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pmid:35190763

Analysis of Sepsis Markers and Pathogenesis Based on Gene Differential Expression and Protein Interaction Network.

Jifang Liang · Weidong Wu · Xiuzhe Wang · Wenjing Wu · Shuxian Chen · Meini Jiang

Journal of healthcare engineering · 2022 doi:10.1155/2022/6878495

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:35190763
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2026-11-01T17:36:57Z
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title
Analysis of Sepsis Markers and Pathogenesis Based on Gene Differential Expression and Protein Interaction Network.
doi
10.1155/2022/6878495
pmid
35190763
authors array · 6 items
[0]
Jifang Liang
[1]
Weidong Wu
[2]
Xiuzhe Wang
[3]
Wenjing Wu
[4]
Shuxian Chen
[5]
Meini Jiang
journal
Journal of healthcare engineering
year
2022
abstract
OBJECTIVE: The purpose of the present study is to screen the hub genes associated with sepsis, comprehensively understand the occurrence and progress mechanism of sepsis, and provide new targets for clinical diagnosis and treatment of sepsis. METHODS: The microarray data of GSE9692 and GSE95233 were downloaded from the Gene Expression Omnibus (GEO) database. The dataset GSE9692 contained 29 children with sepsis and 16 healthy children, while the dataset GSE95233 included 102 septic subjects and 22 healthy volunteers. Differentially expressed genes (DEGs) were screened by GEO2R online analysis. The DAVID database was applied to conduct functional enrichment analysis of the DEGs. The STRING database was adopted to acquire protein-protein interaction (PPI) networks. RESULTS: We identified 286 DEGs (217 upregulated DEGs and 69 downregulated DEGs) in the dataset GSE9692 and 357 DEGs (236 upregulated DEGs and 121 downregulated DEGs) in the dataset GSE95233. After the intersection of DEGs of the two datasets, a total of 98 co-DEGs were obtained. DEGs associated with sepsis were involved in inflammatory responses such as T cell activation, leukocyte cell-cell adhesion, leukocyte-mediated immunity, cytokine production, immune effector process, lymphocyte-mediated immunity, defense response to fungus, and lymphocyte-mediated immunity. Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis suggested that sepsis was connected to bacterial and viral infections. Through PPI network analysis, we screened the most important hub genes, including ITK, CD247, MMP9, CD3D, MMP8, KLRK1, and GZMK. CONCLUSIONS: In conclusion, the present study revealed an unbalanced immune response at the transcriptome level of sepsis and identified genes for potential biomarkers of sepsis, such as ITK, CD247, MMP9, CD3D, MMP8, KLRK1, and GZMK.
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The DEGs were identified using the online tool GEO2R. The screening criteria for DEGs were adjusted P value <0.05 and |log fold change (LogFC) >2.0.
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The DEGs were identified using the online tool GEO2R. The screening criteria for DEGs were adjusted P value <0.05 and |log fold change (LogFC) >2.0.
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The data used to support the findings of this study are available from the corresponding author upon reasonable request.
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We identified 286 DEGs (217 upregulated DEGs and 69 downregulated DEGs) in the dataset GSE9692 and 357 DEGs (236 upregulated DEGs and 121 downregulated DEGs) in the dataset GSE95233.
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We identified 286 DEGs (217 upregulated DEGs and 69 downregulated DEGs) in the dataset GSE9692 and 357 DEGs (236 upregulated DEGs and 121 downregulated DEGs) in the dataset GSE95233.
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sections[0] "Abstract" paragraph 2
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Differentially expressed genes (DEGs) were screened by GEO2R online analysis.
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sections[8] "3.1. Identification of DEGs" paragraph 2
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The datasets GSE9692 and GSE95233 were selected and downloaded from GEO and were analyzed by GEO2R online tool.
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We identified 286 DEGs (217 upregulated DEGs and 69 downregulated DEGs) in the dataset GSE9692 and 357 DEGs (236 upregulated DEGs and 121 downregulated DEGs) in the dataset GSE95233.
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Fractalkine receptor CX3CR1 and leukocyte Ig-like receptor B2 LILRB2 are prognostic biomarkers in septic shock
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gnosis and treatment of sepsis. METHODS: The microarray data of GSE9692 and GSE95233 were downloaded
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35190763", "kind": "science-record", "revision": 5, "content_hash": "sha256:01eb0ac9781e35fecf20df21ddaa46c4f75b03542c9c20b485a41f13c923edd4", "created_at": "2026-11-01T17:36:57Z", "updated_at": "2026-11-01T22:05:57Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Analysis of Sepsis Markers and Pathogenesis Based on Gene Differential Expression and Protein Interaction Network.", "doi": "10.1155/2022/6878495", "pmid": "35190763", "authors": ["Jifang Liang", "Weidong Wu", "Xiuzhe Wang", "Wenjing Wu", "Shuxian Chen", "Meini Jiang"], "journal": "Journal of healthcare engineering", "year": 2022, "abstract": "OBJECTIVE: The purpose of the present study is to screen the hub genes associated with sepsis, comprehensively understand the occurrence and progress mechanism of sepsis, and provide new targets for clinical diagnosis and treatment of sepsis.\nMETHODS: The microarray data of GSE9692 and GSE95233 were downloaded from the Gene Expression Omnibus (GEO) database. The dataset GSE9692 contained 29 children with sepsis and 16 healthy children, while the dataset GSE95233 included 102 septic subjects and 22 healthy volunteers. Differentially expressed genes (DEGs) were screened by GEO2R online analysis. The DAVID database was applied to conduct functional enrichment analysis of the DEGs. The STRING database was adopted to acquire protein-protein interaction (PPI) networks.\nRESULTS: We identified 286 DEGs (217 upregulated DEGs and 69 downregulated DEGs) in the dataset GSE9692 and 357 DEGs (236 upregulated DEGs and 121 downregulated DEGs) in the dataset GSE95233. After the intersection of DEGs of the two datasets, a total of 98 co-DEGs were obtained. DEGs associated with sepsis were involved in inflammatory responses such as T cell activation, leukocyte cell-cell adhesion, leukocyte-mediated immunity, cytokine production, immune effector process, lymphocyte-mediated immunity, defense response to fungus, and lymphocyte-mediated immunity. Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis suggested that sepsis was connected to bacterial and viral infections. Through PPI network analysis, we screened the most important hub genes, including ITK, CD247, MMP9, CD3D, MMP8, KLRK1, and GZMK.\nCONCLUSIONS: In conclusion, the present study revealed an unbalanced immune response at the transcriptome level of sepsis and identified genes for potential biomarkers of sepsis, such as ITK, CD247, MMP9, CD3D, MMP8, KLRK1, and GZMK.", "claims": [{"id": "claim-method", "statement": "The DEGs were identified using the online tool GEO2R. The screening criteria for DEGs were adjusted P value <0.05 and |log fold change (LogFC) >2.0.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35190763", "locator": "sections[4] \"2.2. Identification of DEGs\" paragraph 2", "quote": "The DEGs were identified using the online tool GEO2R. The screening criteria for DEGs were adjusted P value <0.05 and |log fold change (LogFC) >2.0."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data used to support the findings of this study are available from the corresponding author upon reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35190763", "locator": "sections[13] \"Data Availability\" paragraph 2", "quote": "The data used to support the findings of this study are available from the corresponding author upon reasonable request."}], "state": "complete"}, {"id": "claim-target-result", "statement": "We identified 286 DEGs (217 upregulated DEGs and 69 downregulated DEGs) in the dataset GSE9692 and 357 DEGs (236 upregulated DEGs and 121 downregulated DEGs) in the dataset GSE95233.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35190763", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "We identified 286 DEGs (217 upregulated DEGs and 69 downregulated DEGs) in the dataset GSE9692 and 357 DEGs (236 upregulated DEGs and 121 downregulated DEGs) in the dataset GSE95233."}, {"asset": "source:pmid:35190763", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "Differentially expressed genes (DEGs) were screened by GEO2R online analysis."}, {"asset": "source:pmid:35190763", "locator": "sections[8] \"3.1. Identification of DEGs\" paragraph 2", "quote": "The datasets GSE9692 and GSE95233 were selected and downloaded from GEO and were analyzed by GEO2R online tool."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "We identified 286 DEGs (217 upregulated DEGs and 69 downregulated DEGs) in the dataset GSE9692 and 357 DEGs (236 upregulated DEGs and 121 downregulated DEGs) in the dataset GSE95233.", "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:35190763"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE95233"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE95233"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35190763", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1155/2022/6878495", "sha256": "sha256:1d39a10cc3774bcaf275ec444e5b343aaa87d65dc138d1fdba209f59d370f415", "bytes": 17021, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1155/2022/6878495", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8858053", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE95233", "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=GSE95233", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE95233", "version": null, "note": "The data used to support the findings of this study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2500349", "GSM2500350", "GSM2500351", "GSM2500352", "GSM2500353", "GSM2500354", "GSM2500355", "GSM2500356", "GSM2500357", "GSM2500358", "GSM2500359", "GSM2500360", "GSM2500361", "GSM2500362", "GSM2500363", "GSM2500364", "GSM2500365", "GSM2500366", "GSM2500367", "GSM2500368", "GSM2500369", "GSM2500370", "GSM2500371", "GSM2500372", "GSM2500373", "GSM2500374", "GSM2500375", "GSM2500376", "GSM2500377", "GSM2500378", "GSM2500379", "GSM2500380", "GSM2500381", "GSM2500382", "GSM2500383", "GSM2500384", "GSM2500385", "GSM2500386", "GSM2500387", "GSM2500388", "GSM2500389", "GSM2500390", "GSM2500391", "GSM2500392", "GSM2500393", "GSM2500394", "GSM2500395", "GSM2500396", "GSM2500397", "GSM2500398", "GSM2500399", "GSM2500400", "GSM2500401", "GSM2500402", "GSM2500403", "GSM2500404", "GSM2500405", "GSM2500406", "GSM2500407", "GSM2500408", "GSM2500409", "GSM2500410", "GSM2500411", "GSM2500412", "GSM2500413", "GSM2500414", "GSM2500415", "GSM2500416", "GSM2500417", "GSM2500418", "GSM2500419", "GSM2500420", "GSM2500421", "GSM2500422", "GSM2500423", "GSM2500424", "GSM2500425", "GSM2500426", "GSM2500427", "GSM2500428", "GSM2500429", "GSM2500430", "GSM2500431", "GSM2500432", "GSM2500433", "GSM2500434", "GSM2500435", "GSM2500436", "GSM2500437", "GSM2500438", "GSM2500439", "GSM2500440", "GSM2500441", "GSM2500442", "GSM2500443", "GSM2500444", "GSM2500445", "GSM2500446", "GSM2500447", "GSM2500448", "GSM2500449", "GSM2500450", "GSM2500451", "GSM2500452", "GSM2500453", "GSM2500454", "GSM2500455", "GSM2500456", "GSM2500457", "GSM2500458", "GSM2500459", "GSM2500460", "GSM2500461", "GSM2500462", "GSM2500463", "GSM2500464", "GSM2500465", "GSM2500466", "GSM2500467", "GSM2500468", "GSM2500469", "GSM2500470", "GSM2500471", "GSM2500472"], "sample_count": 124, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Fractalkine receptor CX3CR1 and leukocyte Ig-like receptor B2 LILRB2 are prognostic biomarkers in septic shock", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE9692", "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=GSE9692", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE9692", "version": null, "note": "The data used to support the findings of this study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM244467", "GSM244468", "GSM244469", "GSM244470", "GSM244471", "GSM244472", "GSM244473", "GSM244474", "GSM244475", "GSM244476", "GSM244477", "GSM244478", "GSM244479", "GSM244480", "GSM244481", "GSM244482", "GSM244483", "GSM244484", "GSM244485", "GSM244486", "GSM244487", "GSM244488", "GSM244489", "GSM244490", "GSM244491", "GSM244492", "GSM244493", "GSM244494", "GSM244495", "GSM244496", "GSM244497", "GSM244498", "GSM244499", "GSM244500", "GSM244501", "GSM244502", "GSM244503", "GSM244504", "GSM244505", "GSM244506", "GSM244507", "GSM244508", "GSM244509", "GSM244510", "GSM244511"], "sample_count": 45, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Validation of Genome-wide Expression patterns in Pediatric Septic Shock", "resolution_checked_at": "2026-11-01T18:06:44Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE95233 not downloaded", "asset:data:geo:GSE95233 licence not read", "asset:data:geo:GSE9692 not downloaded", "asset:data:geo:GSE9692 licence not read"]}, "analysis": {"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": 0.7, "band": "medium", "quote": "pathway enrichment"}}, {"id": "method-3", "family": null, "specific": null, "label": "GEO2R online analysis, using adjusted P value <0.05 and |log fold change (LogFC) >2.0 as the DEG screening criteria", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The DEGs were identified using the online tool GEO2R. The screening criteria for DEGs were adjusted P value <0.05 and |log fold change (LogFC) >2.0."}}], "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": ["GSE9692", "GSE95233"], "resolved_accessions": ["GSE9692", "GSE95233"], "statements": ["The data used to support the findings of this study are available from the corresponding author upon reasonable request."], "basis": "The paper names GSE9692, GSE95233 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:35190763", "data:geo:GSE95233"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE95233"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:35:26Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 5661, "completion_tokens": 1586, "cached_tokens": 256}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:35190763", "type": "paper", "label": "pmid:35190763"}, {"id": "source:pmid:35190763", "type": "manuscript", "label": "PMID 35190763 full text"}, {"id": "data:geo:GSE95233", "type": "dataset", "label": "GEO GSE95233"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35190763", "type": "paper", "label": "pmid:35190763"}, {"id": "source:pmid:35190763", "type": "manuscript", "label": "PMID 35190763 full text"}, {"id": "data:geo:GSE95233", "type": "dataset", "label": "GEO GSE95233"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35190763", "type": "extraction", "used": ["source:pmid:35190763"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE95233", "type": "accession_resolution", "used": ["data:geo:GSE95233"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:35190763", "parent_hash": "sha256:9f599d9700e7cfb275e192bb4bf8677871d6a25d20b4454358e5d022bcae31bd", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE95233 licence not read", "asset:data:geo:GSE95233 not downloaded", "asset:data:geo:GSE9692 licence not read", "asset:data:geo:GSE9692 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["gnosis and treatment of sepsis. METHODS: The microarray data of GSE9692 and GSE95233 were downloaded"], "order_basis": "paper_text_order:326", "id": "assay:1"}, {"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["protein-protein interaction"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}