Can Diversifying Selection Be Distinguished from History in Geographic Clines? A Population Genomic Study of Killifish (Fundulus heteroclitus)
- Publication Date
- September 26, 2012
- Journal
- PLOS ONE
- Authors
- Allan E. Strand, Larissa M. Williams, Marjorie F. Oleksiak & Erik E. Sotka
- Volume
- 7
- Issue
- 9
- Pages
- e45138
- DOI
- https://dx.plos.org/10.1371/journal.pone.0045138
- Publisher URL
- http://journals.plos.org/plosone/article?id=10.1371%2Fjournal.pone.0045138
- PubMed
- http://www.ncbi.nlm.nih.gov/pubmed/23049770
- PubMed Central
- http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3458873
- Europe PMC
- http://europepmc.org/abstract/MED/23049770
- Web of Science
- 000309517300016
- Scopus
- 84866861679
- Mendeley
- http://www.mendeley.com/research/diversifying-selection-distinguished-history-geographic-clines-population-genomic-study-killifish-fu
Loading … 

Events
Loading … 

Mendeley | Further Information
{"title"=>"Can Diversifying Selection Be Distinguished from History in Geographic Clines? A Population Genomic Study of Killifish (Fundulus heteroclitus)", "type"=>"journal", "authors"=>[{"first_name"=>"Allan E.", "last_name"=>"Strand", "scopus_author_id"=>"7004533128"}, {"first_name"=>"Larissa M.", "last_name"=>"Williams", "scopus_author_id"=>"57199194866"}, {"first_name"=>"Marjorie F.", "last_name"=>"Oleksiak", "scopus_author_id"=>"6602701773"}, {"first_name"=>"Erik E.", "last_name"=>"Sotka", "scopus_author_id"=>"6602951624"}], "year"=>2012, "source"=>"PLoS ONE", "identifiers"=>{"pmid"=>"23049770", "doi"=>"10.1371/journal.pone.0045138", "sgr"=>"84866861679", "isbn"=>"1932-6203 (Electronic)\\r1932-6203 (Linking)", "scopus"=>"2-s2.0-84866861679", "issn"=>"19326203", "pui"=>"365742257"}, "id"=>"a0f18d9d-2d6e-3c49-a5b0-3dd2991c1271", "abstract"=>"A common geographical pattern of genetic variation is the one-dimensional cline. Clines may be maintained by diversifying selection across a geographical gradient but can also reflect historical processes such as allopatry followed by secondary contact. To identify loci that may be undergoing diversifying selection, we examined the distribution of geographical variation patterns across the range of the killifish (Fundulus heteroclitus) in 310 loci, including microsatellites, allozymes, and single nucleotide polymorphisms. We employed two approaches to detect loci under strong diversifying selection. First, we developed an automated method to identify clinal variation on a per-locus basis and examined the distribution of clines to detect those that exhibited signifcantly steeper slopes. Second, we employed a classic [Formula: see text]-outlier method as a complementary approach. We also assessed performance of these techniques using simulations. Overall, latitudinal clines were detected in nearly half of all loci genotyped (i.e., all eight microsatellite loci, 12 of 16 allozyme loci and 44% of the 285 SNPs). With the exception of few outlier loci (notably mtDNA and malate dehydrogenase), the positions and slopes of Fundulus clines were statistically indistinguishable. The high frequency of latitudinal clines across the genome indicates that secondary contact plays a central role in the historical demography of this species. Our simulation results indicate that accurately detecting diversifying selection using genome scans is extremely difficult in species with a strong signal of secondary contact; neutral evolution under this history produces clines as steep as those expected under selection. Based on these results, we propose that demographic history can explain all clinal patterns observed in F. heteroclitus without invoking natural selection to either establish or maintain the pattern we observe today.", "link"=>"http://www.mendeley.com/research/diversifying-selection-distinguished-history-geographic-clines-population-genomic-study-killifish-fu", "reader_count"=>49, "reader_count_by_academic_status"=>{"Unspecified"=>2, "Professor > Associate Professor"=>6, "Librarian"=>1, "Student > Doctoral Student"=>3, "Researcher"=>12, "Student > Ph. D. Student"=>11, "Other"=>2, "Student > Master"=>4, "Lecturer"=>1, "Professor"=>6, "Student > Bachelor"=>1}, "reader_count_by_user_role"=>{"Unspecified"=>2, "Professor > Associate Professor"=>6, "Librarian"=>1, "Student > Doctoral Student"=>3, "Researcher"=>12, "Student > Ph. D. Student"=>11, "Other"=>2, "Student > Master"=>4, "Lecturer"=>1, "Professor"=>6, "Student > Bachelor"=>1}, "reader_count_by_subject_area"=>{"Unspecified"=>2, "Environmental Science"=>3, "Biochemistry, Genetics and Molecular Biology"=>2, "Agricultural and Biological Sciences"=>38, "Medicine and Dentistry"=>1, "Neuroscience"=>1, "Earth and Planetary Sciences"=>1, "Economics, Econometrics and Finance"=>1}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>1}, "Neuroscience"=>{"Neuroscience"=>1}, "Earth and Planetary Sciences"=>{"Earth and Planetary Sciences"=>1}, "Economics, Econometrics and Finance"=>{"Economics, Econometrics and Finance"=>1}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>38}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>2}, "Unspecified"=>{"Unspecified"=>2}, "Environmental Science"=>{"Environmental Science"=>3}}, "reader_count_by_country"=>{"United States"=>5, "Japan"=>1, "Brazil"=>1, "United Kingdom"=>1, "Italy"=>1, "Portugal"=>1, "Germany"=>1}, "group_count"=>6}CrossRef
- http://doi.org/10.1093/jhered/esu016
- http://doi.org/10.1146/annurev-ecolsys-110512-135758
- http://doi.org/10.1002/ece3.1046
- http://doi.org/10.1111/gcb.14386
- http://doi.org/10.1002/evl3.189
- http://doi.org/10.1038/hdy.2013.117
- http://doi.org/10.1111/mec.15244
- http://doi.org/10.1111/eva.12415
- http://doi.org/10.1111/mec.12543
- http://doi.org/10.1007/s10682-017-9915-2
- http://doi.org/10.1111/mec.14494
- http://doi.org/10.1111/jeb.13055
- http://doi.org/10.1093/icb/icy013
- http://doi.org/10.1093/jhered/esu034
- http://doi.org/10.1186/s12863-020-00839-1
- http://doi.org/10.1093/icb/icz124
- http://doi.org/10.1098/rsos.150285
- http://doi.org/10.1111/mec.13945
- http://doi.org/10.1111/mec.13848
- http://doi.org/10.1002/ece3.1064
- http://doi.org/10.1002/ece3.2324
- http://doi.org/10.7717/peerj.5325
Scopus | Further Information
{"@_fa"=>"true", "link"=>[{"@_fa"=>"true", "@ref"=>"self", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84866861679"}, {"@_fa"=>"true", "@ref"=>"author-affiliation", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84866861679?field=author,affiliation"}, {"@_fa"=>"true", "@ref"=>"scopus", "@href"=>"https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84866861679&origin=inward"}, {"@_fa"=>"true", "@ref"=>"scopus-citedby", "@href"=>"https://www.scopus.com/inward/citedby.uri?partnerID=HzOxMe3b&scp=84866861679&origin=inward"}], "prism:url"=>"https://api.elsevier.com/content/abstract/scopus_id/84866861679", "dc:identifier"=>"SCOPUS_ID:84866861679", "eid"=>"2-s2.0-84866861679", "dc:title"=>"Can Diversifying Selection Be Distinguished from History in Geographic Clines? A Population Genomic Study of Killifish (Fundulus heteroclitus)", "dc:creator"=>"Strand A.E.", "prism:publicationName"=>"PLoS ONE", "prism:eIssn"=>"19326203", "prism:volume"=>"7", "prism:issueIdentifier"=>"9", "prism:pageRange"=>nil, "prism:coverDate"=>"2012-09-26", "prism:coverDisplayDate"=>"26 September 2012", "prism:doi"=>"10.1371/journal.pone.0045138", "citedby-count"=>"23", "affiliation"=>[{"@_fa"=>"true", "affilname"=>"College of Charleston", "affiliation-city"=>"Charleston", "affiliation-country"=>"United States"}], "pubmed-id"=>"23049770", "prism:aggregationType"=>"Journal", "subtype"=>"ar", "subtypeDescription"=>"Article", "article-number"=>"e45138", "source-id"=>"10600153309", "openaccess"=>"1", "openaccessFlag"=>true, "freetoread"=>{"value"=>[{"$"=>"all"}, {"$"=>"publisherfullgold"}, {"$"=>"repository"}, {"$"=>"repositoryvor"}, {"$"=>"repositoryam"}]}, "freetoreadLabel"=>{"value"=>[{"$"=>"All Open Access"}, {"$"=>"Gold"}, {"$"=>"Green"}]}}- {"url"=>"http%3A%2F%2Fjournals.plos.org%2Fplosone%2Farticle%3Fid%3D10.1371%252Fjournal.pone.0045138", "share_count"=>0, "like_count"=>0, "comment_count"=>0, "click_count"=>0, "total_count"=>0}
Counter
- {"month"=>"9", "year"=>"2012", "pdf_views"=>"24", "xml_views"=>"6", "html_views"=>"167"}
- {"month"=>"10", "year"=>"2012", "pdf_views"=>"63", "xml_views"=>"1", "html_views"=>"184"}
- {"month"=>"11", "year"=>"2012", "pdf_views"=>"29", "xml_views"=>"1", "html_views"=>"65"}
- {"month"=>"12", "year"=>"2012", "pdf_views"=>"18", "xml_views"=>"0", "html_views"=>"43"}
- {"month"=>"1", "year"=>"2013", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"46"}
- {"month"=>"2", "year"=>"2013", "pdf_views"=>"11", "xml_views"=>"1", "html_views"=>"37"}
- {"month"=>"3", "year"=>"2013", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"40"}
- {"month"=>"4", "year"=>"2013", "pdf_views"=>"13", "xml_views"=>"1", "html_views"=>"32"}
- {"month"=>"5", "year"=>"2013", "pdf_views"=>"6", "xml_views"=>"1", "html_views"=>"29"}
- {"month"=>"6", "year"=>"2013", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"22"}
- {"month"=>"7", "year"=>"2013", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"33"}
- {"month"=>"8", "year"=>"2013", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"19"}
- {"month"=>"9", "year"=>"2013", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"30"}
- {"month"=>"10", "year"=>"2013", "pdf_views"=>"17", "xml_views"=>"2", "html_views"=>"92"}
- {"month"=>"11", "year"=>"2013", "pdf_views"=>"14", "xml_views"=>"2", "html_views"=>"57"}
- {"month"=>"12", "year"=>"2013", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"24"}
- {"month"=>"1", "year"=>"2014", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"24"}
- {"month"=>"2", "year"=>"2014", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"31"}
- {"month"=>"3", "year"=>"2014", "pdf_views"=>"3", "xml_views"=>"2", "html_views"=>"23"}
- {"month"=>"4", "year"=>"2014", "pdf_views"=>"5", "xml_views"=>"1", "html_views"=>"21"}
- {"month"=>"5", "year"=>"2014", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"14"}
- {"month"=>"6", "year"=>"2014", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"29"}
- {"month"=>"7", "year"=>"2014", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"43"}
- {"month"=>"8", "year"=>"2014", "pdf_views"=>"1", "xml_views"=>"2", "html_views"=>"8"}
- {"month"=>"9", "year"=>"2014", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"19"}
- {"month"=>"10", "year"=>"2014", "pdf_views"=>"1", "xml_views"=>"1", "html_views"=>"18"}
- {"month"=>"11", "year"=>"2014", "pdf_views"=>"4", "xml_views"=>"2", "html_views"=>"14"}
- {"month"=>"12", "year"=>"2014", "pdf_views"=>"2", "xml_views"=>"1", "html_views"=>"16"}
- {"month"=>"1", "year"=>"2015", "pdf_views"=>"6", "xml_views"=>"1", "html_views"=>"35"}
- {"month"=>"2", "year"=>"2015", "pdf_views"=>"0", "xml_views"=>"0", "html_views"=>"23"}
- {"month"=>"3", "year"=>"2015", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"23"}
- {"month"=>"4", "year"=>"2015", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"33"}
- {"month"=>"5", "year"=>"2015", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"19"}
- {"month"=>"6", "year"=>"2015", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"9"}
- {"month"=>"7", "year"=>"2015", "pdf_views"=>"0", "xml_views"=>"0", "html_views"=>"11"}
- {"month"=>"8", "year"=>"2015", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"14"}
- {"month"=>"9", "year"=>"2015", "pdf_views"=>"0", "xml_views"=>"0", "html_views"=>"15"}
- {"month"=>"10", "year"=>"2015", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"24"}
- {"month"=>"11", "year"=>"2015", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"17"}
- {"month"=>"12", "year"=>"2015", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"19"}
- {"month"=>"1", "year"=>"2016", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"15"}
- {"month"=>"2", "year"=>"2016", "pdf_views"=>"0", "xml_views"=>"0", "html_views"=>"12"}
- {"month"=>"3", "year"=>"2016", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"27"}
- {"month"=>"4", "year"=>"2016", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"27"}
- {"month"=>"5", "year"=>"2016", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"15"}
- {"month"=>"6", "year"=>"2016", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"18"}
- {"month"=>"7", "year"=>"2016", "pdf_views"=>"0", "xml_views"=>"0", "html_views"=>"17"}
- {"month"=>"8", "year"=>"2016", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"13"}
- {"month"=>"9", "year"=>"2016", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"30"}
- {"month"=>"10", "year"=>"2016", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"17"}
- {"month"=>"11", "year"=>"2016", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"15"}
- {"month"=>"12", "year"=>"2016", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"24"}
- {"month"=>"1", "year"=>"2017", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"25"}
- {"month"=>"2", "year"=>"2017", "pdf_views"=>"0", "xml_views"=>"0", "html_views"=>"16"}
- {"month"=>"3", "year"=>"2017", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"15"}
- {"month"=>"4", "year"=>"2017", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"16"}
- {"month"=>"5", "year"=>"2017", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"18"}
- {"month"=>"6", "year"=>"2017", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"20"}
- {"month"=>"7", "year"=>"2017", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"13"}
- {"month"=>"8", "year"=>"2017", "pdf_views"=>"41", "xml_views"=>"1", "html_views"=>"25"}
- {"month"=>"9", "year"=>"2017", "pdf_views"=>"5", "xml_views"=>"1", "html_views"=>"13"}
- {"month"=>"10", "year"=>"2017", "pdf_views"=>"6", "xml_views"=>"1", "html_views"=>"18"}
- {"month"=>"11", "year"=>"2017", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"52"}
- {"month"=>"12", "year"=>"2017", "pdf_views"=>"2", "xml_views"=>"1", "html_views"=>"12"}
- {"month"=>"1", "year"=>"2018", "pdf_views"=>"3", "xml_views"=>"2", "html_views"=>"12"}
- {"month"=>"2", "year"=>"2018", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"1"}
- {"month"=>"3", "year"=>"2018", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"5"}
- {"month"=>"4", "year"=>"2018", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"6"}
- {"month"=>"5", "year"=>"2018", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"8"}
- {"month"=>"6", "year"=>"2018", "pdf_views"=>"5", "xml_views"=>"2", "html_views"=>"2"}
- {"month"=>"7", "year"=>"2018", "pdf_views"=>"2", "xml_views"=>"3", "html_views"=>"1"}
- {"month"=>"8", "year"=>"2018", "pdf_views"=>"5", "xml_views"=>"1", "html_views"=>"5"}
- {"month"=>"9", "year"=>"2018", "pdf_views"=>"7", "xml_views"=>"1", "html_views"=>"1"}
- {"month"=>"10", "year"=>"2018", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"5"}
- {"month"=>"11", "year"=>"2018", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"5"}
- {"month"=>"12", "year"=>"2018", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"9"}
- {"month"=>"1", "year"=>"2019", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"3"}
- {"month"=>"2", "year"=>"2019", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"8"}
- {"month"=>"3", "year"=>"2019", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"3"}
- {"month"=>"4", "year"=>"2019", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"0"}
- {"month"=>"5", "year"=>"2019", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"3"}
- {"month"=>"6", "year"=>"2019", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"2"}
- {"month"=>"7", "year"=>"2019", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"1"}
- {"month"=>"8", "year"=>"2019", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"2"}
- {"month"=>"9", "year"=>"2019", "pdf_views"=>"0", "xml_views"=>"0", "html_views"=>"6"}
- {"month"=>"10", "year"=>"2019", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"6"}
- {"month"=>"11", "year"=>"2019", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"7"}
- {"month"=>"12", "year"=>"2019", "pdf_views"=>"9", "xml_views"=>"1", "html_views"=>"3"}
- {"month"=>"1", "year"=>"2020", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"3"}
- {"month"=>"2", "year"=>"2020", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"6"}
- {"month"=>"3", "year"=>"2020", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"2"}
- {"month"=>"4", "year"=>"2020", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"0"}
- {"month"=>"5", "year"=>"2020", "pdf_views"=>"6", "xml_views"=>"1", "html_views"=>"6"}
- {"month"=>"6", "year"=>"2020", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"6"}
- {"month"=>"7", "year"=>"2020", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"7"}
- {"month"=>"8", "year"=>"2020", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"6"}
- {"month"=>"9", "year"=>"2020", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"7"}
- {"month"=>"10", "year"=>"2020", "pdf_views"=>"24", "xml_views"=>"1", "html_views"=>"14"}
- {"month"=>"11", "year"=>"2020", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"3"}
- {"month"=>"12", "year"=>"2020", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"5"}
- {"month"=>"1", "year"=>"2021", "pdf_views"=>"0", "xml_views"=>"0", "html_views"=>"5"}
- {"month"=>"2", "year"=>"2021", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"6"}
- {"month"=>"3", "year"=>"2021", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"0"}
PMC Usage Stats | Further Information
- {"unique-ip"=>"8", "full-text"=>"5", "pdf"=>"5", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"3", "cited-by"=>"0", "year"=>"2012", "month"=>"10"}
- {"unique-ip"=>"5", "full-text"=>"4", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"12"}
- {"unique-ip"=>"7", "full-text"=>"9", "pdf"=>"1", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2013", "month"=>"1"}
- {"unique-ip"=>"3", "full-text"=>"4", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"3"}
- {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"2"}
- {"unique-ip"=>"8", "full-text"=>"7", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"4"}
- {"unique-ip"=>"10", "full-text"=>"6", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"11"}
- {"unique-ip"=>"11", "full-text"=>"6", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"5"}
- {"unique-ip"=>"4", "full-text"=>"1", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"6"}
- {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"7"}
- {"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"=>"2013", "month"=>"8"}
- {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"9"}
- {"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"=>"2013", "month"=>"10"}
- {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"11"}
- {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"1"}
- {"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"=>"2014", "month"=>"2"}
- {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"3"}
- {"unique-ip"=>"1", "full-text"=>"0", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"5"}
- {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"6"}
- {"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"=>"2014", "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"=>"2015", "month"=>"4"}
- {"unique-ip"=>"8", "full-text"=>"6", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2015", "month"=>"5"}
- {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"7"}
- {"unique-ip"=>"7", "full-text"=>"5", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"3"}
- {"unique-ip"=>"4", "full-text"=>"6", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"2"}
- {"unique-ip"=>"4", "full-text"=>"2", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"8"}
- {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"9"}
- {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2015", "month"=>"10"}
- {"unique-ip"=>"7", "full-text"=>"4", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2014", "month"=>"7"}
- {"unique-ip"=>"6", "full-text"=>"1", "pdf"=>"2", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"8"}
- {"unique-ip"=>"8", "full-text"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2014", "month"=>"9"}
- {"unique-ip"=>"7", "full-text"=>"5", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"10"}
- {"unique-ip"=>"1", "full-text"=>"0", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
- {"unique-ip"=>"6", "full-text"=>"4", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"11"}
- {"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"=>"2014", "month"=>"12"}
- {"unique-ip"=>"3", "full-text"=>"1", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"1"}
- {"unique-ip"=>"6", "full-text"=>"4", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2015", "month"=>"11"}
- {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"0", "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"=>"5", "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"=>"3", "full-text"=>"1", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"4"}
- {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"5"}
- {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"7"}
- {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"8"}
- {"unique-ip"=>"5", "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"=>"3", "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"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
- {"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"=>"12"}
- {"unique-ip"=>"3", "full-text"=>"1", "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"=>"5", "full-text"=>"9", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"2"}
- {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
- {"unique-ip"=>"4", "full-text"=>"3", "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"=>"4", "full-text"=>"3", "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"=>"2", "full-text"=>"1", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
- {"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"=>"1"}
- {"unique-ip"=>"4", "full-text"=>"7", "pdf"=>"0", "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"=>"6"}
- {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
- {"unique-ip"=>"5", "full-text"=>"2", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
- {"unique-ip"=>"1", "full-text"=>"2", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
- {"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"=>"3", "full-text"=>"2", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"3", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
- {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"2"}
- {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2019", "month"=>"3"}
- {"unique-ip"=>"3", "full-text"=>"4", "pdf"=>"0", "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"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}
- {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"8"}
- {"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"=>"9"}
- {"unique-ip"=>"26", "full-text"=>"34", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"10"}
- {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"12"}
- {"unique-ip"=>"5", "full-text"=>"5", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"2"}
- {"unique-ip"=>"4", "full-text"=>"3", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"3"}
- {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"4"}
- {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"5"}
- {"unique-ip"=>"9", "full-text"=>"7", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"6"}
- {"unique-ip"=>"1", "full-text"=>"0", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"3", "cited-by"=>"0", "year"=>"2020", "month"=>"7"}
- {"unique-ip"=>"9", "full-text"=>"2", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"10"}
- {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"11"}
- {"unique-ip"=>"4", "full-text"=>"2", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"12"}
- {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2021", "month"=>"1"}
Relative Metric
{"start_date"=>"2012-01-01T00:00:00Z", "end_date"=>"2012-12-31T00:00:00Z", "subject_areas"=>[{"subject_area"=>"/Biology and life sciences", "average_usage"=>[322, 550, 671, 773, 864, 955, 1048, 1135, 1223, 1308, 1387, 1465, 1534, 1602, 1673, 1744, 1813, 1885, 1955, 2026, 2093, 2160, 2228, 2290, 2349]}, {"subject_area"=>"/Biology and life sciences/Biogeography", "average_usage"=>[377, 552, 671, 783, 871, 942, 1033, 1115, 1218, 1343, 1406, 1487, 1566, 1634, 1696, 1789, 1881, 1958, 2045, 2113, 2172, 2232, 2321, 2410, 2473]}, {"subject_area"=>"/Biology and life sciences/Computational biology", "average_usage"=>[375, 629, 760, 889, 1000, 1110, 1203, 1298, 1399, 1492, 1603, 1699, 1774, 1855, 1918, 1998, 2062, 2152, 2227, 2312, 2378, 2461, 2528, 2600, 2664]}, {"subject_area"=>"/Biology and life sciences/Evolutionary biology", "average_usage"=>[366, 574, 695, 795, 885, 973, 1063, 1148, 1233, 1319, 1389, 1459, 1533, 1611, 1685, 1754, 1820, 1882, 1937, 2001, 2071, 2129, 2219, 2273, 2335]}, {"subject_area"=>"/Biology and life sciences/Genetics", "average_usage"=>[333, 576, 707, 814, 908, 1004, 1104, 1197, 1280, 1370, 1449, 1531, 1603, 1673, 1742, 1817, 1886, 1954, 2025, 2098, 2171, 2234, 2304, 2365, 2431]}, {"subject_area"=>"/Biology and life sciences/Population biology", "average_usage"=>[338, 547, 650, 728, 816, 891, 977, 1061, 1140, 1214, 1304, 1372, 1433, 1495, 1560, 1614, 1675, 1738, 1800, 1859, 1914, 1967, 2018, 2078, 2134]}, {"subject_area"=>"/Earth sciences/Geography", "average_usage"=>[335, 517, 611, 697, 777, 866, 931, 1004, 1074, 1183, 1251, 1324, 1396, 1474, 1553, 1608, 1670, 1744, 1819, 1875, 1930, 2011, 2092, 2162, 2218]}, {"subject_area"=>"/Ecology and environmental sciences/Biogeography", "average_usage"=>[366, 546, 656, 734, 830, 901, 986, 1076, 1161, 1245, 1325, 1404, 1474, 1538, 1609, 1670, 1740, 1818, 1889, 1954, 2030, 2090, 2147, 2218, 2304]}, {"subject_area"=>"/People and places", "average_usage"=>[330, 562, 680, 783, 875, 964, 1062, 1152, 1240, 1327, 1406, 1483, 1561, 1632, 1701, 1770, 1849, 1922, 1993, 2059, 2131, 2197, 2271, 2335, 2403]}]}Loading … 

There are currently no alerts