Experimentally-Derived Fibroblast Gene Signatures Identify Molecular Pathways Associated with Distinct Subsets of Systemic Sclerosis Patients in Three Independent Cohorts
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{"title"=>"Experimentally-derived fibroblast gene signatures identify molecular pathways associated with distinct subsets of systemic sclerosis patients in three independent cohorts", "type"=>"journal", "authors"=>[{"first_name"=>"Michael E.", "last_name"=>"Johnson", "scopus_author_id"=>"56040574400"}, {"first_name"=>"J. Matthew", "last_name"=>"Mahoney", "scopus_author_id"=>"54401435700"}, {"first_name"=>"Jaclyn", "last_name"=>"Taroni", "scopus_author_id"=>"55881947000"}, {"first_name"=>"Jennifer L.", "last_name"=>"Sargent", "scopus_author_id"=>"14322295900"}, {"first_name"=>"Eleni", "last_name"=>"Marmarelis", "scopus_author_id"=>"57199683897"}, {"first_name"=>"Ming Ru", "last_name"=>"Wu", "scopus_author_id"=>"57109557100"}, {"first_name"=>"John", "last_name"=>"Varga", "scopus_author_id"=>"35392550200"}, {"first_name"=>"Monique E.", "last_name"=>"Hinchcliff", "scopus_author_id"=>"16042037800"}, {"first_name"=>"Michael L.", "last_name"=>"Whitfield", "scopus_author_id"=>"7102543423"}], "year"=>2015, "source"=>"PLoS ONE", "identifiers"=>{"sgr"=>"84935081357", "doi"=>"10.1371/journal.pone.0114017", "issn"=>"19326203", "pui"=>"608141894", "isbn"=>"1932-6203 (Electronic)\r1932-6203 (Linking)", "pmid"=>"25607805", "scopus"=>"2-s2.0-84935081357"}, "id"=>"4af2b419-2d30-308c-a673-fee521efe5d0", "abstract"=>"Genome-wide expression profiling in systemic sclerosis (SSc) has identified four 'intrinsic' subsets of disease (fibroproliferative, inflammatory, limited, and normal-like), each of which shows deregulation of distinct signaling pathways; however, the full set of pathways contributing to this differential gene expression has not been fully elucidated. Here we examine experimentally derived gene expression signatures in dermal fibroblasts for thirteen different signaling pathways implicated in SSc pathogenesis. These data show distinct and overlapping sets of genes induced by each pathway, allowing for a better understanding of the molecular relationship between profibrotic and immune signaling networks. Pathway-specific gene signatures were analyzed across a compendium of microarray datasets consisting of skin biopsies from three independent cohorts representing 80 SSc patients, 4 morphea, and 26 controls. IFNα signaling showed a strong association with early disease, while TGFβ signaling spanned the fibroproliferative and inflammatory subsets, was associated with worse MRSS, and was higher in lesional than non-lesional skin. The fibroproliferative subset was most strongly associated with PDGF signaling, while the inflammatory subset demonstrated strong activation of innate immune pathways including TLR signaling upstream of NF-κB. The limited and normal-like subsets did not show associations with fibrotic and inflammatory mediators such as TGFβ and TNFα. The normal-like subset showed high expression of genes associated with lipid signaling, which was absent in the inflammatory and limited subsets. Together, these data suggest a model by which IFNα is involved in early disease pathology, and disease severity is associated with active TGFβ signaling.", "link"=>"http://www.mendeley.com/research/experimentallyderived-fibroblast-gene-signatures-identify-molecular-pathways-associated-distinct-sub", "reader_count"=>16, "reader_count_by_academic_status"=>{"Unspecified"=>1, "Student > Doctoral Student"=>2, "Researcher"=>3, "Student > Ph. D. Student"=>5, "Student > Postgraduate"=>1, "Other"=>2, "Student > Master"=>1, "Professor"=>1}, "reader_count_by_user_role"=>{"Unspecified"=>1, "Student > Doctoral Student"=>2, "Researcher"=>3, "Student > Ph. D. Student"=>5, "Student > Postgraduate"=>1, "Other"=>2, "Student > Master"=>1, "Professor"=>1}, "reader_count_by_subject_area"=>{"Unspecified"=>1, "Biochemistry, Genetics and Molecular Biology"=>3, "Agricultural and Biological Sciences"=>6, "Medicine and Dentistry"=>2, "Neuroscience"=>1, "Immunology and Microbiology"=>3}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>2}, "Neuroscience"=>{"Neuroscience"=>1}, "Immunology and Microbiology"=>{"Immunology and Microbiology"=>3}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>6}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>3}, "Unspecified"=>{"Unspecified"=>1}}, "group_count"=>2}

Scopus | Further Information

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Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/1869926"], "description"=>"<p>Pearson correlations were performed between each of the thirteen pathway-specific gene signatures and the corresponding probes in the MPH dataset. A. Pathway gene signatures are defined as all probes exhibiting ≥ 2-fold average change in gene expression across all 12 and 24 h time points for a given treatment (<a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0114017#pone.0114017.t002\" target=\"_blank\">Table 2</a>). Correlations were repeated across each of the 329 arrays and aligned using the array dendogram from <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0114017#pone.0114017.g001\" target=\"_blank\">Fig. 1</a>. Boxes representing each of the four intrinsic subsets (normal-like = green, fibroproliferative = red, inflammatory = purple, limited = yellow) are shown; arrays not clustering with any defined subset are indicated in black. B. Average Pearson’s correlations for each pathway across each of the intrinsic subsets are provided. C. <i>P</i> values quantifying the enrichment of pathway signatures within individual subsets were calculated based upon the average Pearson’s correlation, with statistically significant correlations highlighted in bold.\n</p>", "links"=>[], "tags"=>["show associations", "disease severity", "Distinct Subsets", "SSc pathogenesis", "skin biopsies", "pdgf", "ifn", "gene expression", "fibroproliferative subset", "microarray datasets", "nf", "tlr", "Systemic Sclerosis Patients", "disease pathology", "mrss", "tgf", "80 SSc patients", "pathway", "tnf", "4 morphea", "data show", "26 controls", "gene expression signatures"], "article_id"=>1292640, "categories"=>["Biological Sciences"], "users"=>["Michael E. Johnson", "J. Matthew Mahoney", "Jaclyn Taroni", "Jennifer L. Sargent", "Eleni Marmarelis", "Ming-Ru Wu", "John Varga", "Monique E. Hinchcliff", "Michael L. Whitfield"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0114017.g004", "stats"=>{"downloads"=>2, "page_views"=>33, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Correlations_between_pathway_specific_gene_signatures_and_patient_gene_expression_profiles_/1292640", "title"=>"Correlations between pathway-specific gene signatures and patient gene expression profiles.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-01-21 03:04:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/1869928"], "description"=>"<p><sup>a</sup> Pathway gene signatures were defined as all genes up or downregulated ≥ 2-fold across all 12 and 24 h time points, relative to untreated controls.</p><p><sup>b</sup> IDs for PDGF, TGFβ, S1P, IL-13, IL-4, and RZN denote unique Agilent probe IDs. Entrez gene IDs were used for LPS, PolyIC, TNFα, IFNα, Iono-PMA, Dex, and imatinib; all genes represented by two or more probes were averaged in both the MPH dataset and individual gene signatures.</p><p><sup>c</sup> The gene expression signature used for imatinib was determined based upon a p value cutoff, as defined by Chung, <i>et al</i>. [<a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0114017#pone.0114017.ref005\" target=\"_blank\">5</a>].</p><p><sup>d</sup> MPH overlap signifies the number of genes IDs from a given pathway also appearing in the MPH dataset; the low overlap percentages seen in both PDGF and PPARγ pathways is a result of platform differences, as both PDGF and PPARγ pathways were reanalyzed on Agilent 8 × 60k DNA microarrays, while the MPH dataset includes only probes present in both 44k and 60k arrays.</p><p>Experimental pathway gene signatures and overlap with the MPH dataset.</p>", "links"=>[], "tags"=>["show associations", "disease severity", "Distinct Subsets", "SSc pathogenesis", "skin biopsies", "pdgf", "ifn", "gene expression", "fibroproliferative subset", "microarray datasets", "nf", "tlr", "Systemic Sclerosis Patients", "disease pathology", "mrss", "tgf", "80 SSc patients", "pathway", "tnf", "4 morphea", "data show", "26 controls", "gene expression signatures"], "article_id"=>1292643, "categories"=>["Biological Sciences"], "users"=>["Michael E. Johnson", "J. Matthew Mahoney", "Jaclyn Taroni", "Jennifer L. Sargent", "Eleni Marmarelis", "Ming-Ru Wu", "John Varga", "Monique E. Hinchcliff", "Michael L. Whitfield"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0114017.t002", "stats"=>{"downloads"=>4, "page_views"=>26, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Experimental_pathway_gene_signatures_and_overlap_with_the_MPH_dataset_/1292643", "title"=>"Experimental pathway gene signatures and overlap with the MPH dataset.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-01-21 03:04:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/1869976", "https://ndownloader.figshare.com/files/1869977", "https://ndownloader.figshare.com/files/1869978", "https://ndownloader.figshare.com/files/1869979", "https://ndownloader.figshare.com/files/1869980", "https://ndownloader.figshare.com/files/1869981", "https://ndownloader.figshare.com/files/1869982", "https://ndownloader.figshare.com/files/1869983"], "description"=>"<div><p>Genome-wide expression profiling in systemic sclerosis (SSc) has identified four ‘intrinsic’ subsets of disease (fibroproliferative, inflammatory, limited, and normal-like), each of which shows deregulation of distinct signaling pathways; however, the full set of pathways contributing to this differential gene expression has not been fully elucidated. Here we examine experimentally derived gene expression signatures in dermal fibroblasts for thirteen different signaling pathways implicated in SSc pathogenesis. These data show distinct and overlapping sets of genes induced by each pathway, allowing for a better understanding of the molecular relationship between profibrotic and immune signaling networks. Pathway-specific gene signatures were analyzed across a compendium of microarray datasets consisting of skin biopsies from three independent cohorts representing 80 SSc patients, 4 morphea, and 26 controls. IFNα signaling showed a strong association with early disease, while TGFβ signaling spanned the fibroproliferative and inflammatory subsets, was associated with worse MRSS, and was higher in lesional than non-lesional skin. The fibroproliferative subset was most strongly associated with PDGF signaling, while the inflammatory subset demonstrated strong activation of innate immune pathways including TLR signaling upstream of NF-κB. The limited and normal-like subsets did not show associations with fibrotic and inflammatory mediators such as TGFβ and TNFα. The normal-like subset showed high expression of genes associated with lipid signaling, which was absent in the inflammatory and limited subsets. Together, these data suggest a model by which IFNα is involved in early disease pathology, and disease severity is associated with active TGFβ signaling.</p></div>", "links"=>[], "tags"=>["show associations", "disease severity", "Distinct Subsets", "SSc pathogenesis", "skin biopsies", "pdgf", "ifn", "gene expression", "fibroproliferative subset", "microarray datasets", "nf", "tlr", "Systemic Sclerosis Patients", "disease pathology", "mrss", "tgf", "80 SSc patients", "pathway", "tnf", "4 morphea", "data show", "26 controls", "gene expression signatures"], "article_id"=>1292687, "categories"=>["Biological Sciences"], "users"=>["Michael E. Johnson", "J. Matthew Mahoney", "Jaclyn Taroni", "Jennifer L. Sargent", "Eleni Marmarelis", "Ming-Ru Wu", "John Varga", "Monique E. Hinchcliff", "Michael L. Whitfield"], "doi"=>["https://dx.doi.org/10.1371/journal.pone.0114017.s001", "https://dx.doi.org/10.1371/journal.pone.0114017.s002", "https://dx.doi.org/10.1371/journal.pone.0114017.s003", "https://dx.doi.org/10.1371/journal.pone.0114017.s004", "https://dx.doi.org/10.1371/journal.pone.0114017.s005", "https://dx.doi.org/10.1371/journal.pone.0114017.s006", "https://dx.doi.org/10.1371/journal.pone.0114017.s007", "https://dx.doi.org/10.1371/journal.pone.0114017.s008"], "stats"=>{"downloads"=>20, "page_views"=>31, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Experimentally_Derived_Fibroblast_Gene_Signatures_Identify_Molecular_Pathways_Associated_with_Distinct_Subsets_of_Systemic_Sclerosis_Patients_in_Three_Independent_Cohorts_/1292687", "title"=>"Experimentally-Derived Fibroblast Gene Signatures Identify Molecular Pathways Associated with Distinct Subsets of Systemic Sclerosis Patients in Three Independent Cohorts", "pos_in_sequence"=>0, "defined_type"=>4, "published_date"=>"2015-01-21 03:04:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/1869923"], "description"=>"<p>A total of 2136 probes covering 2081 genes were identified which show ≥ 2-fold average change in gene expression at 12–24 h in one or more of the six different pathways examined (IL-4, IL-13, S1P, TGFβ, PDGF, and RZN). Gene expression data from each of the eight time points (0, 0, 0, 2, 4, 8, 12, and 24 h) from each time course are shown. Black bars indicate genes that clustered together hierarchically, with the most highly represented GO terms listed alongside each cluster.</p>", "links"=>[], "tags"=>["show associations", "disease severity", "Distinct Subsets", "SSc pathogenesis", "skin biopsies", "pdgf", "ifn", "gene expression", "fibroproliferative subset", "microarray datasets", "nf", "tlr", "Systemic Sclerosis Patients", "disease pathology", "mrss", "tgf", "80 SSc patients", "pathway", "tnf", "4 morphea", "data show", "26 controls", "gene expression signatures"], "article_id"=>1292637, "categories"=>["Biological Sciences"], "users"=>["Michael E. Johnson", "J. Matthew Mahoney", "Jaclyn Taroni", "Jennifer L. Sargent", "Eleni Marmarelis", "Ming-Ru Wu", "John Varga", "Monique E. Hinchcliff", "Michael L. Whitfield"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0114017.g003", "stats"=>{"downloads"=>1, "page_views"=>20, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Clustering_of_pathway_regulated_genes_signatures_reveals_co_regulated_and_pathway_specific_modules_/1292637", "title"=>"Clustering of pathway-regulated genes signatures reveals co-regulated and pathway specific modules.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-01-21 03:04:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/1869917"], "description"=>"<p>RZN and PDGF concentrations were optimized for use in microarray treatment experiments by qRT-PCR using reporter genes CD36 and thrombospondin (THBD), respectively. NHDFs were treated with A) 0, 1, 10, 50, and 100 μM RZN or C) 0, 10, 30, 50, and 100 μg/mL PDGF for 24 h. Levels of CD36 and THBD were analyzed by qRT-PCR, and normalized to 18S rRNA. NHDFs were treated with B) 10 μM RZN and D) 30 ng/mL PDGF for 0, 0, 0, 2, 4, 8, 12, and 24 h. Error bars indicate the standard deviation across three or more replicates; all time points were statistically significant relative to controls (<i>p</i> < 0.05).</p>", "links"=>[], "tags"=>["show associations", "disease severity", "Distinct Subsets", "SSc pathogenesis", "skin biopsies", "pdgf", "ifn", "gene expression", "fibroproliferative subset", "microarray datasets", "nf", "tlr", "Systemic Sclerosis Patients", "disease pathology", "mrss", "tgf", "80 SSc patients", "pathway", "tnf", "4 morphea", "data show", "26 controls", "gene expression signatures"], "article_id"=>1292631, "categories"=>["Biological Sciences"], "users"=>["Michael E. Johnson", "J. Matthew Mahoney", "Jaclyn Taroni", "Jennifer L. Sargent", "Eleni Marmarelis", "Ming-Ru Wu", "John Varga", "Monique E. Hinchcliff", "Michael L. Whitfield"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0114017.g002", "stats"=>{"downloads"=>3, "page_views"=>23, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Dosage_response_and_induction_of_reporter_genes_following_stimulation_with_PDGF_and_RZN_/1292631", "title"=>"Dosage response and induction of reporter genes following stimulation with PDGF and RZN.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-01-21 03:04:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/1869929"], "description"=>"<p>Pearson’s correlations comparing each of the arrays and pathways tested were used to quantify the overall contribution of a given pathway within an individual patient. These scores were then compared against clinically relevant factors including age, sex, modified Rodnan skin score (MRSS), biopsy site, and disease duration to assess the predictive value of each pathway for disease outcomes. Early disease was defined as disease ≤ 2 years after first non-Raynaud’s phenomenon symptoms. Comparisons were performed with clinically diffuse patients only, using a single array per patient for each time point collected. Comparisons of biopsy site were limited to clinically diffuse patients which provided paired lesional and non-lesional biopsies at a given time point; <i>n</i> denotes the number of patients included in each analysis. Continuous variables were compared using Pearson’s correlation; categorical variables were analyzed by ANOVA.</p><p>* denotes p < 0.05.</p><p>Associations with clinical outcomes.</p>", "links"=>[], "tags"=>["show associations", "disease severity", "Distinct Subsets", "SSc pathogenesis", "skin biopsies", "pdgf", "ifn", "gene expression", "fibroproliferative subset", "microarray datasets", "nf", "tlr", "Systemic Sclerosis Patients", "disease pathology", "mrss", "tgf", "80 SSc patients", "pathway", "tnf", "4 morphea", "data show", "26 controls", "gene expression signatures"], "article_id"=>1292645, "categories"=>["Biological Sciences"], "users"=>["Michael E. Johnson", "J. Matthew Mahoney", "Jaclyn Taroni", "Jennifer L. Sargent", "Eleni Marmarelis", "Ming-Ru Wu", "John Varga", "Monique E. Hinchcliff", "Michael L. Whitfield"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0114017.t003", "stats"=>{"downloads"=>1, "page_views"=>21, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Associations_with_clinical_outcomes_/1292645", "title"=>"Associations with clinical outcomes.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-01-21 03:04:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/1869916"], "description"=>"<p>Hierarchical clustering of the ComBat-merged MPH dataset recreates clear normal-like, fibroproliferative, inflammatory, and limited subsets. Clustering was performed on 2316 probes covering 2189 genes at an FDR of 0.65%, chosen based upon their consistent expression within an individual patient, along with high variance between patients. The array tree is color coded to indicate new intrinsic subset designations (yellow = limited, green = normal-like, purple = inflammatory, red = fibroproliferative, and black = unassigned). Below the array tree, hash marks are used to indicate the original subset designation (TOP: green = normal-like, red = fibroproliferative, purple = inflammatory, yellow = limited, black = unassigned), the dataset of origin (MIDDLE: blue = Milano, green = Pendergrass, red = Hinchcliff), and the clinical diagnosis (BOTTOM: green = normal, red = diffuse scleroderma, yellow = limited scleroderma, black = morphea or eosinophilic fasciitis). Black bars indicate genes that clustered together hierarchically, with the most highly represented GO terms listed alongside each cluster.\n</p>", "links"=>[], "tags"=>["show associations", "disease severity", "Distinct Subsets", "SSc pathogenesis", "skin biopsies", "pdgf", "ifn", "gene expression", "fibroproliferative subset", "microarray datasets", "nf", "tlr", "Systemic Sclerosis Patients", "disease pathology", "mrss", "tgf", "80 SSc patients", "pathway", "tnf", "4 morphea", "data show", "26 controls", "gene expression signatures"], "article_id"=>1292630, "categories"=>["Biological Sciences"], "users"=>["Michael E. Johnson", "J. Matthew Mahoney", "Jaclyn Taroni", "Jennifer L. Sargent", "Eleni Marmarelis", "Ming-Ru Wu", "John Varga", "Monique E. Hinchcliff", "Michael L. Whitfield"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0114017.g001", "stats"=>{"downloads"=>7, "page_views"=>15, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Hierarchical_clustering_recreates_intrinsic_subsets_/1292630", "title"=>"Hierarchical clustering recreates intrinsic subsets.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-01-21 03:04:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/1869927"], "description"=>"<p>Overview of agonists used in this study.</p>", "links"=>[], "tags"=>["show associations", "disease severity", "Distinct Subsets", "SSc pathogenesis", "skin biopsies", "pdgf", "ifn", "gene expression", "fibroproliferative subset", "microarray datasets", "nf", "tlr", "Systemic Sclerosis Patients", "disease pathology", "mrss", "tgf", "80 SSc patients", "pathway", "tnf", "4 morphea", "data show", "26 controls", "gene expression signatures"], "article_id"=>1292641, "categories"=>["Biological Sciences"], "users"=>["Michael E. Johnson", "J. Matthew Mahoney", "Jaclyn Taroni", "Jennifer L. Sargent", "Eleni Marmarelis", "Ming-Ru Wu", "John Varga", "Monique E. Hinchcliff", "Michael L. Whitfield"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0114017.t001", "stats"=>{"downloads"=>5, "page_views"=>10, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Overview_of_agonists_used_in_this_study_/1292641", "title"=>"Overview of agonists used in this study.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-01-21 03:04:40"}

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Relative Metric

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