← All .science files
pmid:34760904
Identification and Validation of IFI44 as Key Biomarker in Lupus Nephritis.
Lingling Shen · Lan Lan · Tingting Zhu · Hongjun Chen · Haifeng Gu · Cuili Wang · Ying Chen · Minmin Wang · Haiyan Tu · Philipp Enghard · Hong Jiang · Jianghua Chen
Frontiers in medicine · 2021 doi:10.3389/fmed.2021.762848
Paper
complete
Experiment
complete
Data
partial
Analysis
partial
Execution
absent
Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
paper object · 10 fields
authors array · 12 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
[2] object · 6 fields
evidence array · 2 items
[0] object · 3 fields
[1] object · 3 fields
gaps array · 0 items
experiment object · 8 fields
steps array · 3 items
[0] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
assets array · 4 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 93 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 82 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 59 items
gaps array · 6 items
analysis object · 4 fields
methods array · 2 items
[0] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[1] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
targets array · 0 items
gaps array · 1 item
capability object · 3 fields
requirements array · 1 item
[0] object · 6 fields
assay_families array · 9 items
gaps array · 0 items
readiness object · 8 fields
axes object · 3 fields
method object · 5 fields
required_operations array · 3 items
missing_operations array · 0 items
capability object · 4 fields
data object · 6 fields
accessions array · 3 items
resolved_accessions array · 3 items
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 3 items
assets array · 2 items
steps array · 1 item
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
gaps array · 0 items
review object · 5 fields
machine_critique object · 5 fields
reader object · 5 fields
evidence_check object · 2 fields
usage object · 3 fields
stages array · 1 item
[0] object · 4 fields
gaps array · 3 items
provenance object · 7 fields
entities array · 3 items
activities array · 3 items
[0] object · 4 fields
used array · 3 items
[0] object · 3 fields
[1] object · 3 fields
[2] object · 3 fields
[1] object · 4 fields
agents array · 2 items
lineage object · 4 fields
gaps array · 11 items
assays array · 3 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 2 items
[2] object · 11 fields
required_operations array · 3 items
source_hashes object · 1 field
evidence array · 1 item
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34760904", "kind": "science-record", "revision": 4, "content_hash": "sha256:e9943bb57c1c0042f2ec1ae2b06d008b37e45f24cd135cf75b033ceb4e954641", "created_at": "2026-11-01T17:36:27Z", "updated_at": "2026-11-01T22:05:08Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification and Validation of IFI44 as Key Biomarker in Lupus Nephritis.", "doi": "10.3389/fmed.2021.762848", "pmid": "34760904", "authors": ["Lingling Shen", "Lan Lan", "Tingting Zhu", "Hongjun Chen", "Haifeng Gu", "Cuili Wang", "Ying Chen", "Minmin Wang", "Haiyan Tu", "Philipp Enghard", "Hong Jiang", "Jianghua Chen"], "journal": "Frontiers in medicine", "year": 2021, "abstract": "Lupus nephritis (LN) is a common and severe organ manifestation of systemic lupus erythematosus (SLE) and is a major cause of SLE related deaths. Early diagnosis is essential to improve the prognosis of patients with LN. To screen the potential biomarkers associated with LN, we downloaded the gene expression profile of GSE99967 from the Gene Expression Omnibus (GEO) database. Weighted gene co-expression network analysis (WGCNA) was utilized to construct a gene co-expression network and identify gene modules associated with LN. Gene Ontology (GO) analysis was also applied to explore the biological function of genes and identify the key module. Differentially expressed genes (DEGs) were identified and Maximal Clique Centrality (MCC) values were calculated to screen hub genes. Furthermore, we selected promising biomarkers for real-time PCR (qRT-PCR) and enzyme-linked immunosorbent assay (ELISA) validation in independent cohorts. Our results indicated that five hub genes, including IFI44, IFIT3, HERC5, RSAD2, and DDX60 play vital roles in the pathogenesis of LN. Importantly, IFI44 may considered as a key biomarker in LN for its diagnostic capabilities, which is also a promising therapeutic target in the future.", "claims": [{"id": "claim-method", "statement": "The R package “WGCNA” (7) was utilized to construct the co-expression network of all genes in the GSE99967 dataset.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34760904", "locator": "sections[4] \"Weighted Gene Co-expression Network Analysis\" paragraph 2", "quote": "The R package “WGCNA” (7) was utilized to construct the co-expression network of all genes in the GSE99967 dataset."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34760904", "locator": "sections[20] \"Data Availability Statement\" paragraph 2", "quote": "The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Five hub genes, IFI44, IFIT3, HERC5, RSAD2, and DDX60, were identified as playing vital roles in the pathogenesis of lupus nephritis.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:34760904", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Our results indicated that five hub genes, including IFI44, IFIT3, HERC5, RSAD2, and DDX60 play vital roles in the pathogenesis of LN."}, {"asset": "source:pmid:34760904", "locator": "sections[16] \"Identification of Hub Genes\" paragraph 3", "quote": "Among these ten genes, 5 DEGs were identified as hub genes, including interferon induced protein 44 (IFI44), interferon induced protein with tetratricopeptide repeats three (IFIT3), HECT and RLD domain containing E3 ubiquitin protein ligase 5 (HERC5), radical S-adenosyl methionine domain containing two (RSAD2), and DExD/H-box helicase 60 (DDX60)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Five hub genes, IFI44, IFIT3, HERC5, RSAD2, and DDX60, were identified as playing vital roles in the pathogenesis of lupus nephritis.", "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:34760904"], "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:GSE32591"], "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:GSE32591"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34760904", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fmed.2021.762848", "sha256": "sha256:31854f1d3b9913a2267d6b2e486e44a47a96cc60920f7c65ebc920cd9bd817fc", "bytes": 27646, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fmed.2021.762848", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8574154", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE32591", "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=GSE32591", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE32591", "version": null, "note": "The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM807842", "GSM807843", "GSM807844", "GSM807845", "GSM807846", "GSM807847", "GSM807848", "GSM807849", "GSM807850", "GSM807851", "GSM807852", "GSM807853", "GSM807854", "GSM807855", "GSM807856", "GSM807857", "GSM807858", "GSM807859", "GSM807860", "GSM807861", "GSM807862", "GSM807863", "GSM807864", "GSM807865", "GSM807866", "GSM807867", "GSM807868", "GSM807869", "GSM807870", "GSM807871", "GSM807872", "GSM807873", "GSM807874", "GSM807875", "GSM807876", "GSM807877", "GSM807878", "GSM807879", "GSM807880", "GSM807881", "GSM807882", "GSM807883", "GSM807884", "GSM807885", "GSM807886", "GSM807887", "GSM807888", "GSM807889", "GSM807890", "GSM807891", "GSM807892", "GSM807893", "GSM807894", "GSM807895", "GSM807896", "GSM807897", "GSM807898", "GSM807899", "GSM807900", "GSM807901", "GSM807902", "GSM807903", "GSM807904", "GSM807905", "GSM807906", "GSM807907", "GSM807908", "GSM807909", "GSM807910", "GSM807911", "GSM807912", "GSM807913", "GSM807914", "GSM807915", "GSM807916", "GSM807917", "GSM807918", "GSM807919", "GSM807920", "GSM807921", "GSM807922", "GSM807923", "GSM807924", "GSM807925", "GSM807926", "GSM807927", "GSM807928", "GSM807929", "GSM807930", "GSM807931", "GSM807932", "GSM807933", "GSM807934"], "sample_count": 93, "group_sizes": null, "group_sizes_basis": null, "platform": "14663", "taxon": "Homo sapiens", "title": "Expression data from human with lupus nephritis (LN)", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE72798", "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=GSE72798", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE72798", "version": null, "note": "The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1869396", "GSM1869397", "GSM1869398", "GSM1869399", "GSM1869400", "GSM1869401", "GSM1869402", "GSM1869403", "GSM1869404", "GSM1869405", "GSM1869406", "GSM1869407", "GSM1869408", "GSM1869409", "GSM1869410", "GSM1869411", "GSM1869412", "GSM1869413", "GSM1869414", "GSM1869415", "GSM1869416", "GSM1869417", "GSM1869418", "GSM1869419", "GSM1869420", "GSM1869421", "GSM1869422", "GSM1869423", "GSM1869424", "GSM1869425", "GSM1869478", "GSM1869479", "GSM1869480", "GSM1869481", "GSM1869482", "GSM1869483", "GSM1869484", "GSM1869485", "GSM1869486", "GSM1869487", "GSM1869488", "GSM1869489", "GSM1869490", "GSM1869491", "GSM1869492", "GSM1869493", "GSM1869494", "GSM1869495", "GSM1869496", "GSM1869497", "GSM1869498", "GSM1869499", "GSM1869500", "GSM1869501", "GSM1869502", "GSM1869503", "GSM1869504", "GSM1869505", "GSM1869506", "GSM1869507", "GSM1869508", "GSM1869509", "GSM1869510", "GSM1869511", "GSM1869512", "GSM1869513", "GSM1869514", "GSM1869515", "GSM1869516", "GSM1869517", "GSM1869518", "GSM1869519", "GSM1869520", "GSM1869521", "GSM1869522", "GSM1869523", "GSM1869524", "GSM1869525", "GSM1869526", "GSM1869527", "GSM1869528", "GSM1869529"], "sample_count": 82, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "IFNalpha kinoid induces neutralizing anti-IFNalpha antibodies that decrease the expression of IFN-induced and B cell activation associated transcripts: analysis of extended follow-up data from the IFN-K phase I/II study", "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:GSE99967", "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=GSE99967", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE99967", "version": null, "note": "The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2666720", "GSM2666721", "GSM2666722", "GSM2666723", "GSM2666724", "GSM2666725", "GSM2666726", "GSM2666727", "GSM2666728", "GSM2666729", "GSM2666730", "GSM2666731", "GSM2666732", "GSM2666733", "GSM2666734", "GSM2666735", "GSM2666736", "GSM2666737", "GSM2666738", "GSM2666739", "GSM2666740", "GSM2666741", "GSM2666742", "GSM2666743", "GSM2666744", "GSM2666745", "GSM2666746", "GSM2666747", "GSM2666748", "GSM2666749", "GSM2666750", "GSM2666751", "GSM2666752", "GSM2666753", "GSM2666754", "GSM2666755", "GSM2666756", "GSM2666757", "GSM2666758", "GSM2666759", "GSM2666760", "GSM2666761", "GSM2666762", "GSM2666763", "GSM2666764", "GSM2666765", "GSM2666766", "GSM2666767", "GSM2666768", "GSM2666769", "GSM2666770", "GSM2666771", "GSM2666772", "GSM2666773", "GSM2666774", "GSM2666775", "GSM2666776", "GSM2666777", "GSM2666778"], "sample_count": 59, "group_sizes": null, "group_sizes_basis": null, "platform": "21970", "taxon": "Homo sapiens", "title": "Identification of a neutrophil-related gene expression signature that distinguishes between adult patients with and without nephritis in active systemic lupus erythematosus", "resolution_checked_at": "2026-11-01T17:30:42Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE32591 not downloaded", "asset:data:geo:GSE32591 licence not read", "asset:data:geo:GSE72798 not downloaded", "asset:data:geo:GSE72798 licence not read", "asset:data:geo:GSE99967 not downloaded", "asset:data:geo:GSE99967 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "network_analysis", "specific": "centrality", "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": "Centrality"}}, {"id": "method-2", "family": null, "specific": null, "label": "Weighted gene co-expression network analysis (WGCNA)", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The R package “WGCNA” (7) was utilized to construct the co-expression network of all genes in the GSE99967 dataset."}}], "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: centrality."}, "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": ["GSE99967", "GSE72798", "GSE32591"], "resolved_accessions": ["GSE99967", "GSE72798", "GSE32591"], "statements": ["The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation."], "basis": "The paper names GSE99967, GSE72798, GSE32591 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:34760904", "data:geo:GSE32591"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE32591"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:06:56Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 8178, "completion_tokens": 1930, "cached_tokens": 188}}, "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:34760904", "type": "paper", "label": "pmid:34760904"}, {"id": "source:pmid:34760904", "type": "manuscript", "label": "PMID 34760904 full text"}, {"id": "data:geo:GSE32591", "type": "dataset", "label": "GEO GSE32591"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34760904", "type": "paper", "label": "pmid:34760904"}, {"id": "source:pmid:34760904", "type": "manuscript", "label": "PMID 34760904 full text"}, {"id": "data:geo:GSE32591", "type": "dataset", "label": "GEO GSE32591"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34760904", "type": "extraction", "used": ["source:pmid:34760904"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE32591", "type": "accession_resolution", "used": ["data:geo:GSE32591"], "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:34760904", "parent_hash": "sha256:e5999b47b62a8ba2361367004f66335cadfe4529076768bcb955972650974b5d", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE32591 licence not read", "asset:data:geo:GSE32591 not downloaded", "asset:data:geo:GSE72798 licence not read", "asset:data:geo:GSE72798 not downloaded", "asset:data:geo:GSE99967 licence not read", "asset:data:geo:GSE99967 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["ermore, we selected promising biomarkers for real-time PCR (qRT-PCR) and enzyme-linked immunosorbent as"], "order_basis": "paper_text_order:866", "id": "assay:1"}, {"role": "data_generation", "definition_id": "elisa", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["-PCR) and enzyme-linked immunosorbent assay (ELISA) validation in independent cohorts. Our resu", "g biomarkers for real-time PCR (qRT-PCR) and enzyme-linked immunosorbent assay (ELISA) validation in independent cohorts. O"], "order_basis": "paper_text_order:894", "id": "assay:2"}, {"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": ["Centrality"], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}