High-Resolution Transcriptome Analysis with Long-Read RNA Sequencing
- Publication Date
- September 24, 2014
- Journal
- PLOS ONE
- Authors
- Hyunghoon Cho, Joe Davis, Xin Li, Kevin S. Smith, et al
- Volume
- 9
- Issue
- 9
- Pages
- e108095
- DOI
- https://dx.plos.org/10.1371/journal.pone.0108095
- Publisher URL
- http://journals.plos.org/plosone/article?id=10.1371%2Fjournal.pone.0108095
- PubMed
- http://www.ncbi.nlm.nih.gov/pubmed/25251678
- PubMed Central
- http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4176000
- Europe PMC
- http://europepmc.org/abstract/MED/25251678
- Web of Science
- 000342492700076
- Scopus
- 84907472562
- Mendeley
- http://www.mendeley.com/research/highresolution-transcriptome-analysis-longread-rna-sequencing
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Mendeley | Further Information
{"title"=>"High-resolution transcriptome analysis with long-read RNA sequencing", "type"=>"journal", "authors"=>[{"first_name"=>"Hyunghoon", "last_name"=>"Cho", "scopus_author_id"=>"56372403400"}, {"first_name"=>"Joe", "last_name"=>"Davis", "scopus_author_id"=>"7405965606"}, {"first_name"=>"Xin", "last_name"=>"Li", "scopus_author_id"=>"55938833700"}, {"first_name"=>"Kevin S.", "last_name"=>"Smith", "scopus_author_id"=>"55489786900"}, {"first_name"=>"Alexis", "last_name"=>"Battle", "scopus_author_id"=>"57194221815"}, {"first_name"=>"Stephen B.", "last_name"=>"Montgomery", "scopus_author_id"=>"8708455800"}], "year"=>2014, "source"=>"PLoS ONE", "identifiers"=>{"issn"=>"19326203", "arxiv"=>"arXiv:1405.7316v1", "scopus"=>"2-s2.0-84907472562", "sgr"=>"84907472562", "pui"=>"600067989", "isbn"=>"10.1371/journal.pone.0108095", "pmid"=>"25251678", "doi"=>"10.1371/journal.pone.0108095"}, "id"=>"0e8dc1ee-3d43-31c2-9df5-1652da8891b0", "abstract"=>"RNA sequencing (RNA-seq) enables characterization and quantification of individual transcriptomes as well as detection of patterns of allelic expression and alternative splicing. Current RNA-seq protocols depend on high-throughput short-read sequencing of cDNA. However, as ongoing advances are rapidly yielding increasing read lengths, a technical hurdle remains in identifying the degree to which differences in read length influence various transcriptome analyses. In this study, we generated two paired-end RNA-seq datasets of differing read lengths (2×75 bp and 2×262 bp) for lymphoblastoid cell line GM12878 and compared the effect of read length on transcriptome analyses, including read-mapping performance, gene and transcript quantification, and detection of allele-specific expression (ASE) and allele-specific alternative splicing (ASAS) patterns. Our results indicate that, while the current long-read protocol is considerably more expensive than short-read sequencing, there are important benefits that can only be achieved with longer read length, including lower mapping bias and reduced ambiguity in assigning reads to genomic elements, such as mRNA transcript. We show that these benefits ultimately lead to improved detection of cis-acting regulatory and splicing variation effects within individuals.", "link"=>"http://www.mendeley.com/research/highresolution-transcriptome-analysis-longread-rna-sequencing", "reader_count"=>102, "reader_count_by_academic_status"=>{"Professor > Associate Professor"=>6, "Researcher"=>33, "Student > Doctoral Student"=>2, "Student > Ph. D. Student"=>36, "Student > Postgraduate"=>3, "Other"=>5, "Student > Master"=>6, "Student > Bachelor"=>9, "Lecturer > Senior Lecturer"=>1, "Professor"=>1}, "reader_count_by_user_role"=>{"Professor > Associate Professor"=>6, "Researcher"=>33, "Student > Doctoral Student"=>2, "Student > Ph. D. Student"=>36, "Student > Postgraduate"=>3, "Other"=>5, "Student > Master"=>6, "Student > Bachelor"=>9, "Lecturer > Senior Lecturer"=>1, "Professor"=>1}, "reader_count_by_subject_area"=>{"Engineering"=>2, "Environmental Science"=>1, "Biochemistry, Genetics and Molecular Biology"=>20, "Mathematics"=>2, "Agricultural and Biological Sciences"=>64, "Medicine and Dentistry"=>3, "Physics and Astronomy"=>2, "Chemistry"=>2, "Computer Science"=>4, "Immunology and Microbiology"=>2}, "reader_count_by_subdiscipline"=>{"Engineering"=>{"Engineering"=>2}, "Medicine and Dentistry"=>{"Medicine and Dentistry"=>3}, "Chemistry"=>{"Chemistry"=>2}, "Physics and Astronomy"=>{"Physics and Astronomy"=>2}, "Immunology and Microbiology"=>{"Immunology and Microbiology"=>2}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>64}, "Computer Science"=>{"Computer Science"=>4}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>20}, "Mathematics"=>{"Mathematics"=>2}, "Environmental Science"=>{"Environmental Science"=>1}}, "reader_count_by_country"=>{"Czech Republic"=>2, "United States"=>3, "Norway"=>1, "Uruguay"=>1, "United Kingdom"=>4, "Switzerland"=>1}, "group_count"=>1}CrossRef
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Europe PMC Database Citations | Further Information
{"ARXPR"=>1}Scopus | Further Information
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- {"id"=>"514858450002526208", "text"=>"High-Resolution Transcriptome Analysis with Long-Read #RNA Sequencing: by Hyunghoon Cho, Joe Davis, Xin Li,… http://t.co/tz7BMchzGd #PLoS", "created_at"=>"2014-09-24T19:26:34Z", "user"=>"rnomics", "user_name"=>"Fabrice Leclerc", "user_profile_image"=>"http://pbs.twimg.com/profile_images/461944449832984577/OFZs5M7c_normal.png"}
- {"id"=>"514891537550163968", "text"=>"High-Resolution Transcriptome Analysis with Long-Read RNA Sequencing via @PLOSONE\nhttp://t.co/E5OSvM028w", "created_at"=>"2014-09-24T21:38:03Z", "user"=>"mt_ur_mind", "user_name"=>"Milton Tan", "user_profile_image"=>"http://pbs.twimg.com/profile_images/479747113425711104/kFVKmkhB_normal.jpeg"}
- {"id"=>"514968633315831808", "text"=>"Cho et al long read transcriptome paper out in plos one. http://t.co/KwVGHOwsM4", "created_at"=>"2014-09-25T02:44:24Z", "user"=>"sbmontgom", "user_name"=>"Stephen B Montgomery", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1210835135/profile_twitter_normal.png"}
- {"id"=>"514980875457421314", "text"=>"\"Cufflinks consistently achieves higher correlation than FluxCapacitor across a wide range of threshold values\" http://t.co/uauW9DugoW", "created_at"=>"2014-09-25T03:33:03Z", "user"=>"lpachter", "user_name"=>"Lior Pachter", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000424020189/11f428d1263a890a1697e7230c6b5e7a_normal.jpeg"}
- {"id"=>"514982180674895872", "text"=>"RT @lpachter: \"Cufflinks consistently achieves higher correlation than FluxCapacitor across a wide range of threshold values\" http://t.co/u…", "created_at"=>"2014-09-25T03:38:14Z", "user"=>"chadn737", "user_name"=>"Chad Niederhuth ", "user_profile_image"=>"http://pbs.twimg.com/profile_images/448209732046581760/2Tzm_R_A_normal.png"}
- {"id"=>"514984356285124608", "text"=>"RT @lpachter: \"Cufflinks consistently achieves higher correlation than FluxCapacitor across a wide range of threshold values\" http://t.co/u…", "created_at"=>"2014-09-25T03:46:53Z", "user"=>"dgermain21", "user_name"=>"D. Russler-Germain", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000424636218/8c294f7ea1800f3b6362a0ff074f5212_normal.png"}
- {"id"=>"514989574037045248", "text"=>"RT @lpachter: \"Cufflinks consistently achieves higher correlation than FluxCapacitor across a wide range of threshold values\" http://t.co/u…", "created_at"=>"2014-09-25T04:07:37Z", "user"=>"cntalavera", "user_name"=>"Talavera-López C", "user_profile_image"=>"http://pbs.twimg.com/profile_images/474448005353848832/PjyBgVsz_normal.jpeg"}
- {"id"=>"515006900103282688", "text"=>"RT @lpachter: \"Cufflinks consistently achieves higher correlation than FluxCapacitor across a wide range of threshold values\" http://t.co/u…", "created_at"=>"2014-09-25T05:16:28Z", "user"=>"oncologne", "user_name"=>"Oncologne", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000556951184/ce69d3c48fa0ded3279be005a82a4f47_normal.png"}
- {"id"=>"515027212249366528", "text"=>"#bioinformatics #RNAseq RT @sbmontgom: Cho et al long read transcriptome paper out in plos one. http://t.co/HrzF8HATz3", "created_at"=>"2014-09-25T06:37:10Z", "user"=>"marc_rr", "user_name"=>"Marc RobinsonRechavi", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1751744306/mrr_caricature_normal.jpg"}
- {"id"=>"515037573203623936", "text"=>"RT @lpachter: \"Cufflinks consistently achieves higher correlation than FluxCapacitor across a wide range of threshold values\" http://t.co/u…", "created_at"=>"2014-09-25T07:18:21Z", "user"=>"drchriscole", "user_name"=>"Chris Cole", "user_profile_image"=>"http://pbs.twimg.com/profile_images/457086072179007488/T2n6IL7A_normal.png"}
- {"id"=>"515211917502468096", "text"=>"evaluating use of long-read RNA-seq data for mapping, ASE, transcript quantification etc: http://t.co/MpuajcS7fT", "created_at"=>"2014-09-25T18:51:07Z", "user"=>"alexisjbattle", "user_name"=>"Alexis Battle", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2807280765/de726baa507d6c5bf99304f3c0a43e8c_normal.png"}
- {"id"=>"515212873149472769", "text"=>"RT @alexisjbattle: evaluating use of long-read RNA-seq data for mapping, ASE, transcript quantification etc: http://t.co/MpuajcS7fT", "created_at"=>"2014-09-25T18:54:55Z", "user"=>"notSoJunkDNA", "user_name"=>"Nicolas Robine", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2673970173/5ccd981e990c5fb3c95f942cb428d05f_normal.png"}
- {"id"=>"515246250304995328", "text"=>"RT @alexisjbattle: evaluating use of long-read RNA-seq data for mapping, ASE, transcript quantification etc: http://t.co/MpuajcS7fT", "created_at"=>"2014-09-25T21:07:33Z", "user"=>"tangming2005", "user_name"=>"Ming Tang", "user_profile_image"=>"http://pbs.twimg.com/profile_images/442060405225967617/jOtd1ueH_normal.jpeg"}
- {"id"=>"515305967253458944", "text"=>"RT @alexisjbattle: evaluating use of long-read RNA-seq data for mapping, ASE, transcript quantification etc: http://t.co/MpuajcS7fT", "created_at"=>"2014-09-26T01:04:51Z", "user"=>"dgmacarthur", "user_name"=>"Daniel MacArthur", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1379367446/macarthur_olduvai_profile_cropped_normal.jpg"}
- {"id"=>"515312276015185920", "text"=>"RT @alexisjbattle: evaluating use of long-read RNA-seq data for mapping, ASE, transcript quantification etc: http://t.co/MpuajcS7fT", "created_at"=>"2014-09-26T01:29:55Z", "user"=>"lh3lh3", "user_name"=>"Heng Li", "user_profile_image"=>"http://abs.twimg.com/sticky/default_profile_images/default_profile_1_normal.png"}
- {"id"=>"515392327352061952", "text"=>"RT @alexisjbattle: evaluating use of long-read RNA-seq data for mapping, ASE, transcript quantification etc: http://t.co/MpuajcS7fT", "created_at"=>"2014-09-26T06:48:01Z", "user"=>"princyparsana", "user_name"=>"Princy Parsana", "user_profile_image"=>"http://abs.twimg.com/sticky/default_profile_images/default_profile_4_normal.png"}
- {"id"=>"515591326336057344", "text"=>"RT @alexisjbattle: evaluating use of long-read RNA-seq data for mapping, ASE, transcript quantification etc: http://t.co/MpuajcS7fT", "created_at"=>"2014-09-26T19:58:46Z", "user"=>"Eleanna48", "user_name"=>"Eleanna", "user_profile_image"=>"http://pbs.twimg.com/profile_images/510763348447604736/rzsiCJj4_normal.png"}
- {"id"=>"516676504470966272", "text"=>"High-Resolution Transcriptome Analysis with Long-Read RNA Sequencing from @sbmontgom http://t.co/qBtwLkiNl7", "created_at"=>"2014-09-29T19:50:52Z", "user"=>"anavinuela", "user_name"=>"Ana Viñuela", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000612697683/ca8a8e965f9f23172b11a5a0fecde41d_normal.jpeg"}
- {"id"=>"523835310396817410", "text"=>"@ZaminIqbal http://t.co/uauW9DugoW http://t.co/cW1S7gKbIt http://t.co/CS5Ng2B0NL", "created_at"=>"2014-10-19T13:57:25Z", "user"=>"lpachter", "user_name"=>"Lior Pachter", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000424020189/11f428d1263a890a1697e7230c6b5e7a_normal.jpeg"}
- {"id"=>"523956576730628098", "text"=>"RT @lpachter: @ZaminIqbal http://t.co/uauW9DugoW http://t.co/cW1S7gKbIt http://t.co/CS5Ng2B0NL", "created_at"=>"2014-10-19T21:59:17Z", "user"=>"GholsonLyon", "user_name"=>"Gholson Lyon", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2111288523/oie_13183811f10UuzkF_normal.jpg"}
- {"id"=>"612230508399992832", "text"=>"High-Resolution Transcriptome Analysis with Long-Read RNA Sequencing http://t.co/H5Ttz2EkYz", "created_at"=>"2015-06-20T12:08:22Z", "user"=>"OmixonBio", "user_name"=>"Omixon", "user_profile_image"=>"http://pbs.twimg.com/profile_images/454906840342466560/nGP5RgVg_normal.jpeg"}
- {"id"=>"819562387812454400", "text"=>"@lpachter @BioMickWatson Was also wondering what this referred to. Closest analysis I know is https://t.co/KOkk1higZL I think", "created_at"=>"2017-01-12T15:11:14Z", "user"=>"vallens", "user_name"=>"Valentine Svensson", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2509135179/n31zf3wxrzksubaahqrj_normal.jpeg"}
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- {"month"=>"8", "year"=>"2018", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"19"}
- {"month"=>"9", "year"=>"2018", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"28"}
- {"month"=>"10", "year"=>"2018", "pdf_views"=>"5", "xml_views"=>"1", "html_views"=>"23"}
- {"month"=>"11", "year"=>"2018", "pdf_views"=>"18", "xml_views"=>"0", "html_views"=>"52"}
- {"month"=>"12", "year"=>"2018", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"11"}
- {"month"=>"1", "year"=>"2019", "pdf_views"=>"0", "xml_views"=>"0", "html_views"=>"8"}
- {"month"=>"2", "year"=>"2019", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"22"}
- {"month"=>"3", "year"=>"2019", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"32"}
- {"month"=>"4", "year"=>"2019", "pdf_views"=>"21", "xml_views"=>"0", "html_views"=>"18"}
- {"month"=>"5", "year"=>"2019", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"24"}
- {"month"=>"6", "year"=>"2019", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"17"}
- {"month"=>"7", "year"=>"2019", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"12"}
- {"month"=>"8", "year"=>"2019", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"13"}
- {"month"=>"9", "year"=>"2019", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"18"}
- {"month"=>"10", "year"=>"2019", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"28"}
- {"month"=>"11", "year"=>"2019", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"22"}
- {"month"=>"12", "year"=>"2019", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"16"}
- {"month"=>"1", "year"=>"2020", "pdf_views"=>"5", "xml_views"=>"1", "html_views"=>"18"}
- {"month"=>"2", "year"=>"2020", "pdf_views"=>"20", "xml_views"=>"1", "html_views"=>"14"}
- {"month"=>"3", "year"=>"2020", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"16"}
- {"month"=>"4", "year"=>"2020", "pdf_views"=>"27", "xml_views"=>"0", "html_views"=>"14"}
- {"month"=>"5", "year"=>"2020", "pdf_views"=>"25", "xml_views"=>"1", "html_views"=>"13"}
- {"month"=>"6", "year"=>"2020", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"10"}
- {"month"=>"7", "year"=>"2020", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"17"}
- {"month"=>"8", "year"=>"2020", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"13"}
- {"month"=>"9", "year"=>"2020", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"24"}
- {"month"=>"10", "year"=>"2020", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"21"}
- {"month"=>"11", "year"=>"2020", "pdf_views"=>"24", "xml_views"=>"1", "html_views"=>"14"}
- {"month"=>"12", "year"=>"2020", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"6"}
- {"month"=>"1", "year"=>"2021", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"18"}
- {"month"=>"2", "year"=>"2021", "pdf_views"=>"15", "xml_views"=>"0", "html_views"=>"12"}
PMC Usage Stats | Further Information
- {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"3", "year"=>"2015", "month"=>"4"}
- {"unique-ip"=>"386", "full-text"=>"459", "pdf"=>"30", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"56", "supp-data"=>"5", "cited-by"=>"0", "year"=>"2015", "month"=>"5"}
- {"unique-ip"=>"78", "full-text"=>"94", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"20", "supp-data"=>"1", "cited-by"=>"2", "year"=>"2015", "month"=>"6"}
- {"unique-ip"=>"33", "full-text"=>"44", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"11", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"7"}
- {"unique-ip"=>"12", "full-text"=>"8", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"3"}
- {"unique-ip"=>"12", "full-text"=>"11", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"1", "cited-by"=>"1", "year"=>"2015", "month"=>"2"}
- {"unique-ip"=>"23", "full-text"=>"22", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"8"}
- {"unique-ip"=>"15", "full-text"=>"16", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"9"}
- {"unique-ip"=>"29", "full-text"=>"31", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"2", "cited-by"=>"1", "year"=>"2015", "month"=>"10"}
- {"unique-ip"=>"15", "full-text"=>"13", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
- {"unique-ip"=>"33", "full-text"=>"32", "pdf"=>"11", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"5", "cited-by"=>"0", "year"=>"2014", "month"=>"10"}
- {"unique-ip"=>"12", "full-text"=>"16", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
- {"unique-ip"=>"29", "full-text"=>"21", "pdf"=>"8", "abstract"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2014", "month"=>"11"}
- {"unique-ip"=>"14", "full-text"=>"12", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"12"}
- {"unique-ip"=>"8", "full-text"=>"8", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"1"}
- {"unique-ip"=>"19", "full-text"=>"16", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2015", "month"=>"11"}
- {"unique-ip"=>"12", "full-text"=>"11", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"12"}
- {"unique-ip"=>"29", "full-text"=>"43", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2016", "month"=>"3"}
- {"unique-ip"=>"12", "full-text"=>"11", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"4"}
- {"unique-ip"=>"12", "full-text"=>"12", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2016", "month"=>"5"}
- {"unique-ip"=>"15", "full-text"=>"15", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2016", "month"=>"6"}
- {"unique-ip"=>"11", "full-text"=>"11", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"7"}
- {"unique-ip"=>"9", "full-text"=>"10", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"8"}
- {"unique-ip"=>"8", "full-text"=>"9", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"9"}
- {"unique-ip"=>"9", "full-text"=>"12", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
- {"unique-ip"=>"17", "full-text"=>"18", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"3", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
- {"unique-ip"=>"8", "full-text"=>"11", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"5", "cited-by"=>"0", "year"=>"2016", "month"=>"12"}
- {"unique-ip"=>"10", "full-text"=>"12", "pdf"=>"1", "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"=>"2", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"2"}
- {"unique-ip"=>"12", "full-text"=>"12", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
- {"unique-ip"=>"10", "full-text"=>"10", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"10", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"4"}
- {"unique-ip"=>"12", "full-text"=>"14", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"5"}
- {"unique-ip"=>"7", "full-text"=>"6", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"6"}
- {"unique-ip"=>"9", "full-text"=>"10", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"7"}
- {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"8"}
- {"unique-ip"=>"14", "full-text"=>"17", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"5", "cited-by"=>"0", "year"=>"2017", "month"=>"9"}
- {"unique-ip"=>"22", "full-text"=>"21", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
- {"unique-ip"=>"10", "full-text"=>"12", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2017", "month"=>"11"}
- {"unique-ip"=>"6", "full-text"=>"7", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"12"}
- {"unique-ip"=>"6", "full-text"=>"8", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"1"}
- {"unique-ip"=>"6", "full-text"=>"8", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"3"}
- {"unique-ip"=>"10", "full-text"=>"13", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"1"}
- {"unique-ip"=>"14", "full-text"=>"14", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"4"}
- {"unique-ip"=>"11", "full-text"=>"11", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"5"}
- {"unique-ip"=>"69", "full-text"=>"77", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
- {"unique-ip"=>"12", "full-text"=>"8", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"4", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
- {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
- {"unique-ip"=>"6", "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"=>"4", "full-text"=>"4", "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"=>"4", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
- {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"9"}
- {"unique-ip"=>"6", "full-text"=>"6", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"26", "cited-by"=>"0", "year"=>"2019", "month"=>"2"}
- {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"3"}
- {"unique-ip"=>"12", "full-text"=>"25", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"4"}
- {"unique-ip"=>"10", "full-text"=>"10", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}
- {"unique-ip"=>"8", "full-text"=>"7", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"8"}
- {"unique-ip"=>"10", "full-text"=>"12", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"9"}
- {"unique-ip"=>"9", "full-text"=>"8", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"10"}
- {"unique-ip"=>"8", "full-text"=>"5", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"12"}
- {"unique-ip"=>"7", "full-text"=>"7", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"2"}
- {"unique-ip"=>"11", "full-text"=>"10", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"3"}
- {"unique-ip"=>"12", "full-text"=>"14", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"4"}
- {"unique-ip"=>"21", "full-text"=>"27", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"3", "cited-by"=>"0", "year"=>"2020", "month"=>"5"}
- {"unique-ip"=>"20", "full-text"=>"22", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2020", "month"=>"6"}
- {"unique-ip"=>"10", "full-text"=>"9", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"13", "cited-by"=>"0", "year"=>"2020", "month"=>"7"}
- {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"8"}
- {"unique-ip"=>"7", "full-text"=>"12", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"9"}
- {"unique-ip"=>"13", "full-text"=>"12", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2020", "month"=>"10"}
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Relative Metric
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