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pmid:37798725

Identification and validation of targets of swertiamarin on idiopathic pulmonary fibrosis through bioinformatics and molecular docking-based approach.

Jun Chang · Shaoqing Zou · Yiwen Xiao · Du Zhu

BMC complementary medicine and therapies · 2023 doi:10.1186/s12906-023-04171-w

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
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pmid:37798725
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science-record
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sha256:cb4a4003e9758d86d6b101ed3110848fcf774d18c50296b013ae8e9ea1f2f7e2
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https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:02:39Z
updated_at
2026-11-01T22:10:25Z
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paper object · 10 fields
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title
Identification and validation of targets of swertiamarin on idiopathic pulmonary fibrosis through bioinformatics and molecular docking-based approach.
doi
10.1186/s12906-023-04171-w
pmid
37798725
authors array · 4 items
[0]
Jun Chang
[1]
Shaoqing Zou
[2]
Yiwen Xiao
[3]
Du Zhu
journal
BMC complementary medicine and therapies
year
2023
abstract
BACKGROUND: Swertiamarin is the main hepatoprotective component of Swertiapatens and has anti-inflammatory and antioxidation effects. Our previous study showed that it was a potent inhibitor of idiopathic pulmonary fibrosis (IPF) and can regulate the expressions of α-smooth muscle actin (α-SMA) and epithelial cadherin (E-cadherin), two markers of the TGF-β/Smad (transforming growth factor beta/suppressor of mothers against decapentaplegic family) signaling pathway. But its targets still need to be investigated. The main purpose of this study is to identify the targets of swertiamarin. METHODS: GEO2R was used to analyze the differentially expressed genes (DEGs) of GSE10667, GSE110147, and GSE71351 datasets from the Gene Expression Omnibus (GEO) database. The DEGs were then enriched with Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis for their biological functions and annotated terms. The protein-protein interaction (PPI) network was constructed to identify hub genes. The identified hub genes were predicted for their bindings to swertiamarin by molecular docking (MD) and validated by experiments. RESULTS: 76 upregulated and 27 downregulated DEGs were screened out. The DEGs were enriched in the biological function of cellular component (CC) and 7 cancer-related signaling pathways. Three hub genes, i.e., LOX (lysyl oxidase), COL5A2 (collagen type V alpha 2 chain), and CTGF (connective tissue growth factor) were selected, virtually tested for the interactions with swertiamarin by MD, and validated by in vitro experiments. CONCLUSION: LOX, COL5A2, and CTGF were identified as the targets of swertiamarin on IPF.
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To avoid the batch effect, GSE10667, GSE110147, and GSE71351 datasets were separately analyzed for DEGs with GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r) between control and IPF groups.
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sections[4] "Identification of differentially expressed genes" paragraph 2
quote
To avoid the batch effect, GSE10667, GSE110147, and GSE71351 datasets were separately analyzed for DEGs with GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r) between control and IPF groups.
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sections[25] "notes" paragraph 1
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GSE10667, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10667.GSE110147, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE110147.GSE71351, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE71351.
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LOX, COL5A2, and CTGF were identified as the targets of swertiamarin on IPF.
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null
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sections[0] "Abstract" paragraph 4
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LOX, COL5A2, and CTGF were identified as the targets of swertiamarin on IPF.
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LOX, COL5A2, and CTGF were identified as the targets of swertiamarin on IPF.
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MMP1 and MMP7 as potential peripheral blood biomarkers in Idiopathic Pulmonary Fibrosis
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Gene expression profiling of idiopathic pulmonary fibrosis and non-specific interstitial pneumonia
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Global Gene Expression Profiles of Fibroblasts from the Lungs of Patients with Idiopathic Pulmonary Fibrosis: The Role of CCL8
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2026-11-01T19:09:46Z
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To avoid the batch effect, GSE10667, GSE110147, and GSE71351 datasets were separately analyzed for DEGs with GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r) between control and IPF groups.
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assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:37798725", "kind": "science-record", "revision": 4, "content_hash": "sha256:cb4a4003e9758d86d6b101ed3110848fcf774d18c50296b013ae8e9ea1f2f7e2", "created_at": "2026-11-01T19:02:39Z", "updated_at": "2026-11-01T22:10:25Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification and validation of targets of swertiamarin on idiopathic pulmonary fibrosis through bioinformatics and molecular docking-based approach.", "doi": "10.1186/s12906-023-04171-w", "pmid": "37798725", "authors": ["Jun Chang", "Shaoqing Zou", "Yiwen Xiao", "Du Zhu"], "journal": "BMC complementary medicine and therapies", "year": 2023, "abstract": "BACKGROUND: Swertiamarin is the main hepatoprotective component of Swertiapatens and has anti-inflammatory and antioxidation effects. Our previous study showed that it was a potent inhibitor of idiopathic pulmonary fibrosis (IPF) and can regulate the expressions of α-smooth muscle actin (α-SMA) and epithelial cadherin (E-cadherin), two markers of the TGF-β/Smad (transforming growth factor beta/suppressor of mothers against decapentaplegic family) signaling pathway. But its targets still need to be investigated. The main purpose of this study is to identify the targets of swertiamarin.\nMETHODS: GEO2R was used to analyze the differentially expressed genes (DEGs) of GSE10667, GSE110147, and GSE71351 datasets from the Gene Expression Omnibus (GEO) database. The DEGs were then enriched with Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis for their biological functions and annotated terms. The protein-protein interaction (PPI) network was constructed to identify hub genes. The identified hub genes were predicted for their bindings to swertiamarin by molecular docking (MD) and validated by experiments.\nRESULTS: 76 upregulated and 27 downregulated DEGs were screened out. The DEGs were enriched in the biological function of cellular component (CC) and 7 cancer-related signaling pathways. Three hub genes, i.e., LOX (lysyl oxidase), COL5A2 (collagen type V alpha 2 chain), and CTGF (connective tissue growth factor) were selected, virtually tested for the interactions with swertiamarin by MD, and validated by in vitro experiments.\nCONCLUSION: LOX, COL5A2, and CTGF were identified as the targets of swertiamarin on IPF.", "claims": [{"id": "claim-method", "statement": "To avoid the batch effect, GSE10667, GSE110147, and GSE71351 datasets were separately analyzed for DEGs with GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r) between control and IPF groups.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37798725", "locator": "sections[4] \"Identification of differentially expressed genes\" paragraph 2", "quote": "To avoid the batch effect, GSE10667, GSE110147, and GSE71351 datasets were separately analyzed for DEGs with GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r) between control and IPF groups."}], "state": "complete"}, {"id": "claim-data-access", "statement": "GSE10667, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10667.GSE110147, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE110147.GSE71351, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE71351.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37798725", "locator": "sections[25] \"notes\" paragraph 1", "quote": "GSE10667, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10667.GSE110147, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE110147.GSE71351, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE71351."}], "state": "complete"}, {"id": "claim-target-result", "statement": "LOX, COL5A2, and CTGF were identified as the targets of swertiamarin on IPF.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:37798725", "locator": "sections[0] \"Abstract\" paragraph 4", "quote": "LOX, COL5A2, and CTGF were identified as the targets of swertiamarin on IPF."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "LOX, COL5A2, and CTGF were identified as the targets of swertiamarin on IPF.", "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:37798725"], "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:GSE10667"], "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:GSE10667"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37798725", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s12906-023-04171-w", "sha256": "sha256:adcde086011fc676adf244c3beb172ae43250f82479f52248f4204cbfa4d7a31", "bytes": 25964, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s12906-023-04171-w", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10557187", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE10667", "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=GSE10667", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE10667", "version": null, "note": "GSE10667, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10667.GSE110147, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE110147.GSE71351, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE71351.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "GSE10667, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10667.GSE110147, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE110147.GSE71351, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE71351.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM269749", "GSM269750", "GSM269751", "GSM269752", "GSM269753", "GSM269754", "GSM269755", "GSM269756", "GSM269757", "GSM269758", "GSM269759", "GSM269760", "GSM269761", "GSM269762", "GSM269763", "GSM269764", "GSM269765", "GSM269766", "GSM269767", "GSM269768", "GSM269769", "GSM269770", "GSM269771", "GSM269772", "GSM269773", "GSM269774", "GSM269775", "GSM269776", "GSM269777", "GSM269778", "GSM269779", "GSM269780", "GSM269781", "GSM269782", "GSM269783", "GSM269784", 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https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE110147.GSE71351, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE71351.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "GSE10667, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10667.GSE110147, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE110147.GSE71351, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE71351.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2978752", "GSM2978753", "GSM2978754", "GSM2978755", "GSM2978756", "GSM2978757", "GSM2978758", "GSM2978759", "GSM2978760", "GSM2978761", "GSM2978762", "GSM2978763", "GSM2978764", "GSM2978765", "GSM2978766", "GSM2978767", "GSM2978768", "GSM2978769", "GSM2978770", "GSM2978771", "GSM2978772", "GSM2978773", "GSM2978774", "GSM2978775", "GSM2978776", "GSM2978777", "GSM2978778", "GSM2978779", "GSM2978780", "GSM2978781", "GSM2978782", "GSM2978783", "GSM2978784", "GSM2978785", "GSM2978786", "GSM2978787", "GSM2978788", "GSM2978789", "GSM2978790", "GSM2978791", "GSM2978792", "GSM2978793", "GSM2978794", "GSM2978795", "GSM2978796", "GSM2978797", "GSM2978798", "GSM2978799"], "sample_count": 48, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Gene expression profiling of idiopathic pulmonary fibrosis and non-specific interstitial pneumonia", "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:GSE71351", "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=GSE71351", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE71351", "version": null, "note": "GSE10667, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10667.GSE110147, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE110147.GSE71351, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE71351.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "GSE10667, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10667.GSE110147, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE110147.GSE71351, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE71351.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1832919", "GSM1832920", "GSM1832921", "GSM1832922", "GSM1832923", "GSM1832924", "GSM1832925", "GSM1832926", "GSM1832927", "GSM1832928", "GSM1832929", "GSM1832930"], "sample_count": 12, "group_sizes": null, "group_sizes_basis": null, "platform": "10558", "taxon": "Homo sapiens", "title": "Global Gene Expression Profiles of Fibroblasts from the Lungs of Patients with Idiopathic Pulmonary 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"missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "To avoid the batch effect, GSE10667, GSE110147, and GSE71351 datasets were separately analyzed for DEGs with GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r) between control and IPF groups."}}], "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": 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The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE10667", "GSE110147", "GSE71351"], "resolved_accessions": ["GSE10667", "GSE110147", "GSE71351"], "statements": ["GSE10667, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10667.GSE110147, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE110147.GSE71351, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE71351."], "basis": "The paper names GSE10667, GSE110147, GSE71351 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:37798725", "data:geo:GSE10667"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE10667"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:55:23Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 8467, "completion_tokens": 1972, "cached_tokens": 128}}, "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:37798725", "type": "paper", "label": "pmid:37798725"}, {"id": "source:pmid:37798725", "type": "manuscript", "label": "PMID 37798725 full text"}, {"id": "data:geo:GSE10667", "type": "dataset", "label": "GEO GSE10667"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37798725", "type": "paper", "label": "pmid:37798725"}, {"id": "source:pmid:37798725", "type": "manuscript", "label": "PMID 37798725 full text"}, {"id": "data:geo:GSE10667", "type": "dataset", "label": "GEO GSE10667"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37798725", "type": "extraction", "used": ["source:pmid:37798725"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE10667", "type": "accession_resolution", "used": ["data:geo:GSE10667"], "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:37798725", "parent_hash": "sha256:af3171b57833879aa8458e1c13f502b8fa280bdb1a17048dc7fef0f4f522977f", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE10667 licence not read", "asset:data:geo:GSE10667 not downloaded", "asset:data:geo:GSE110147 licence not read", "asset:data:geo:GSE110147 not downloaded", "asset:data:geo:GSE71351 licence not read", "asset:data:geo:GSE71351 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["lysis of expressions of the hub genes in the western blot experiments was performed by Pearson’s corre", "idence interval was set as 0.95 for DEGs and western blot analysis. Electronic supplementary material"], "order_basis": "paper_text_order:1925", "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"}]}