "Student > Bachelor"=>2, "Professor"=>1, "Professor > Associate Professor"=>1}, "reader_count_by_subject_area"=>{"Engineering"=>1, "Unspecified"=>1, "Biochemistry, Genetics and Molecular Biology"=>3, "Agricultural and Biological Sciences"=>11, "Chemistry"=>1}, "reader_count_by_subdiscipline"=>{"Engineering"=>{"Engineering"=>1}, "Chemistry"=>{"Chemistry"=>1}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>11}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>3}, "Unspecified"=>{"Unspecified"=>1}}, "reader_count_by_country"=>{"Netherlands"=>1, "United States"=>1, "China"=>1, "Japan"=>1, "Slovenia"=>1}, "group_count"=>0}

Scopus | Further Information

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Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/2042855"], "description"=>"<p><sup>a</sup><i>S. avermitilis</i> results are omitted due to the erroneous SOLiD reads.</p><p><sup>b</sup> k-mer size is fixed at 45.</p><p>Characteristics of the <i>A. oryzae</i><sup><sup><a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0126289#t004fn001\" target=\"_blank\">a</a></sup></sup> contigs/scaffolds/strands from several assemblies<sup><sup><a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0126289#t004fn002\" target=\"_blank\">b</a></sup></sup>.</p>", "links"=>[], "tags"=>["ma", "smb", "solid", "gene cluster regions encoding", "Hybrid De Novo Genome Assembly", "MiSeq data", "alignment length", "rib", "assembly pipeline"], "article_id"=>1396821, "categories"=>["Biological Sciences"], "users"=>["Tsutomu Ikegami", "Toyohiro Inatsugi", "Isao Kojima", "Myco Umemura", "Hiroko Hagiwara", "Masayuki Machida", "Kiyoshi Asai"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0126289.t004", "stats"=>{"downloads"=>4, "page_views"=>11, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Characteristics_of_the_A_oryzae_a_contigs_scaffolds_strands_from_several_assemblies_b_/1396821", "title"=>"Characteristics of the <i>A. oryzae</i><sup><sup>a</sup></sup> contigs/scaffolds/strands from several assemblies<sup><sup>b</sup></sup>.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-04-28 02:58:21"}
  • {"files"=>["https://ndownloader.figshare.com/files/2042854"], "description"=>"<p><sup>a</sup> in kbp unit.</p><p><sup>b</sup><i>S. avermitilis</i> results are omitted due to the erroneous SOLiD reads.</p><p>K-mer size dependence of the R50 values<sup><sup><a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0126289#t003fn001\" target=\"_blank\">a</a></sup></sup> of the <i>A. oryzae</i><sup><sup><a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0126289#t003fn002\" target=\"_blank\">b</a></sup></sup> unitigs.</p>", "links"=>[], "tags"=>["ma", "smb", "solid", "gene cluster regions encoding", "Hybrid De Novo Genome Assembly", "MiSeq data", "alignment length", "rib", "assembly pipeline"], "article_id"=>1396820, "categories"=>["Biological Sciences"], "users"=>["Tsutomu Ikegami", "Toyohiro Inatsugi", "Isao Kojima", "Myco Umemura", "Hiroko Hagiwara", "Masayuki Machida", "Kiyoshi Asai"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0126289.t003", "stats"=>{"downloads"=>1, "page_views"=>16, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_K_mer_size_dependence_of_the_R50_values_a_of_the_A_oryzae_b_unitigs_/1396820", "title"=>"K-mer size dependence of the R50 values<sup><sup>a</sup></sup> of the <i>A. oryzae</i><sup><sup>b</sup></sup> unitigs.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-04-28 02:58:21"}
  • {"files"=>["https://ndownloader.figshare.com/files/2042851"], "description"=>"<p>Alignments shorter than 4000 bp were omitted from the plots. Forward and reverse alignments are plotted in red and blue colors, respectively. (a) The MSSH assembly, (b) the HHHH assembly.</p>", "links"=>[], "tags"=>["ma", "smb", "solid", "gene cluster regions encoding", "Hybrid De Novo Genome Assembly", "MiSeq data", "alignment length", "rib", "assembly pipeline"], "article_id"=>1396817, "categories"=>["Biological Sciences"], "users"=>["Tsutomu Ikegami", "Toyohiro Inatsugi", "Isao Kojima", "Myco Umemura", "Hiroko Hagiwara", "Masayuki Machida", "Kiyoshi Asai"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0126289.g003", "stats"=>{"downloads"=>1, "page_views"=>19, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Dotplot_alignments_of_assembled_strands_against_the_reference_genome_sequence_of_S_avermitilis_/1396817", "title"=>"Dotplot alignments of assembled strands against the reference genome sequence of <i>S. avermitilis</i>.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-28 02:58:21"}
  • {"files"=>["https://ndownloader.figshare.com/files/2042849"], "description"=>"<p>Alignments shorter than 4000 bp were omitted from the plots. Forward and reverse alignments are plotted in red and blue colors, respectively. The Roman numerals I-VIII on the abscissa are the chromosome index of <i>A. oryzae</i>. (a) The MSSH assembly, (b) the denovo2 assembly.</p>", "links"=>[], "tags"=>["ma", "smb", "solid", "gene cluster regions encoding", "Hybrid De Novo Genome Assembly", "MiSeq data", "alignment length", "rib", "assembly pipeline"], "article_id"=>1396815, "categories"=>["Biological Sciences"], "users"=>["Tsutomu Ikegami", "Toyohiro Inatsugi", "Isao Kojima", "Myco Umemura", "Hiroko Hagiwara", "Masayuki Machida", "Kiyoshi Asai"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0126289.g002", "stats"=>{"downloads"=>1, "page_views"=>19, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Dotplot_alignments_of_assembled_strands_against_the_reference_genome_sequence_of_A_oryzae_/1396815", "title"=>"Dotplot alignments of assembled strands against the reference genome sequence of <i>A. oryzae</i>.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-28 02:58:21"}
  • {"files"=>["https://ndownloader.figshare.com/files/2042848"], "description"=>"<p>Raw data generated by several NGS platforms are preprocessed into a common format, which is registered to the library. A data set used at each assembly stage can be specified separately. The assembly results are denoted according to the supplied data, as illustrated at the bottom of the figure.</p>", "links"=>[], "tags"=>["ma", "smb", "solid", "gene cluster regions encoding", "Hybrid De Novo Genome Assembly", "MiSeq data", "alignment length", "rib", "assembly pipeline"], "article_id"=>1396814, "categories"=>["Biological Sciences"], "users"=>["Tsutomu Ikegami", "Toyohiro Inatsugi", "Isao Kojima", "Myco Umemura", "Hiroko Hagiwara", "Masayuki Machida", "Kiyoshi Asai"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0126289.g001", "stats"=>{"downloads"=>5, "page_views"=>20, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Overview_of_the_hybrid_assembly_pipeline_/1396814", "title"=>"Overview of the hybrid assembly pipeline.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-04-28 02:58:21"}
  • {"files"=>["https://ndownloader.figshare.com/files/2042857"], "description"=>"<p><sup>a</sup> More than 99.9% of the nucleotide sequence are reproduced on single/double strands.</p><p><sup>b</sup> All ORFs are aligned orderly on single/double strands.</p><p><sup>c</sup> Total number of SMB gene clusters.</p><p>Number of SMB gene clusters reproduced in the assemblies.</p>", "links"=>[], "tags"=>["ma", "smb", "solid", "gene cluster regions encoding", "Hybrid De Novo Genome Assembly", "MiSeq data", "alignment length", "rib", "assembly pipeline"], "article_id"=>1396823, "categories"=>["Biological Sciences"], "users"=>["Tsutomu Ikegami", "Toyohiro Inatsugi", "Isao Kojima", "Myco Umemura", "Hiroko Hagiwara", "Masayuki Machida", "Kiyoshi Asai"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0126289.t006", "stats"=>{"downloads"=>1, "page_views"=>11, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Number_of_SMB_gene_clusters_reproduced_in_the_assemblies_/1396823", "title"=>"Number of SMB gene clusters reproduced in the assemblies.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-04-28 02:58:21"}
  • {"files"=>["https://ndownloader.figshare.com/files/2042856"], "description"=>"<p><sup>a</sup> Number of ORFs aligned with e-values lower than 10<sup>−100</sup>.</p><p><sup>b</sup> Total number of ORFs.</p><p>Number of ORFs reproduced in the assemblies.</p>", "links"=>[], "tags"=>["ma", "smb", "solid", "gene cluster regions encoding", "Hybrid De Novo Genome Assembly", "MiSeq data", "alignment length", "rib", "assembly pipeline"], "article_id"=>1396822, "categories"=>["Biological Sciences"], "users"=>["Tsutomu Ikegami", "Toyohiro Inatsugi", "Isao Kojima", "Myco Umemura", "Hiroko Hagiwara", "Masayuki Machida", "Kiyoshi Asai"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0126289.t005", "stats"=>{"downloads"=>1, "page_views"=>14, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Number_of_ORFs_reproduced_in_the_assemblies_/1396822", "title"=>"Number of ORFs reproduced in the assemblies.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-04-28 02:58:21"}
  • {"files"=>["https://ndownloader.figshare.com/files/2042853"], "description"=>"<p>Characteristic indices of the strands from several assemblies.</p>", "links"=>[], "tags"=>["ma", "smb", "solid", "gene cluster regions encoding", "Hybrid De Novo Genome Assembly", "MiSeq data", "alignment length", "rib", "assembly pipeline"], "article_id"=>1396819, "categories"=>["Biological Sciences"], "users"=>["Tsutomu Ikegami", "Toyohiro Inatsugi", "Isao Kojima", "Myco Umemura", "Hiroko Hagiwara", "Masayuki Machida", "Kiyoshi Asai"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0126289.t002", "stats"=>{"downloads"=>1, "page_views"=>13, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Characteristic_indices_of_the_strands_from_several_assemblies_/1396819", "title"=>"Characteristic indices of the strands from several assemblies.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-04-28 02:58:21"}
  • {"files"=>["https://ndownloader.figshare.com/files/2042852"], "description"=>"<p><sup>a</sup> Insertion length is estimated by mapping paired reads on the assembled results.</p><p><sup>b</sup> Total length of the reference sequences [<a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0126289#pone.0126289.ref026\" target=\"_blank\">26</a>, <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0126289#pone.0126289.ref029\" target=\"_blank\">29</a>].</p><p><sup>c</sup> SOLiD data are down-sampled at <i>N</i><sub>lowQ</sub> = 25 (qv25) and 6 (qv6).</p><p>Statistical information of input short read data.</p>", "links"=>[], "tags"=>["ma", "smb", "solid", "gene cluster regions encoding", "Hybrid De Novo Genome Assembly", "MiSeq data", "alignment length", "rib", "assembly pipeline"], "article_id"=>1396818, "categories"=>["Biological Sciences"], "users"=>["Tsutomu Ikegami", "Toyohiro Inatsugi", "Isao Kojima", "Myco Umemura", "Hiroko Hagiwara", "Masayuki Machida", "Kiyoshi Asai"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0126289.t001", "stats"=>{"downloads"=>5, "page_views"=>21, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Statistical_information_of_input_short_read_data_/1396818", "title"=>"Statistical information of input short read data.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-04-28 02:58:21"}

PMC Usage Stats | Further Information

  • {"unique-ip"=>"7", "full-text"=>"7", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"5"}
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  • {"unique-ip"=>"8", "full-text"=>"7", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"8"}
  • {"unique-ip"=>"10", "full-text"=>"10", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"9"}
  • {"unique-ip"=>"8", "full-text"=>"7", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"10"}
  • {"unique-ip"=>"6", "full-text"=>"3", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
  • {"unique-ip"=>"21", "full-text"=>"18", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"11"}
  • {"unique-ip"=>"12", "full-text"=>"9", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"12"}
  • {"unique-ip"=>"11", "full-text"=>"4", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
  • {"unique-ip"=>"3", "full-text"=>"4", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"3"}
  • {"unique-ip"=>"6", "full-text"=>"6", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"4"}
  • {"unique-ip"=>"5", "full-text"=>"3", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"5"}
  • {"unique-ip"=>"14", "full-text"=>"10", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"6"}
  • {"unique-ip"=>"6", "full-text"=>"4", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"7"}
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  • {"unique-ip"=>"8", "full-text"=>"4", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"9"}
  • {"unique-ip"=>"1", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
  • {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
  • {"unique-ip"=>"5", "full-text"=>"5", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"12"}
  • {"unique-ip"=>"16", "full-text"=>"23", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"1"}
  • {"unique-ip"=>"3", "full-text"=>"9", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"2"}
  • {"unique-ip"=>"11", "full-text"=>"12", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
  • {"unique-ip"=>"5", "full-text"=>"4", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"4"}
  • {"unique-ip"=>"10", "full-text"=>"8", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"5"}
  • {"unique-ip"=>"5", "full-text"=>"5", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"6"}
  • {"unique-ip"=>"4", "full-text"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"7"}
  • {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"8"}
  • {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"9"}
  • {"unique-ip"=>"3", "full-text"=>"4", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
  • {"unique-ip"=>"5", "full-text"=>"5", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"11"}
  • {"unique-ip"=>"3", "full-text"=>"5", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"12"}
  • {"unique-ip"=>"4", "full-text"=>"6", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"1"}
  • {"unique-ip"=>"14", "full-text"=>"11", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"3"}
  • {"unique-ip"=>"8", "full-text"=>"9", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"1"}
  • {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
  • {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"9"}
  • {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"4"}
  • {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"5"}
  • {"unique-ip"=>"8", "full-text"=>"9", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
  • {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
  • {"unique-ip"=>"5", "full-text"=>"6", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
  • {"unique-ip"=>"9", "full-text"=>"11", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
  • {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"12"}
  • {"unique-ip"=>"4", "full-text"=>"3", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"2"}
  • {"unique-ip"=>"7", "full-text"=>"8", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"3"}
  • {"unique-ip"=>"9", "full-text"=>"13", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"4"}
  • {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}
  • {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"8"}
  • {"unique-ip"=>"6", "full-text"=>"6", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"9"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"10"}

Relative Metric

{"start_date"=>"2015-01-01T00:00:00Z", "end_date"=>"2015-12-31T00:00:00Z", "subject_areas"=>[]}
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