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pmid:35172670
Identification of differentially expressed genes and pathways in kidney of ANCA-associated vasculitis by integrated bioinformatics analysis.
Xu Deng · Junying Gao · Fei Zhao
Renal failure · 2022 doi:10.1080/0886022X.2022.2030755
Paper
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Experiment
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Data
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Analysis
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Execution
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Complete file
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Kidney involvement is one of the most common clinical manifestations, and the degree of renal damage is closely associated with the development and prognosis of AAV. In this study, we utilized the Robust Rank Aggreg (RRA) method in R to integrate GSE104948, GSE104954, GSE108109, GSE108112, and GSE108113 profile datasets loaded from Gene Expression Omnibus (GEO) database and identified a set of differentially expressed genes (DEGs) in kidney between AAV patients and living donors. Then, the results of gene ontology (GO) functional annotation showed that immunity and metabolism involved process of AAV both in glomerulus and tubulointerstitial. The Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis revealed that following pathways, such as complement and coagulation cascades pathway; Staphylococcus aureus infection; disease-COVID-19; and systemic lupus erythematosus (SLE) pathway play a crucial role in AAV. Next, the results analyzed by protein-protein interaction (PPI) network and Cytoscape software exhibited the hub genes ALB, TYROBP, and CYBB existed in both glomerular and tubulointerstitial compartments datasets. Finally, KEGG analysis using genes of two most important modules also further validated complement and coagulation cascades pathway and S. aureus infection existed both in glomerulus and tubulointerstitial compartments datasets. In conclusion, this study identified key genes and pathways involved in kidney of AAV, which was benefit to further uncover the mechanisms underlying the development and progress of AAV, biomarkers, and potential therapeutic targets as well.", "claims": [{"id": "claim-method", "statement": "The captured DEGs were further integrated applying the RRA R package according to glomerular compartments DEGs, tubulointerstitial compartments DEGs, glomerular and tubulointerstitial compartments DEGs.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35172670", "locator": "sections[5] \"Integration of expression datasets\" paragraph 2", "quote": "The captured DEGs were further integrated applying the RRA R package according to glomerular compartments DEGs, tubulointerstitial compartments DEGs, glomerular and tubulointerstitial compartments DEGs."}], "state": "complete"}, {"id": "claim-data-access", "statement": "By searching in GEO database (http://www.ncbi.nlm.nih.gov/geo/), GSE104948, GSE104954, GSE108109, GSE108112 and GSE108113 profile datasets which met our requirements were downloaded. 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GSE108113 dataset was composed by GSE108109 and GSE108112.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM2889849", "GSM2889850", "GSM2889851", "GSM2889852", "GSM2889853", "GSM2889854", "GSM2889855", "GSM2889856", "GSM2889857", "GSM2889858", "GSM2889859", "GSM2889860", "GSM2889861", "GSM2889862", "GSM2889863", "GSM2889864", "GSM2889865", "GSM2889866", "GSM2889867", "GSM2889868", "GSM2889869", "GSM2889870", "GSM2889871", "GSM2889872", "GSM2889873", "GSM2889874", "GSM2889875", "GSM2889876", "GSM2889877", "GSM2889878", "GSM2889879", "GSM2889880", "GSM2889881", "GSM2889882", "GSM2889883", "GSM2889884", "GSM2889885", "GSM2889886", "GSM2889887", "GSM2889888", "GSM2889889", "GSM2889890", "GSM2889891", "GSM2889892", "GSM2889893", "GSM2889894", "GSM2889895", "GSM2889896", "GSM2889897", "GSM2889898", "GSM2889899", "GSM2889900", "GSM2889901", "GSM2889902", "GSM2889903", "GSM2889904", "GSM2889905", "GSM2889906", "GSM2889907", "GSM2889908", "GSM2889909", "GSM2889910", "GSM2889911", "GSM2889912", "GSM2889913", "GSM2889914", "GSM2889915", "GSM2889916", "GSM2889917", "GSM2889918", "GSM2889919", "GSM2889920", "GSM2889921", "GSM2889922", "GSM2889923", "GSM2889924", "GSM2889925", "GSM2889926", "GSM2889927", "GSM2889928", "GSM2889929", "GSM2889930", "GSM2889931", "GSM2889932", "GSM2889933", "GSM2889934", "GSM2889935", "GSM2889936", "GSM2889937", "GSM2889938", "GSM2889939", "GSM2889940", "GSM2889941", "GSM2889942", "GSM2889943", "GSM2889944", "GSM2889945", "GSM2889946", "GSM2889947", "GSM2889948", "GSM2889949", "GSM2889950", "GSM2889951", "GSM2889952", "GSM2889953", "GSM2889954", "GSM2889955", "GSM2889956", "GSM2889957", "GSM2889958", "GSM2889959"], "sample_count": 111, "group_sizes": null, "group_sizes_basis": null, "platform": "19983", "taxon": "Homo sapiens", "title": "Shared molecular targets in the glomerular transcriptome from patients with nephrotic syndrome and ANCA-associated vasculitis", "resolution_checked_at": "2026-11-01T17:30:42Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE108112", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE108112", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE108112", "version": null, "note": "By searching in GEO database (http://www.ncbi.nlm.nih.gov/geo/), GSE104948, GSE104954, GSE108109, GSE108112 and GSE108113 profile datasets which met our requirements were downloaded. The samples of GSE104948 and GSE108109 came from glomerular compartments, samples of GSE104954 and GSE108112 from tubulointerstitial compartments. GSE108113 dataset was composed by GSE108109 and GSE108112.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "By searching in GEO database (http://www.ncbi.nlm.nih.gov/geo/), GSE104948, GSE104954, GSE108109, GSE108112 and GSE108113 profile datasets which met our requirements were downloaded. The samples of GSE104948 and GSE108109 came from glomerular compartments, samples of GSE104954 and GSE108112 from tubulointerstitial compartments. GSE108113 dataset was composed by GSE108109 and GSE108112.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM2890019", "GSM2890020", "GSM2890021", "GSM2890022", "GSM2890023", "GSM2890024", "GSM2890025", "GSM2890026", "GSM2890027", "GSM2890028", "GSM2890029", "GSM2890030", "GSM2890031", "GSM2890032", "GSM2890033", "GSM2890034", "GSM2890035", "GSM2890036", "GSM2890037", "GSM2890038", "GSM2890039", "GSM2890040", "GSM2890041", "GSM2890042", "GSM2890043", "GSM2890044", "GSM2890045", "GSM2890046", "GSM2890047", "GSM2890048", "GSM2890049", "GSM2890050", "GSM2890051", "GSM2890052", "GSM2890053", "GSM2890054", "GSM2890055", "GSM2890056", "GSM2890057", "GSM2890058", "GSM2890059", "GSM2890060", "GSM2890061", "GSM2890062", "GSM2890063", "GSM2890064", "GSM2890065", "GSM2890066", "GSM2890067", "GSM2890068", "GSM2890069", "GSM2890070", "GSM2890071", "GSM2890072", "GSM2890073", "GSM2890074", "GSM2890075", "GSM2890076", "GSM2890077", "GSM2890078", "GSM2890079", "GSM2890080", "GSM2890081", "GSM2890082", "GSM2890083", "GSM2890084", "GSM2890085", "GSM2890086", "GSM2890087", "GSM2890088", "GSM2890089", "GSM2890090", "GSM2890091", "GSM2890092", "GSM2890093", "GSM2890094", "GSM2890095", "GSM2890096", "GSM2890097", "GSM2890098", "GSM2890099", "GSM2890100", "GSM2890101", "GSM2890102", "GSM2890103", "GSM2890104", "GSM2890105", "GSM2890106", "GSM2890107", "GSM2890108", "GSM2890109", "GSM2890110", "GSM2890111", "GSM2890112", "GSM2890113", "GSM2890114", "GSM2890115", "GSM2890116", "GSM2890117", "GSM2890118", "GSM2890119", "GSM2890120", "GSM2890121", "GSM2890122", "GSM2890123", "GSM2890124", "GSM2890125", "GSM2890126", "GSM2890127", "GSM2890128", "GSM2890129", "GSM2890130", "GSM2890131", "GSM2890132", "GSM2890133", "GSM2890134", "GSM2890135", "GSM2890136", "GSM2890137", "GSM2890138", "GSM2890139", "GSM2890140", "GSM2890141", "GSM2890142", "GSM2890143", "GSM2890144", "GSM2890145", "GSM2890146", "GSM2890147", "GSM2890148", "GSM2890149", "GSM2890150", "GSM2890151", "GSM2890152", "GSM2890153", "GSM2890154", "GSM2890155", "GSM2890156", "GSM2890157", "GSM2890158", "GSM2890159", "GSM2890160", "GSM2890161", "GSM2890162", "GSM2890163", "GSM2890164", "GSM2890165", "GSM2890166", "GSM2890167", "GSM2890168", "GSM2890169", "GSM2890170", "GSM2890171", "GSM2890172", "GSM2890173", "GSM2890174", "GSM2890175", "GSM2890176", "GSM2890177", "GSM2890178", "GSM2890179", "GSM2890180", "GSM2890181", "GSM2890182", "GSM2890183", "GSM2890184", "GSM2890185", "GSM2890186", "GSM2890187"], "sample_count": 169, "group_sizes": null, "group_sizes_basis": null, "platform": "19983", "taxon": "Homo sapiens", "title": "Shared molecular targets in the tubulointerstitial transcriptome from patients with nephrotic syndrome and ANCA-associated vasculitis", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE108113", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE108113", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE108113", "version": null, "note": "By searching in GEO database (http://www.ncbi.nlm.nih.gov/geo/), GSE104948, GSE104954, GSE108109, GSE108112 and GSE108113 profile datasets which met our requirements were downloaded. The samples of GSE104948 and GSE108109 came from glomerular compartments, samples of GSE104954 and GSE108112 from tubulointerstitial compartments. GSE108113 dataset was composed by GSE108109 and GSE108112.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "By searching in GEO database (http://www.ncbi.nlm.nih.gov/geo/), GSE104948, GSE104954, GSE108109, GSE108112 and GSE108113 profile datasets which met our requirements were downloaded. The samples of GSE104948 and GSE108109 came from glomerular compartments, samples of GSE104954 and GSE108112 from tubulointerstitial compartments. GSE108113 dataset was composed by GSE108109 and GSE108112.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM2889849", "GSM2889850", "GSM2889851", "GSM2889852", "GSM2889853", "GSM2889854", "GSM2889855", "GSM2889856", "GSM2889857", "GSM2889858", "GSM2889859", "GSM2889860", "GSM2889861", "GSM2889862", "GSM2889863", "GSM2889864", "GSM2889865", "GSM2889866", "GSM2889867", "GSM2889868", "GSM2889869", "GSM2889870", "GSM2889871", "GSM2889872", "GSM2889873", "GSM2889874", "GSM2889875", "GSM2889876", "GSM2889877", "GSM2889878", "GSM2889879", "GSM2889880", "GSM2889881", "GSM2889882", "GSM2889883", "GSM2889884", "GSM2889885", "GSM2889886", "GSM2889887", "GSM2889888", "GSM2889889", "GSM2889890", "GSM2889891", "GSM2889892", "GSM2889893", "GSM2889894", "GSM2889895", "GSM2889896", "GSM2889897", "GSM2889898", "GSM2889899", "GSM2889900", "GSM2889901", "GSM2889902", "GSM2889903", "GSM2889904", "GSM2889905", "GSM2889906", "GSM2889907", "GSM2889908", "GSM2889909", 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{"state": "partial", "methods": [{"id": "method-1", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "protein-protein interaction"}}, {"id": "method-2", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "pathway enrichment"}}, {"id": "method-3", "family": null, "specific": null, "label": "Robust Rank Aggreg (RRA)", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The captured DEGs were further integrated applying the RRA R package according to glomerular compartments DEGs, tubulointerstitial compartments DEGs, glomerular and tubulointerstitial compartments DEGs."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE104948", "GSE104954", "GSE108109", "GSE108112", "GSE108113"], "resolved_accessions": ["GSE104948", "GSE104954", "GSE108109", "GSE108112", "GSE108113"], "statements": ["By searching in GEO database (http://www.ncbi.nlm.nih.gov/geo/), GSE104948, GSE104954, GSE108109, GSE108112 and GSE108113 profile datasets which met our requirements were downloaded. The samples of GSE104948 and GSE108109 came from glomerular compartments, samples of GSE104954 and GSE108112 from tubulointerstitial compartments. GSE108113 dataset was composed by GSE108109 and GSE108112."], "basis": "The paper names GSE104948, GSE104954, GSE108109, GSE108112, GSE108113 in Gene Expression Omnibus (GEO) database and the accession resolves in the repository. 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