Comparative Analysis of Kabuli Chickpea Transcriptome with Desi and Wild Chickpea Provides a Rich Resource for Development of Functional Markers
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{"title"=>"Comparative Analysis of Kabuli Chickpea Transcriptome with Desi and Wild Chickpea Provides a Rich Resource for Development of Functional Markers", "type"=>"journal", "authors"=>[{"first_name"=>"Gaurav", "last_name"=>"Agarwal", "scopus_author_id"=>"55538963400"}, {"first_name"=>"Shalu", "last_name"=>"Jhanwar", "scopus_author_id"=>"37052210500"}, {"first_name"=>"Pushp", "last_name"=>"Priya", "scopus_author_id"=>"48662538600"}, {"first_name"=>"Vikash K.", "last_name"=>"Singh", "scopus_author_id"=>"55261492400"}, {"first_name"=>"Maneesha S.", "last_name"=>"Saxena", "scopus_author_id"=>"55539132000"}, {"first_name"=>"Swarup K.", "last_name"=>"Parida", "scopus_author_id"=>"12767590600"}, {"first_name"=>"Rohini", "last_name"=>"Garg", "scopus_author_id"=>"56224976200"}, {"first_name"=>"Akhilesh K.", "last_name"=>"Tyagi", "scopus_author_id"=>"7202520267"}, {"first_name"=>"Mukesh", "last_name"=>"Jain", "scopus_author_id"=>"55584797098"}], "year"=>2012, "source"=>"PLoS ONE", "identifiers"=>{"scopus"=>"2-s2.0-84871643573", "pmid"=>"23300670", "sgr"=>"84871643573", "doi"=>"10.1371/journal.pone.0052443", "isbn"=>"1932-6203 (Electronic)\\r1932-6203 (Linking)", "issn"=>"19326203", "pui"=>"368005934"}, "id"=>"e969a5a4-3eba-350e-a307-758768112f1b", "abstract"=>"Chickpea (Cicer arietinum L.) is an important crop legume plant with high nutritional value. The transcriptomes of desi and wild chickpea have already been sequenced. In this study, we sequenced the transcriptome of kabuli chickpea, C. arietinum (genotype ICCV2), having higher commercial value, using GS-FLX Roche 454 and Illumina technologies. The assemblies of both Roche 454 and Illumina datasets were optimized using various assembly programs and parameters. The final optimized hybrid assembly generated 43,389 transcripts with an average length of 1065 bp and N50 length of 1653 bp representing 46.2 Mb of kabuli chickpea transcriptome. We identified a total of 5409 simple sequence repeats (SSRs) in these transcript sequences. Among these, at least 130 and 493 SSRs were polymorphic with desi (ICC4958) and wild (PI489777) chickpea, respectively. In addition, a total of 1986 and 37,954 single nucleotide polymorphisms (SNPs) were predicted in kabuli/desi and kabuli/wild genotypes, respectively. The SNP frequency was 0.043 SNP per kb for kabuli/desi and 0.821 SNP per kb for kabuli/wild, reflecting very low genetic diversity in chickpea. Further, SSRs and SNPs present in tissue-specific and transcription factor encoding transcripts have been identified. The experimental validation of a selected set of polymorphic SSRs and SNPs exhibited high intra-specific polymorphism potential between desi and kabuli chickpea, suggesting their utility in large-scale genotyping applications. The kabuli chickpea gene index assembled, and SSRs and SNPs identified in this study will serve as useful genomic resource for genetic improvement of chickpea.", "link"=>"http://www.mendeley.com/research/comparative-analysis-kabuli-chickpea-transcriptome-desi-wild-chickpea-provides-rich-resource-develop", "reader_count"=>47, "reader_count_by_academic_status"=>{"Unspecified"=>2, "Professor > Associate Professor"=>2, "Student > Doctoral Student"=>3, "Researcher"=>7, "Student > Ph. D. Student"=>18, "Student > Postgraduate"=>4, "Student > Master"=>8, "Professor"=>2, "Lecturer > Senior Lecturer"=>1}, "reader_count_by_user_role"=>{"Unspecified"=>2, "Professor > Associate Professor"=>2, "Student > Doctoral Student"=>3, "Researcher"=>7, "Student > Ph. D. Student"=>18, "Student > Postgraduate"=>4, "Student > Master"=>8, "Professor"=>2, "Lecturer > Senior Lecturer"=>1}, "reader_count_by_subject_area"=>{"Unspecified"=>4, "Engineering"=>2, "Biochemistry, Genetics and Molecular Biology"=>2, "Agricultural and Biological Sciences"=>36, "Social Sciences"=>1, "Computer Science"=>2}, "reader_count_by_subdiscipline"=>{"Engineering"=>{"Engineering"=>2}, "Social Sciences"=>{"Social Sciences"=>1}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>36}, "Computer Science"=>{"Computer Science"=>2}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>2}, "Unspecified"=>{"Unspecified"=>4}}, "reader_count_by_country"=>{"Brazil"=>1, "Australia"=>1}, "group_count"=>1}

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Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/516687"], "description"=>"<p>Data for desi and wild chickpeas are from our previous studies <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0052443#pone.0052443-Garg2\" target=\"_blank\">[5]</a>, <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0052443#pone.0052443-Jhanwar1\" target=\"_blank\">[6]</a>.</p>", "links"=>[], "tags"=>["transcripts", "chickpea", "types", "categories", "molecular", "cellular"], "article_id"=>187164, "categories"=>["Biological Sciences", "Plant Biology"], "users"=>["Gaurav Agarwal", "Shalu Jhanwar", "Pushp Priya", "Vikash K. Singh", "Maneesha S. Saxena", "Swarup K. Parida", "Rohini Garg", "Akhilesh K. Tyagi", "Mukesh Jain"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0052443.g001", "stats"=>{"downloads"=>1, "page_views"=>3, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_GOSlim_term_assignment_to_the_transcripts_of_three_chickpea_types_in_different_categories_of_biological_process_molecular_function_and_cellular_component_/187164", "title"=>"GOSlim term assignment to the transcripts of three chickpea types in different categories of biological process, molecular function and cellular component.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2012-12-27 01:59:24"}
  • {"files"=>["https://ndownloader.figshare.com/files/516884"], "description"=>"<p>Number of polymorphic SSRs in kabuli/desi (A) and kabuli/wild (B) chickpea representing different repeat types are shown.</p>", "links"=>[], "tags"=>["polymorphic", "ssr"], "article_id"=>187373, "categories"=>["Biological Sciences", "Plant Biology"], "users"=>["Gaurav Agarwal", "Shalu Jhanwar", "Pushp Priya", "Vikash K. Singh", "Maneesha S. Saxena", "Swarup K. Parida", "Rohini Garg", "Akhilesh K. Tyagi", "Mukesh Jain"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0052443.g003", "stats"=>{"downloads"=>2, "page_views"=>2, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Frequency_of_different_polymorphic_SSR_types_/187373", "title"=>"Frequency of different polymorphic SSR types.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2012-12-27 02:02:53"}
  • {"files"=>["https://ndownloader.figshare.com/files/280409", "https://ndownloader.figshare.com/files/280464", "https://ndownloader.figshare.com/files/280525", "https://ndownloader.figshare.com/files/280574", "https://ndownloader.figshare.com/files/280614", "https://ndownloader.figshare.com/files/280648", "https://ndownloader.figshare.com/files/280693", "https://ndownloader.figshare.com/files/280730", "https://ndownloader.figshare.com/files/280777", "https://ndownloader.figshare.com/files/280824", "https://ndownloader.figshare.com/files/280864", "https://ndownloader.figshare.com/files/280914", "https://ndownloader.figshare.com/files/280988", "https://ndownloader.figshare.com/files/281041", "https://ndownloader.figshare.com/files/281082", "https://ndownloader.figshare.com/files/281162", "https://ndownloader.figshare.com/files/281342", "https://ndownloader.figshare.com/files/281430", "https://ndownloader.figshare.com/files/281636", "https://ndownloader.figshare.com/files/281850", "https://ndownloader.figshare.com/files/282102", "https://ndownloader.figshare.com/files/282172"], "description"=>"<div><p>Chickpea (<em>Cicer arietinum</em> L.) is an important crop legume plant with high nutritional value. The transcriptomes of desi and wild chickpea have already been sequenced. In this study, we sequenced the transcriptome of kabuli chickpea, <em>C. arietinum</em> (genotype ICCV2), having higher commercial value, using GS-FLX Roche 454 and Illumina technologies. The assemblies of both Roche 454 and Illumina datasets were optimized using various assembly programs and parameters. The final optimized hybrid assembly generated 43,389 transcripts with an average length of 1065 bp and N50 length of 1653 bp representing 46.2 Mb of kabuli chickpea transcriptome. We identified a total of 5409 simple sequence repeats (SSRs) in these transcript sequences. Among these, at least 130 and 493 SSRs were polymorphic with desi (ICC4958) and wild (PI489777) chickpea, respectively. In addition, a total of 1986 and 37,954 single nucleotide polymorphisms (SNPs) were predicted in kabuli/desi and kabuli/wild genotypes, respectively. The SNP frequency was 0.043 SNP per kb for kabuli/desi and 0.821 SNP per kb for kabuli/wild, reflecting very low genetic diversity in chickpea. Further, SSRs and SNPs present in tissue-specific and transcription factor encoding transcripts have been identified. The experimental validation of a selected set of polymorphic SSRs and SNPs exhibited high intra-specific polymorphism potential between desi and kabuli chickpea, suggesting their utility in large-scale genotyping applications. The kabuli chickpea gene index assembled, and SSRs and SNPs identified in this study will serve as useful genomic resource for genetic improvement of chickpea.</p> </div>", "links"=>[], "tags"=>["comparative", "kabuli", "chickpea", "transcriptome", "desi", "provides", "markers"], "article_id"=>115291, "categories"=>["Biological Sciences", "Cell Biology"], "users"=>["Gaurav Agarwal", "Shalu Jhanwar", "Pushp Priya", "Vikash K. Singh", "Maneesha S. Saxena", "Swarup K. Parida", "Rohini Garg", "Akhilesh K. Tyagi", "Mukesh Jain"], "doi"=>["https://dx.doi.org/10.1371/journal.pone.0052443.s001", "https://dx.doi.org/10.1371/journal.pone.0052443.s002", "https://dx.doi.org/10.1371/journal.pone.0052443.s003", "https://dx.doi.org/10.1371/journal.pone.0052443.s004", "https://dx.doi.org/10.1371/journal.pone.0052443.s005", "https://dx.doi.org/10.1371/journal.pone.0052443.s006", "https://dx.doi.org/10.1371/journal.pone.0052443.s007", "https://dx.doi.org/10.1371/journal.pone.0052443.s008", "https://dx.doi.org/10.1371/journal.pone.0052443.s009", "https://dx.doi.org/10.1371/journal.pone.0052443.s011", "https://dx.doi.org/10.1371/journal.pone.0052443.s012", "https://dx.doi.org/10.1371/journal.pone.0052443.s013", "https://dx.doi.org/10.1371/journal.pone.0052443.s014", "https://dx.doi.org/10.1371/journal.pone.0052443.s015", "https://dx.doi.org/10.1371/journal.pone.0052443.s016", "https://dx.doi.org/10.1371/journal.pone.0052443.s017", "https://dx.doi.org/10.1371/journal.pone.0052443.s018", "https://dx.doi.org/10.1371/journal.pone.0052443.s019", "https://dx.doi.org/10.1371/journal.pone.0052443.s020", "https://dx.doi.org/10.1371/journal.pone.0052443.s021", "https://dx.doi.org/10.1371/journal.pone.0052443.s022", "https://dx.doi.org/10.1371/journal.pone.0052443.s023"], "stats"=>{"downloads"=>27, "page_views"=>10, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/Comparative_Analysis_of_Kabuli_Chickpea_Transcriptome_with_Desi_and_Wild_Chickpea_Provides_a_Rich_Resource_for_Development_of_Functional_Markers__/115291", "title"=>"Comparative Analysis of Kabuli Chickpea Transcriptome with Desi and Wild Chickpea Provides a Rich Resource for Development of Functional Markers", "pos_in_sequence"=>0, "defined_type"=>4, "published_date"=>"2012-12-27 01:28:11"}
  • {"files"=>["https://ndownloader.figshare.com/files/516801"], "description"=>"<p>(A) Distribution of total number of SSRs identified in kabuli chickpea in different classes. (B) Distribution of polymorphic SSRs identified in kabuli/desi and kabuli/wild chickpea. (C) Frequency difference of different classes of polymorphic SSRs identified in kabuli/desi and kabuli/wild chickpea.</p>", "links"=>[], "tags"=>["desi", "chickpea"], "article_id"=>187291, "categories"=>["Biological Sciences", "Plant Biology"], "users"=>["Gaurav Agarwal", "Shalu Jhanwar", "Pushp Priya", "Vikash K. Singh", "Maneesha S. Saxena", "Swarup K. Parida", "Rohini Garg", "Akhilesh K. Tyagi", "Mukesh Jain"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0052443.g002", "stats"=>{"downloads"=>1, "page_views"=>5, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_SSR_distribution_in_kabuli_desi_and_wild_chickpea_types_/187291", "title"=>"SSR distribution in kabuli, desi and wild chickpea types.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2012-12-27 02:01:31"}
  • {"files"=>["https://ndownloader.figshare.com/files/517520"], "description"=>"1<p>Contigs showing significant hit (<i>E</i>-value ≤1e−5) with soybean proteins.</p>2<p>Unique soybean proteins to which contigs show significant hit (<i>E</i>-value ≤1e−5).</p>3<p>Unique soybean proteins to which contigs show ≥80% coverage.</p>", "links"=>[], "tags"=>["hybrid", "ilumina", "roche", "454", "kabuli"], "article_id"=>188006, "categories"=>["Biological Sciences", "Plant Biology"], "users"=>["Gaurav Agarwal", "Shalu Jhanwar", "Pushp Priya", "Vikash K. Singh", "Maneesha S. Saxena", "Swarup K. Parida", "Rohini Garg", "Akhilesh K. Tyagi", "Mukesh Jain"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0052443.t002", "stats"=>{"downloads"=>2, "page_views"=>8, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Statistics_validation_of_hybrid_assembly_of_Ilumina_and_Roche_454_data_of_kabuli_chickpea_/188006", "title"=>"Statistics/validation of hybrid assembly of Ilumina and Roche 454 data of kabuli chickpea.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2012-12-27 02:13:26"}
  • {"files"=>["https://ndownloader.figshare.com/files/517591"], "description"=>"1<p>Number of transcripts containing at least one SNP.</p>2<p>Length (in kb) of transcriptome containing one SNP.</p>3<p>Number of SNPs present per kb.</p>", "links"=>[], "tags"=>["chickpea"], "article_id"=>188084, "categories"=>["Biological Sciences", "Plant Biology"], "users"=>["Gaurav Agarwal", "Shalu Jhanwar", "Pushp Priya", "Vikash K. Singh", "Maneesha S. Saxena", "Swarup K. Parida", "Rohini Garg", "Akhilesh K. Tyagi", "Mukesh Jain"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0052443.t004", "stats"=>{"downloads"=>0, "page_views"=>1, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_SNP_frequency_among_different_chickpea_genotypes_/188084", "title"=>"SNP frequency among different chickpea genotypes.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2012-12-27 02:14:44"}
  • {"files"=>["https://ndownloader.figshare.com/files/517558"], "description"=>"<p>Average repeat length and unit size of different SSR-types in three chickpea genotypes.</p>", "links"=>[], "tags"=>["ssr-types", "chickpea"], "article_id"=>188049, "categories"=>["Biological Sciences", "Plant Biology"], "users"=>["Gaurav Agarwal", "Shalu Jhanwar", "Pushp Priya", "Vikash K. Singh", "Maneesha S. Saxena", "Swarup K. Parida", "Rohini Garg", "Akhilesh K. Tyagi", "Mukesh Jain"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0052443.t003", "stats"=>{"downloads"=>1, "page_views"=>6, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Average_repeat_length_and_unit_size_of_different_SSR_types_in_three_chickpea_genotypes_/188049", "title"=>"Average repeat length and unit size of different SSR-types in three chickpea genotypes.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2012-12-27 02:14:09"}
  • {"files"=>["https://ndownloader.figshare.com/files/517204"], "description"=>"<p>(A) Experimental validation of polymorphic SSRs. Representative gels showing PCR amplification of polymorphic SSRs validating the length polymorphism between three chickpea genotypes, kabuli (1), desi (2) and wild (3) as expected. The PCR amplicons were resolved in 3.5% MetaPhor agarose gel. (B) Large-scale validation and polymorphism potential of selected SSRs in kabuli and desi genotypes. Representative gels showing PCR amplification of selected SSRs validating the length polymorphism in various chickpea genotypes (as indicated on the top of each lane). The PCR amplicons were resolved in 3.5% MetaPhor agarose gel. (C) Experimental validation of polymorphic SNPs by allele-specific PCR genotyping assay. Representative gels showing allele-specific fragment length variations of SNPs validating the polymorphism between kabuli (1) and desi (2) as expected. The PCR amplicons were resolved in 2.5% MetaPhor agarose gel. M, 50 bp DNA ladder as size standard.</p>", "links"=>[], "tags"=>["validation", "polymorphic", "ssrs"], "article_id"=>187696, "categories"=>["Biological Sciences", "Plant Biology"], "users"=>["Gaurav Agarwal", "Shalu Jhanwar", "Pushp Priya", "Vikash K. Singh", "Maneesha S. Saxena", "Swarup K. Parida", "Rohini Garg", "Akhilesh K. Tyagi", "Mukesh Jain"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0052443.g006", "stats"=>{"downloads"=>4, "page_views"=>13, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Experimental_validation_of_in_silico_identified_polymorphic_SSRs_and_SNPs_/187696", "title"=>"Experimental validation of <i>in silico</i> identified polymorphic SSRs and SNPs.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2012-12-27 02:08:16"}
  • {"files"=>["https://ndownloader.figshare.com/files/516980"], "description"=>"<p>(A) The total number of transcripts (primary axis) and SNPs (secondary axis) having different SNP frequency is given. (B) The frequency of different substitution types is shown.</p>", "links"=>[], "tags"=>["substitution", "types"], "article_id"=>187467, "categories"=>["Biological Sciences", "Plant Biology"], "users"=>["Gaurav Agarwal", "Shalu Jhanwar", "Pushp Priya", "Vikash K. Singh", "Maneesha S. Saxena", "Swarup K. Parida", "Rohini Garg", "Akhilesh K. Tyagi", "Mukesh Jain"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0052443.g004", "stats"=>{"downloads"=>1, "page_views"=>2, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Frequency_and_substitution_types_of_the_identified_SNPs_/187467", "title"=>"Frequency and substitution types of the identified SNPs.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2012-12-27 02:04:27"}
  • {"files"=>["https://ndownloader.figshare.com/files/517478"], "description"=>"1<p>Contigs showing significant hit (<i>E</i>-value ≤1e−5) with soybean proteins.</p>2<p>Unique soybean proteins to which contigs show significant hit (<i>E</i>-value ≤1e−5).</p>3<p>Unique soybean proteins to which contigs show ≥80% coverage.</p>", "links"=>[], "tags"=>["illumina", "roche", "454", "kabuli"], "article_id"=>187964, "categories"=>["Biological Sciences", "Plant Biology"], "users"=>["Gaurav Agarwal", "Shalu Jhanwar", "Pushp Priya", "Vikash K. Singh", "Maneesha S. Saxena", "Swarup K. Parida", "Rohini Garg", "Akhilesh K. Tyagi", "Mukesh Jain"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0052443.t001", "stats"=>{"downloads"=>1, "page_views"=>7, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Assembly_optimization_validation_of_Illumina_and_Roche_454_data_of_kabuli_chickpea_/187964", "title"=>"Assembly optimization/validation of Illumina and Roche 454 data of kabuli chickpea.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2012-12-27 02:12:44"}
  • {"files"=>["https://ndownloader.figshare.com/files/517345"], "description"=>"<p>(A,B) Distribution of Ks value among the orthologous transcript pairs between kabuli and desi (A), and kabuli and wild (B). The secondary peak (marked by arrow) in Ks distribution of orthologs indicates the speciation event. Inset represents enlarged version of the graph showing secondary peak. (C,D) Frequency distribution of Ka/Ks ratio in orthologous pairs between kabuli and desi (C) and kabuli and wild (D). The average value of Ka/Ks ratio is shown by arrow head.</p>", "links"=>[], "tags"=>["synonymous", "substitution", "orthologous", "transcript", "pairs", "chickpea"], "article_id"=>187831, "categories"=>["Biological Sciences", "Plant Biology"], "users"=>["Gaurav Agarwal", "Shalu Jhanwar", "Pushp Priya", "Vikash K. Singh", "Maneesha S. Saxena", "Swarup K. Parida", "Rohini Garg", "Akhilesh K. Tyagi", "Mukesh Jain"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0052443.g007", "stats"=>{"downloads"=>1, "page_views"=>37, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Distribution_of_synonymous_substitution_rate_Ks_value_and_Ka_Ks_ratio_among_the_orthologous_transcript_pairs_between_different_chickpea_types_/187831", "title"=>"Distribution of synonymous substitution rate (Ks) value and Ka/Ks ratio among the orthologous transcript pairs between different chickpea types.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2012-12-27 02:10:31"}
  • {"files"=>["https://ndownloader.figshare.com/files/517071"], "description"=>"<p>The number of tissue-specific (A,B) and transcription factor encoding (C,D) transcripts containing at least one SNP and total number of SNPs present in them are represented for kabuli/desi (A,C) and kabuli/wild (B,D).</p>", "links"=>[], "tags"=>["snps", "tissue-specific", "transcription", "encoding"], "article_id"=>187557, "categories"=>["Biological Sciences", "Plant Biology"], "users"=>["Gaurav Agarwal", "Shalu Jhanwar", "Pushp Priya", "Vikash K. Singh", "Maneesha S. Saxena", "Swarup K. Parida", "Rohini Garg", "Akhilesh K. Tyagi", "Mukesh Jain"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0052443.g005", "stats"=>{"downloads"=>1, "page_views"=>11, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Distribution_of_SNPs_in_tissue_specific_and_transcription_factor_encoding_transcripts_/187557", "title"=>"Distribution of SNPs in tissue-specific and transcription factor encoding transcripts.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2012-12-27 02:05:57"}

PMC Usage Stats | Further Information

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Relative Metric

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