← All .science files
pmid:31801935
Bioinformatics Analysis of Key Genes and Pathways Associated with Thrombosis in Essential Thrombocythemia.
Chao Guo · Zhenling Li
Medical science monitor : international medical journal of experimental and clinical research · 2019 doi:10.12659/MSM.918719
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 · 2 items
claims array · 2 items
[0] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[1] object · 6 fields
evidence array · 1 item
[0] 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 · 3 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 130 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 104 items
gaps array · 4 items
analysis object · 4 fields
methods array · 3 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 · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[2] 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 · 2 items
resolved_accessions array · 2 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 · 9 items
assays array · 2 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 2 items
[1] 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:31801935", "kind": "science-record", "revision": 5, "content_hash": "sha256:8089b72f36a711da1c0f26abba7a80891029c9366161a6b5412336b5c8f21c84", "created_at": "2026-11-01T15:40:52Z", "updated_at": "2026-11-01T22:01:03Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Bioinformatics Analysis of Key Genes and Pathways Associated with Thrombosis in Essential Thrombocythemia.", "doi": "10.12659/MSM.918719", "pmid": "31801935", "authors": ["Chao Guo", "Zhenling Li"], "journal": "Medical science monitor : international medical journal of experimental and clinical research", "year": 2019, "abstract": "BACKGROUND Essential thrombocythemia (ET) is a form of chronic myeloproliferative neoplasm (MPN), and thrombosis is an important complication. This study aimed to use bioinformatics analysis to identify differentially expressed genes (DEGs) in ET associated thrombosis. MATERIAL AND METHODS Two datasets were identified from the Gene Expression Omnibus (GEO) database to investigate the expression profiles in ET. The GSE103176 dataset included 24 patients with ET and 15 healthy individuals with samples from CD34+ bone marrow cells. The GSE54644 dataset included 47 patients with ET and 11 healthy individuals with samples from peripheral neutrophils. GEO2R was used to screen DEGs, followed by over-representation analysis. Protein-protein interaction (PPI) network analysis and module analysis were performed using the STRING database and Cytoscape software. Hub genes were identified using the cytoHubba Cytoscape plugin, and maximal clique centrality (MCC) was identified. The MCODE Cytoscape plugin was used to identify network clusters, or highly interconnected regions. RESULTS There were 586 and 392 DEGs identified from the GSE103176 and GSE54644 datasets, respectively. The upregulated DEGs for CD34+ cells were predominantly enriched for granulocyte activation or related pathways for biological process (BP), and secretory vesicle for the cellular component (CC). The top hub genes within CD34+ cells included CXCL1, CAMP, HP, MMP8, PTX3, ORM1, LYZ, LTF, PGLYRP1, and OLFM4. CONCLUSIONS Bioinformatics analysis identified DEGs and hub genes that interacted with CD34+ cells and neutrophils that may predict an increased risk of thrombosis in patients with ET. These preliminary findings should be validated using next-generation sequencing (NGS) and clinical studies.", "claims": [{"id": "claim-method", "statement": "The GEO2R tool (https://www.ncbi.nlm.nih.gov/geo/geo2r/) was used to distinguish DEG in ET by comparison with healthy controls. An adjusted p-value <0.01 and |log2FC| >1 were defined as the criteria for DEG.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31801935", "locator": "sections[4] \"Identification of differentially expressed genes (DEGs) in essential thrombocythemia (ET)\" paragraph 2", "quote": "The GEO2R tool (https://www.ncbi.nlm.nih.gov/geo/geo2r/) was used to distinguish DEG in ET by comparison with healthy controls. An adjusted p-value <0.01 and |log2FC| >1 were defined as the criteria for DEG."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The GSE103176 dataset was obtained from the GPL13667 platform (HG-U219) Affymetrix Human Genome U219 Array, and the GSE54644 was obtained from the GPL4685 platform (U133AAofAv2) Affymetrix GeneChip HT-HG_U133A Early Access Array. GEO103176 included expression profiles of bone marrow CD34+ cells from 24 ET and 15 healthy individuals.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31801935", "locator": "sections[3] \"Data source\" paragraph 2", "quote": "The GSE103176 dataset was obtained from the GPL13667 platform (HG-U219) Affymetrix Human Genome U219 Array, and the GSE54644 was obtained from the GPL4685 platform (U133AAofAv2) Affymetrix GeneChip HT-HG_U133A Early Access Array. GEO103176 included expression profiles of bone marrow CD34+ cells from 24 ET and 15 healthy individuals."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "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:31801935"], "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:GSE103176"], "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:GSE103176"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:31801935", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.12659/MSM.918719", "sha256": "sha256:dc5989ab64586ea9bcc1f193b4bde76b83d7f881c25d87d0a4243c37232297d0", "bytes": 21102, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.12659/MSM.918719", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6911306", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE103176", "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=GSE103176", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE103176", "version": null, "note": "The GSE103176 dataset was obtained from the GPL13667 platform (HG-U219) Affymetrix Human Genome U219 Array, and the GSE54644 was obtained from the GPL4685 platform (U133AAofAv2) Affymetrix GeneChip HT-HG_U133A Early Access Array. GEO103176 included expression profiles of bone marrow CD34+ cells from 24 ET and 15 healthy individuals.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The GSE103176 dataset was obtained from the GPL13667 platform (HG-U219) Affymetrix Human Genome U219 Array, and the GSE54644 was obtained from the GPL4685 platform (U133AAofAv2) Affymetrix GeneChip HT-HG_U133A Early Access Array. GEO103176 included expression profiles of bone marrow CD34+ cells from 24 ET and 15 healthy individuals.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM2758679", "GSM2758680", "GSM2758681", "GSM2758682", "GSM2758683", "GSM2758684", "GSM2758685", "GSM2758686", "GSM2758687", "GSM2758688", "GSM2758689", "GSM2758690", "GSM2758691", "GSM2758692", "GSM2758693", "GSM2758694", "GSM2758695", "GSM2758696", "GSM2758697", "GSM2758698", "GSM2758699", "GSM2758700", "GSM2758701", "GSM2758702", "GSM2758703", "GSM2758704", "GSM2758705", "GSM2758706", "GSM2758707", "GSM2758708", "GSM2758709", "GSM2758710", "GSM2758711", "GSM2758712", "GSM2758713", "GSM2758714", "GSM2758715", "GSM2758716", "GSM2758717", "GSM2758718", "GSM2758719", "GSM2758720", "GSM2758721", "GSM2758722", "GSM2758723", "GSM2758724", "GSM2758725", "GSM2758726", "GSM2758727", "GSM2758728", "GSM2758729", "GSM2758730", "GSM2758731", "GSM2758732", "GSM2758733", "GSM2758734", "GSM2758735", "GSM2758736", "GSM2758737", "GSM2758738", "GSM2758739", "GSM2758740", "GSM2758741", "GSM2758742", "GSM2758743", "GSM2758744", "GSM2758745", "GSM2758746", "GSM2758747", "GSM2758748", "GSM2758749", "GSM2758750", "GSM2758751", "GSM2758752", "GSM2758753", "GSM2758754", "GSM2758755", "GSM2758756", "GSM2758757", "GSM2758758", "GSM2758759", "GSM2758760", "GSM2758761", "GSM2758762", "GSM2758763", "GSM2758764", "GSM2758765", "GSM2758766", "GSM2758767", "GSM2758768", "GSM2758769", "GSM2758770", "GSM2758771", "GSM2758772", "GSM2758773", "GSM2758774", "GSM2758775", "GSM2758776", "GSM2758777", "GSM2758778", "GSM2758779", "GSM2758780", "GSM2758781", "GSM2758782", "GSM2758783", "GSM2758784", "GSM2758785", "GSM2758786", "GSM2758787", "GSM2758788", "GSM2758789", "GSM2758790", "GSM2758791", "GSM2758792", "GSM2758793", "GSM2758794", "GSM2758795", "GSM2758796", "GSM2758797", "GSM2758798", "GSM2758799", "GSM2758800", "GSM2758801", "GSM2758802", "GSM2758803", "GSM2758804", "GSM2758805", "GSM2758806", "GSM2758807", "GSM2758808"], "sample_count": 130, "group_sizes": null, "group_sizes_basis": null, "platform": "13667;14613", "taxon": "synthetic construct; Homo sapiens", "title": "Gene and miRNA expression profiles in Polycythemia Vera and Essential Thrombocythemia according to CALR and JAK2 mutations", "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:GSE54644", "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=GSE54644", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE54644", "version": null, "note": "The GSE103176 dataset was obtained from the GPL13667 platform (HG-U219) Affymetrix Human Genome U219 Array, and the GSE54644 was obtained from the GPL4685 platform (U133AAofAv2) Affymetrix GeneChip HT-HG_U133A Early Access Array. GEO103176 included expression profiles of bone marrow CD34+ cells from 24 ET and 15 healthy individuals.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The GSE103176 dataset was obtained from the GPL13667 platform (HG-U219) Affymetrix Human Genome U219 Array, and the GSE54644 was obtained from the GPL4685 platform (U133AAofAv2) Affymetrix GeneChip HT-HG_U133A Early Access Array. GEO103176 included expression profiles of bone marrow CD34+ cells from 24 ET and 15 healthy individuals.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1320524", "GSM1320525", "GSM1320526", "GSM1320527", "GSM1320528", "GSM1320529", "GSM1320530", "GSM1320531", "GSM1320532", "GSM1320533", "GSM1320534", "GSM1320535", "GSM1320536", "GSM1320537", "GSM1320538", "GSM1320539", "GSM1320540", "GSM1320541", "GSM1320542", "GSM1320543", "GSM1320544", "GSM1320545", "GSM1320546", "GSM1320547", "GSM1320548", "GSM1320549", "GSM1320550", "GSM1320551", "GSM1320552", "GSM1320553", "GSM1320554", "GSM1320555", "GSM1320556", "GSM1320557", "GSM1320558", "GSM1320559", "GSM1320560", "GSM1320561", "GSM1320562", "GSM1320563", "GSM1320564", "GSM1320565", "GSM1320566", "GSM1320567", "GSM1320568", "GSM1320569", "GSM1320570", "GSM1320571", "GSM1320572", "GSM1320573", "GSM1320574", "GSM1320575", "GSM1320576", "GSM1320577", "GSM1320578", "GSM1320579", "GSM1320580", "GSM1320581", "GSM1320582", "GSM1320583", "GSM1320584", "GSM1320585", "GSM1320586", "GSM1320587", "GSM1320588", "GSM1320589", "GSM1320590", "GSM1320591", "GSM1320592", "GSM1320593", "GSM1320594", "GSM1320595", "GSM1320596", "GSM1320597", "GSM1320598", "GSM1320599", "GSM1320600", "GSM1320601", "GSM1320602", "GSM1320603", "GSM1320604", "GSM1320605", "GSM1320606", "GSM1320607", "GSM1320608", "GSM1320609", "GSM1320610", "GSM1320611", "GSM1320612", "GSM1320613", "GSM1320614", "GSM1320615", "GSM1320616", "GSM1320617", "GSM1320618", "GSM1320619", "GSM1320620", "GSM1320621", "GSM1320622", "GSM1320623", "GSM1320624", "GSM1320625", "GSM1320626", "GSM1320627"], "sample_count": 104, "group_sizes": null, "group_sizes_basis": null, "platform": "4685", "taxon": "Homo sapiens", "title": "Integrated genomic analysis illustrates the central role of JAK-STAT pathway activation in myeloproliferative neoplasm pathogenesis [MPN patients]", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE103176 not downloaded", "asset:data:geo:GSE103176 licence not read", "asset:data:geo:GSE54644 not downloaded", "asset:data:geo:GSE54644 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": "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-3", "family": null, "specific": null, "label": "GEO2R", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The GEO2R tool (https://www.ncbi.nlm.nih.gov/geo/geo2r/) was used to distinguish DEG in ET by comparison with healthy controls. An adjusted p-value <0.01 and |log2FC| >1 were defined as the criteria for DEG."}}], "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": ["GSE103176", "GSE54644"], "resolved_accessions": ["GSE103176", "GSE54644"], "statements": ["The GSE103176 dataset was obtained from the GPL13667 platform (HG-U219) Affymetrix Human Genome U219 Array, and the GSE54644 was obtained from the GPL4685 platform (U133AAofAv2) Affymetrix GeneChip HT-HG_U133A Early Access Array. GEO103176 included expression profiles of bone marrow CD34+ cells from 24 ET and 15 healthy individuals."], "basis": "The paper names GSE103176, GSE54644 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:31801935", "data:geo:GSE103176"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE103176"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:17:12Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 15736, "completion_tokens": 1282, "cached_tokens": 776}}, "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:31801935", "type": "paper", "label": "pmid:31801935"}, {"id": "source:pmid:31801935", "type": "manuscript", "label": "PMID 31801935 full text"}, {"id": "data:geo:GSE103176", "type": "dataset", "label": "GEO GSE103176"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31801935", "type": "paper", "label": "pmid:31801935"}, {"id": "source:pmid:31801935", "type": "manuscript", "label": "PMID 31801935 full text"}, {"id": "data:geo:GSE103176", "type": "dataset", "label": "GEO GSE103176"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31801935", "type": "extraction", "used": ["source:pmid:31801935"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE103176", "type": "accession_resolution", "used": ["data:geo:GSE103176"], "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:31801935", "parent_hash": "sha256:57ccdf5baa06d1852ec4650a0e6860626af186321902eeeb2b6a4f3049ffc7fa", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE103176 licence not read", "asset:data:geo:GSE103176 not downloaded", "asset:data:geo:GSE54644 licence not read", "asset:data:geo:GSE54644 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "amplicon_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["eliminary findings should be validated using next-generation sequencing (NGS) and clinical studies.", "validated using next-generation sequencing (NGS) and clinical studies."], "order_basis": "paper_text_order:1789", "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"}]}