Genome-Wide Prediction Methods in Highly Diverse and Heterozygous Species: Proof-of-Concept through Simulation in Grapevine
- Publication Date
- November 03, 2014
- Journal
- PLOS ONE
- Authors
- Agota Fodor, Vincent Segura, Marie Denis, Samuel Neuenschwander, et al
- Volume
- 9
- Issue
- 11
- Pages
- e110436
- DOI
- https://dx.plos.org/10.1371/journal.pone.0110436
- Publisher URL
- http://journals.plos.org/plosone/article?id=10.1371%2Fjournal.pone.0110436
- PubMed
- http://www.ncbi.nlm.nih.gov/pubmed/25365338
- PubMed Central
- http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4217727
- Europe PMC
- http://europepmc.org/abstract/MED/25365338
- Web of Science
- 000345558100021
- Scopus
- 84909606253
- Mendeley
- http://www.mendeley.com/research/genomewide-prediction-methods-highly-diverse-heterozygous-species-proofofconcept-through-simulation
Loading … 

Events
Loading … 

Mendeley | Further Information
{"title"=>"Genome-wide prediction methods in highly diverse and heterozygous species: Proof-of-concept through simulation in grapevine", "type"=>"journal", "authors"=>[{"first_name"=>"Agota", "last_name"=>"Fodor", "scopus_author_id"=>"23984511900"}, {"first_name"=>"Vincent", "last_name"=>"Segura", "scopus_author_id"=>"12784789800"}, {"first_name"=>"Marie", "last_name"=>"Denis", "scopus_author_id"=>"55249820000"}, {"first_name"=>"Samuel", "last_name"=>"Neuenschwander", "scopus_author_id"=>"55503182800"}, {"first_name"=>"Alexandre", "last_name"=>"Fournier-Level", "scopus_author_id"=>"24278587800"}, {"first_name"=>"Philippe", "last_name"=>"Chatelet", "scopus_author_id"=>"16232683500"}, {"first_name"=>"Félix Abdel Aziz", "last_name"=>"Homa", "scopus_author_id"=>"56410734400"}, {"first_name"=>"Thierry", "last_name"=>"Lacombe", "scopus_author_id"=>"23485802300"}, {"first_name"=>"Patrice", "last_name"=>"This", "scopus_author_id"=>"55780314900"}, {"first_name"=>"Loic Le", "last_name"=>"Cunff", "scopus_author_id"=>"40461387900"}], "year"=>2014, "source"=>"PLoS ONE", "identifiers"=>{"pui"=>"600373127", "sgr"=>"84909606253", "pmid"=>"25365338", "scopus"=>"2-s2.0-84909606253", "isbn"=>"1932-6203", "doi"=>"10.1371/journal.pone.0110436", "issn"=>"19326203"}, "id"=>"a933dd5f-c2cf-381b-99e5-dbbc58fdce96", "abstract"=>"Nowadays, genome-wide association studies (GWAS) and genomic selection (GS) methods which use genome-wide marker data for phenotype prediction are of much potential interest in plant breeding. However, to our knowledge, no studies have been performed yet on the predictive ability of these methods for structured traits when using training populations with high levels of genetic diversity. Such an example of a highly heterozygous, perennial species is grapevine. The present study compares the accuracy of models based on GWAS or GS alone, or in combination, for predicting simple or complex traits, linked or not with population structure. In order to explore the relevance of these methods in this context, we performed simulations using approx 90,000 SNPs on a population of 3,000 individuals structured into three groups and corresponding to published diversity grapevine data. To estimate the parameters of the prediction models, we defined four training populations of 1,000 individuals, corresponding to these three groups and a core collection. Finally, to estimate the accuracy of the models, we also simulated four breeding populations of 200 individuals. Although prediction accuracy was low when breeding populations were too distant from the training populations, high accuracy levels were obtained using the sole core-collection as training population. The highest prediction accuracy was obtained (up to 0.9) using the combined GWAS-GS model. We thus recommend using the combined prediction model and a core-collection as training population for grapevine breeding or for other important economic crops with the same characteristics.", "link"=>"http://www.mendeley.com/research/genomewide-prediction-methods-highly-diverse-heterozygous-species-proofofconcept-through-simulation", "reader_count"=>46, "reader_count_by_academic_status"=>{"Professor > Associate Professor"=>2, "Student > Doctoral Student"=>4, "Researcher"=>16, "Student > Ph. D. Student"=>15, "Student > Postgraduate"=>1, "Student > Master"=>5, "Other"=>1, "Professor"=>2}, "reader_count_by_user_role"=>{"Professor > Associate Professor"=>2, "Student > Doctoral Student"=>4, "Researcher"=>16, "Student > Ph. D. Student"=>15, "Student > Postgraduate"=>1, "Student > Master"=>5, "Other"=>1, "Professor"=>2}, "reader_count_by_subject_area"=>{"Unspecified"=>2, "Biochemistry, Genetics and Molecular Biology"=>3, "Agricultural and Biological Sciences"=>39, "Physics and Astronomy"=>1, "Earth and Planetary Sciences"=>1}, "reader_count_by_subdiscipline"=>{"Physics and Astronomy"=>{"Physics and Astronomy"=>1}, "Earth and Planetary Sciences"=>{"Earth and Planetary Sciences"=>1}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>39}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>3}, "Unspecified"=>{"Unspecified"=>2}}, "reader_count_by_country"=>{"Uruguay"=>1, "Brazil"=>1, "Denmark"=>1, "Germany"=>1, "Spain"=>1}, "group_count"=>0}CrossRef
- http://doi.org/10.1093/jxb/eraa034
- http://doi.org/10.3389/fpls.2016.02065
- http://doi.org/10.1186/s12864-015-2345-z
- http://doi.org/10.3389/fpls.2017.00652
- http://doi.org/10.1186/s12864-018-4434-2
- http://doi.org/10.1186/s12870-016-0754-z
- http://doi.org/10.3389/fpls.2021.633846
- http://doi.org/10.1186/s12864-017-3781-8
- http://doi.org/10.1534/g3.120.401452
- http://doi.org/10.3390/ijms20143526
- http://doi.org/10.1038/s41598-017-05100-x
- http://doi.org/10.1038/hortres.2016.70
- http://doi.org/10.1007/s13580-020-00290-2
- http://doi.org/10.1038/hortres.2016.2
- http://doi.org/10.1270/jsbbs.66.100
- http://doi.org/10.3389/fgene.2016.00221
- http://doi.org/10.1007/s00122-019-03351-y
- http://doi.org/10.1186/s12870-020-02739-z
Scopus | Further Information
{"@_fa"=>"true", "link"=>[{"@_fa"=>"true", "@ref"=>"self", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84909606253"}, {"@_fa"=>"true", "@ref"=>"author-affiliation", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84909606253?field=author,affiliation"}, {"@_fa"=>"true", "@ref"=>"scopus", "@href"=>"https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84909606253&origin=inward"}, {"@_fa"=>"true", "@ref"=>"scopus-citedby", "@href"=>"https://www.scopus.com/inward/citedby.uri?partnerID=HzOxMe3b&scp=84909606253&origin=inward"}], "prism:url"=>"https://api.elsevier.com/content/abstract/scopus_id/84909606253", "dc:identifier"=>"SCOPUS_ID:84909606253", "eid"=>"2-s2.0-84909606253", "dc:title"=>"Genome-wide prediction methods in highly diverse and heterozygous species: Proof-of-concept through simulation in grapevine", "dc:creator"=>"Fodor A.", "prism:publicationName"=>"PLoS ONE", "prism:eIssn"=>"19326203", "prism:volume"=>"9", "prism:issueIdentifier"=>"11", "prism:pageRange"=>nil, "prism:coverDate"=>"2014-11-03", "prism:coverDisplayDate"=>"3 November 2014", "prism:doi"=>"10.1371/journal.pone.0110436", "citedby-count"=>"18", "affiliation"=>[{"@_fa"=>"true", "affilname"=>"Amélioration Génétique et Adaptation des Plantes Méditerranéennes et Tropicales (AGAP)", "affiliation-city"=>"Montpellier", "affiliation-country"=>"France"}, {"@_fa"=>"true", "affilname"=>"Montpellier SupAgro", "affiliation-city"=>"Montpellier", "affiliation-country"=>"France"}], "pubmed-id"=>"25365338", "prism:aggregationType"=>"Journal", "subtype"=>"ar", "subtypeDescription"=>"Article", "article-number"=>"e110436", "source-id"=>"10600153309", "openaccess"=>"1", "openaccessFlag"=>true, "freetoread"=>{"value"=>[{"$"=>"all"}, {"$"=>"publisherfullgold"}, {"$"=>"repository"}, {"$"=>"repositoryvor"}]}, "freetoreadLabel"=>{"value"=>[{"$"=>"All Open Access"}, {"$"=>"Gold"}, {"$"=>"Green"}]}}- {"url"=>"http%3A%2F%2Fjournals.plos.org%2Fplosone%2Farticle%3Fid%3D10.1371%252Fjournal.pone.0110436", "share_count"=>0, "like_count"=>0, "comment_count"=>0, "click_count"=>0, "total_count"=>0}
Counter
- {"month"=>"11", "year"=>"2014", "pdf_views"=>"71", "xml_views"=>"9", "html_views"=>"263"}
- {"month"=>"12", "year"=>"2014", "pdf_views"=>"16", "xml_views"=>"1", "html_views"=>"64"}
- {"month"=>"1", "year"=>"2015", "pdf_views"=>"18", "xml_views"=>"2", "html_views"=>"55"}
- {"month"=>"2", "year"=>"2015", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"48"}
- {"month"=>"3", "year"=>"2015", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"40"}
- {"month"=>"4", "year"=>"2015", "pdf_views"=>"10", "xml_views"=>"1", "html_views"=>"41"}
- {"month"=>"5", "year"=>"2015", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"53"}
- {"month"=>"6", "year"=>"2015", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"41"}
- {"month"=>"7", "year"=>"2015", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"32"}
- {"month"=>"8", "year"=>"2015", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"39"}
- {"month"=>"9", "year"=>"2015", "pdf_views"=>"11", "xml_views"=>"2", "html_views"=>"26"}
- {"month"=>"10", "year"=>"2015", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"30"}
- {"month"=>"11", "year"=>"2015", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"32"}
- {"month"=>"12", "year"=>"2015", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"27"}
- {"month"=>"1", "year"=>"2016", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"40"}
- {"month"=>"2", "year"=>"2016", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"37"}
- {"month"=>"3", "year"=>"2016", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"48"}
- {"month"=>"4", "year"=>"2016", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"43"}
- {"month"=>"5", "year"=>"2016", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"16"}
- {"month"=>"6", "year"=>"2016", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"29"}
- {"month"=>"7", "year"=>"2016", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"30"}
- {"month"=>"8", "year"=>"2016", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"19"}
- {"month"=>"9", "year"=>"2016", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"25"}
- {"month"=>"10", "year"=>"2016", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"34"}
- {"month"=>"11", "year"=>"2016", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"18"}
- {"month"=>"12", "year"=>"2016", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"23"}
- {"month"=>"1", "year"=>"2017", "pdf_views"=>"8", "xml_views"=>"1", "html_views"=>"26"}
- {"month"=>"2", "year"=>"2017", "pdf_views"=>"9", "xml_views"=>"2", "html_views"=>"30"}
- {"month"=>"3", "year"=>"2017", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"24"}
- {"month"=>"4", "year"=>"2017", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"16"}
- {"month"=>"5", "year"=>"2017", "pdf_views"=>"48", "xml_views"=>"1", "html_views"=>"45"}
- {"month"=>"6", "year"=>"2017", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"33"}
- {"month"=>"7", "year"=>"2017", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"12"}
- {"month"=>"8", "year"=>"2017", "pdf_views"=>"8", "xml_views"=>"1", "html_views"=>"19"}
- {"month"=>"9", "year"=>"2017", "pdf_views"=>"23", "xml_views"=>"1", "html_views"=>"20"}
- {"month"=>"10", "year"=>"2017", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"34"}
- {"month"=>"11", "year"=>"2017", "pdf_views"=>"12", "xml_views"=>"1", "html_views"=>"70"}
- {"month"=>"12", "year"=>"2017", "pdf_views"=>"4", "xml_views"=>"2", "html_views"=>"17"}
- {"month"=>"1", "year"=>"2018", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"19"}
- {"month"=>"2", "year"=>"2018", "pdf_views"=>"18", "xml_views"=>"0", "html_views"=>"17"}
- {"month"=>"3", "year"=>"2018", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"11"}
- {"month"=>"4", "year"=>"2018", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"4"}
- {"month"=>"5", "year"=>"2018", "pdf_views"=>"6", "xml_views"=>"2", "html_views"=>"13"}
- {"month"=>"6", "year"=>"2018", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"9"}
- {"month"=>"7", "year"=>"2018", "pdf_views"=>"6", "xml_views"=>"3", "html_views"=>"5"}
- {"month"=>"8", "year"=>"2018", "pdf_views"=>"9", "xml_views"=>"1", "html_views"=>"9"}
- {"month"=>"9", "year"=>"2018", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"16"}
- {"month"=>"10", "year"=>"2018", "pdf_views"=>"7", "xml_views"=>"1", "html_views"=>"14"}
- {"month"=>"11", "year"=>"2018", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"11"}
- {"month"=>"12", "year"=>"2018", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"13"}
- {"month"=>"1", "year"=>"2019", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"3"}
- {"month"=>"2", "year"=>"2019", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"6"}
- {"month"=>"3", "year"=>"2019", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"2"}
- {"month"=>"4", "year"=>"2019", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"14"}
- {"month"=>"5", "year"=>"2019", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"8"}
- {"month"=>"6", "year"=>"2019", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"8"}
- {"month"=>"7", "year"=>"2019", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"6"}
- {"month"=>"8", "year"=>"2019", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"4"}
- {"month"=>"9", "year"=>"2019", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"5"}
- {"month"=>"10", "year"=>"2019", "pdf_views"=>"0", "xml_views"=>"0", "html_views"=>"7"}
- {"month"=>"11", "year"=>"2019", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"7"}
- {"month"=>"12", "year"=>"2019", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"5"}
- {"month"=>"1", "year"=>"2020", "pdf_views"=>"8", "xml_views"=>"1", "html_views"=>"3"}
- {"month"=>"2", "year"=>"2020", "pdf_views"=>"5", "xml_views"=>"1", "html_views"=>"5"}
- {"month"=>"3", "year"=>"2020", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"9"}
- {"month"=>"4", "year"=>"2020", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"14"}
- {"month"=>"5", "year"=>"2020", "pdf_views"=>"9", "xml_views"=>"1", "html_views"=>"7"}
- {"month"=>"6", "year"=>"2020", "pdf_views"=>"3", "xml_views"=>"2", "html_views"=>"1"}
- {"month"=>"7", "year"=>"2020", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"5"}
- {"month"=>"8", "year"=>"2020", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"8"}
- {"month"=>"9", "year"=>"2020", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"5"}
- {"month"=>"10", "year"=>"2020", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"12"}
- {"month"=>"11", "year"=>"2020", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"2"}
- {"month"=>"12", "year"=>"2020", "pdf_views"=>"7", "xml_views"=>"5", "html_views"=>"7"}
- {"month"=>"1", "year"=>"2021", "pdf_views"=>"6", "xml_views"=>"2", "html_views"=>"14"}
- {"month"=>"2", "year"=>"2021", "pdf_views"=>"5", "xml_views"=>"1", "html_views"=>"7"}
- {"month"=>"3", "year"=>"2021", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"1"}
PMC Usage Stats | Further Information
- {"unique-ip"=>"12", "full-text"=>"12", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"4"}
- {"unique-ip"=>"14", "full-text"=>"14", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"5"}
- {"unique-ip"=>"13", "full-text"=>"16", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"6"}
- {"unique-ip"=>"13", "full-text"=>"13", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"7"}
- {"unique-ip"=>"21", "full-text"=>"22", "pdf"=>"18", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2015", "month"=>"3"}
- {"unique-ip"=>"9", "full-text"=>"10", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"2"}
- {"unique-ip"=>"9", "full-text"=>"7", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2015", "month"=>"8"}
- {"unique-ip"=>"12", "full-text"=>"9", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"9"}
- {"unique-ip"=>"14", "full-text"=>"16", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"10"}
- {"unique-ip"=>"6", "full-text"=>"5", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
- {"unique-ip"=>"22", "full-text"=>"20", "pdf"=>"12", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2014", "month"=>"11"}
- {"unique-ip"=>"10", "full-text"=>"12", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"12"}
- {"unique-ip"=>"8", "full-text"=>"6", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"1"}
- {"unique-ip"=>"18", "full-text"=>"14", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"2", "year"=>"2015", "month"=>"11"}
- {"unique-ip"=>"13", "full-text"=>"9", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"12"}
- {"unique-ip"=>"6", "full-text"=>"7", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
- {"unique-ip"=>"13", "full-text"=>"13", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"3"}
- {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"4"}
- {"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"=>"2016", "month"=>"5"}
- {"unique-ip"=>"6", "full-text"=>"4", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"6"}
- {"unique-ip"=>"6", "full-text"=>"7", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2016", "month"=>"7"}
- {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2016", "month"=>"8"}
- {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"9"}
- {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
- {"unique-ip"=>"9", "full-text"=>"8", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
- {"unique-ip"=>"10", "full-text"=>"9", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2016", "month"=>"12"}
- {"unique-ip"=>"8", "full-text"=>"3", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2017", "month"=>"1"}
- {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2017", "month"=>"2"}
- {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
- {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"4"}
- {"unique-ip"=>"5", "full-text"=>"4", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"5"}
- {"unique-ip"=>"8", "full-text"=>"8", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2017", "month"=>"6"}
- {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"7"}
- {"unique-ip"=>"5", "full-text"=>"6", "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"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"9"}
- {"unique-ip"=>"5", "full-text"=>"5", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
- {"unique-ip"=>"5", "full-text"=>"4", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"11"}
- {"unique-ip"=>"5", "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"=>"3", "full-text"=>"2", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"1"}
- {"unique-ip"=>"7", "full-text"=>"5", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"3"}
- {"unique-ip"=>"5", "full-text"=>"5", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"1"}
- {"unique-ip"=>"6", "full-text"=>"5", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
- {"unique-ip"=>"10", "full-text"=>"11", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"9"}
- {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"4"}
- {"unique-ip"=>"5", "full-text"=>"5", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2018", "month"=>"5"}
- {"unique-ip"=>"7", "full-text"=>"7", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
- {"unique-ip"=>"10", "full-text"=>"8", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
- {"unique-ip"=>"10", "full-text"=>"9", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
- {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
- {"unique-ip"=>"8", "full-text"=>"10", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"12"}
- {"unique-ip"=>"4", "full-text"=>"8", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2019", "month"=>"2"}
- {"unique-ip"=>"9", "full-text"=>"10", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2019", "month"=>"3"}
- {"unique-ip"=>"6", "full-text"=>"5", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"4"}
- {"unique-ip"=>"6", "full-text"=>"7", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}
- {"unique-ip"=>"5", "full-text"=>"6", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"8"}
- {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"9"}
- {"unique-ip"=>"13", "full-text"=>"10", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"10"}
- {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"12"}
- {"unique-ip"=>"8", "full-text"=>"8", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"2"}
- {"unique-ip"=>"5", "full-text"=>"6", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"3"}
- {"unique-ip"=>"10", "full-text"=>"10", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"4"}
- {"unique-ip"=>"13", "full-text"=>"10", "pdf"=>"8", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"5"}
- {"unique-ip"=>"7", "full-text"=>"5", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"6"}
- {"unique-ip"=>"7", "full-text"=>"4", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2020", "month"=>"7"}
- {"unique-ip"=>"3", "full-text"=>"1", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"8"}
- {"unique-ip"=>"6", "full-text"=>"2", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"9"}
- {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"10"}
- {"unique-ip"=>"5", "full-text"=>"5", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2020", "month"=>"11"}
- {"unique-ip"=>"6", "full-text"=>"3", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"12"}
- {"unique-ip"=>"7", "full-text"=>"8", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2021", "month"=>"1"}
Relative Metric
{"start_date"=>"2014-01-01T00:00:00Z", "end_date"=>"2014-12-31T00:00:00Z", "subject_areas"=>[{"subject_area"=>"/Biology and life sciences/Evolutionary biology", "average_usage"=>[333]}, {"subject_area"=>"/Biology and life sciences/Genetics", "average_usage"=>[306, 482]}, {"subject_area"=>"/Biology and life sciences/Organisms", "average_usage"=>[310]}, {"subject_area"=>"/Biology and life sciences/Population biology", "average_usage"=>[312, 475]}, {"subject_area"=>"/Physical sciences", "average_usage"=>[271]}, {"subject_area"=>"/Physical sciences/Mathematics", "average_usage"=>[286]}]}Loading … 

There are currently no alerts