← All .science files
pmid:37291580
Exploring the molecular mechanism of comorbidity of autism spectrum disorder and inflammatory bowel disease by combining multiple data sets.
Jinyi Zhu · Haoran Meng · Li Zhang · Yan Li
Journal of translational medicine · 2023 doi:10.1186/s12967-023-04218-z
Paper
complete
Experiment
complete
Data
partial
Analysis
complete
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 · 4 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
[2] 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 · 4 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 5 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 285 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 127 items
gaps array · 6 items
analysis object · 4 fields
methods array · 1 item
[0] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
targets array · 0 items
gaps array · 0 items
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 · 10 items
assays array · 1 item
[0] 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:37291580", "kind": "science-record", "revision": 4, "content_hash": "sha256:a6ec13d0a5e4e7b85ac1b5d1d642389e22522c760791f2002ad8dadf9c885c3d", "created_at": "2026-11-01T19:02:01Z", "updated_at": "2026-11-01T22:52:04Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Exploring the molecular mechanism of comorbidity of autism spectrum disorder and inflammatory bowel disease by combining multiple data sets.", "doi": "10.1186/s12967-023-04218-z", "pmid": "37291580", "authors": ["Jinyi Zhu", "Haoran Meng", "Li Zhang", "Yan Li"], "journal": "Journal of translational medicine", "year": 2023, "abstract": "BACKGROUND: Autism spectrum disorder (ASD) is a neurodevelopmental disorder that is difficult to diagnose. Inflammatory bowel disease (IBD) is a common chronic digestive disease. Previous studies have shown a potential correlation between ASD and IBD, but the pathophysiological mechanism remains unclear. The purpose of this research was to examine the biological mechanisms underlying the differentially expressed genes (DEGs) of ASD and IBD using bioinformatics tools.\nMETHODS: Limma software was used to evaluate the DEGs between ASD and IBD. The GSE3365, GSE18123, and GSE150115 microarray data sets were acquired from the Gene Expression Omnibus (GEO) database. We then performed 6 analyses, namely, Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) functional annotation; weighted gene coexpression network analysis; correlation analysis of hub genes with autophagy, ferroptosis and immunity; transcriptional regulation analysis of hub genes; single-cell sequencing analysis; and potential therapeutic drug prediction.\nRESULTS: A total of 505 DEGs associated with ASD and 616 DEGs associated with IBD were identified, and 7 genes overlapped between these sets. GO and KEGG analyses revealed several pathways enriched in both diseases. A total of 98 common genes related to ASD and IBD were identified by weighted gene coexpression network analysis (WGCNA), and 4 hub genes were obtained by intersection with the 7 intersecting DEGs, which were PDGFC, CA2, GUCY1B3 and SDPR. We also found that 4 hub genes in the two diseases were related to autophagy, ferroptosis or immune factors. In addition, motif-TF annotation analysis showed that cisbp__M0080 was the most relevant motif. We also used the Connectivity Map (CMap) database to identify 4 potential therapeutic agents.\nCONCLUSION: This research reveals the shared pathogenesis of ASD and IBD. In the future, these common hub genes may provide new targets for further mechanistic research as well as new therapies for patients with ASD and IBD.", "claims": [{"id": "claim-method", "statement": "The limma package [10] was used to compare the normal and disease-affected groups, and the screening criteria for DEGs were P value < 0.05 and |logFC|>0.585.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37291580", "locator": "sections[3] \"Data download\" paragraph 2", "quote": "The limma package [10] was used to compare the normal and disease-affected groups, and the screening criteria for DEGs were P value < 0.05 and |logFC|>0.585."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The Series Matrix File data file of GSE18123 was downloaded from the NCBI GEO public database [9].", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37291580", "locator": "sections[3] \"Data download\" paragraph 2", "quote": "The Series Matrix File data file of GSE18123 was downloaded from the NCBI GEO public database [9]."}], "state": "complete"}, {"id": "claim-target-result", "statement": "A total of 98 common genes related to ASD and IBD were identified by weighted gene coexpression network analysis (WGCNA), and 4 hub genes were obtained by intersection with the 7 intersecting DEGs, which were PDGFC, CA2, GUCY1B3 and SDPR.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:37291580", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "A total of 98 common genes related to ASD and IBD were identified by weighted gene coexpression network analysis (WGCNA), and 4 hub genes were obtained by intersection with the 7 intersecting DEGs, which were PDGFC, CA2, GUCY1B3 and SDPR."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "A total of 98 common genes related to ASD and IBD were identified by weighted gene coexpression network analysis (WGCNA), and 4 hub genes were obtained by intersection with the 7 intersecting DEGs, which were PDGFC, CA2, GUCY1B3 and SDPR.", "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:37291580"], "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:GSE150115"], "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:GSE150115"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37291580", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s12967-023-04218-z", "sha256": "sha256:46c4cb1357e11da9120e2ecd0e3eb98cbde217c1af114847aae9efc9c0977088", "bytes": 32932, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s12967-023-04218-z", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10249282", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE150115", "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=GSE150115", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE150115", "version": null, "note": "The Series Matrix File data file of GSE18123 was downloaded from the NCBI GEO public database [9].", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The Series Matrix File data file of GSE18123 was downloaded from the NCBI GEO public database [9].", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM4523789", "GSM4523790", "GSM4523791", "GSM4523792", "GSM4523793"], "sample_count": 5, "group_sizes": null, "group_sizes_basis": null, "platform": "18573", "taxon": "Homo sapiens", "title": "Single-Cell Analyses of Colon and Blood Reveal Distinct Immune Cell Signatures of Ulcerative Colitis and Crohn’s Disease", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE18123", "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=GSE18123", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE18123", "version": null, "note": "The Series Matrix File data file of GSE18123 was downloaded from the NCBI GEO public database [9].", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The Series Matrix File data file of GSE18123 was downloaded from the NCBI GEO public database [9].", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM650510", "GSM650512", "GSM650513", "GSM650514", "GSM650515", "GSM650516", "GSM650517", "GSM650518", "GSM650519", "GSM650520", "GSM650521", "GSM650522", "GSM650523", "GSM650525", "GSM650526", "GSM650527", "GSM650528", "GSM650529", "GSM650530", "GSM650531", "GSM650532", "GSM650533", "GSM650534", "GSM650536", "GSM650537", "GSM650538", "GSM650540", "GSM650541", "GSM650542", "GSM650543", "GSM650544", "GSM650545", "GSM650546", "GSM650547", "GSM650548", "GSM650549", "GSM650550", "GSM650551", "GSM650552", "GSM650553", "GSM650554", "GSM650555", "GSM650556", "GSM650557", "GSM650558", "GSM650560", "GSM650561", "GSM650562", "GSM650563", "GSM650564", "GSM650565", "GSM650566", "GSM650567", "GSM650568", "GSM650569", "GSM650570", "GSM650571", "GSM650572", "GSM650573", "GSM650574", "GSM650575", "GSM650577", "GSM650578", "GSM650579", "GSM650580", "GSM650581", "GSM650600", "GSM650603", "GSM650604", "GSM650606", "GSM650607", "GSM650614", "GSM650615", "GSM650617", "GSM650618", "GSM650619", "GSM650620", "GSM650621", "GSM650622", "GSM650632", "GSM650633", "GSM650636", "GSM650637", "GSM650638", "GSM650639", "GSM650640", "GSM650641", "GSM650642", "GSM650643", "GSM650644", "GSM650645", "GSM650646", "GSM650647", "GSM650648", "GSM650649", "GSM650651", "GSM650652", "GSM650653", "GSM650654", "GSM650655", "GSM650656", "GSM650657", "GSM650658", "GSM650659", "GSM650660", "GSM650661", "GSM650662", "GSM650663", "GSM650664", "GSM650665", "GSM650666", "GSM650667", "GSM650668", "GSM650669", "GSM650670", "GSM650671", "GSM650672", "GSM650673", "GSM650674", "GSM650675", "GSM650676", "GSM650677", "GSM650678", "GSM650679", "GSM650680", "GSM650681", "GSM650682", "GSM650683", "GSM650684", "GSM650685", "GSM650686", "GSM650687", "GSM650688", "GSM650689", "GSM650690", "GSM650691", "GSM650692", "GSM650693", "GSM650694", "GSM650695", "GSM650696", "GSM650697", "GSM650698", "GSM650699", "GSM650700", "GSM650701", "GSM650702", "GSM650703", "GSM650704", "GSM650705", "GSM650706", "GSM650707", "GSM650708", "GSM650709", "GSM650712", "GSM650713", "GSM650714", "GSM650715", "GSM650716", "GSM650717", "GSM650718", "GSM650719", "GSM650720", "GSM650721", "GSM650722", "GSM650723", "GSM650724", "GSM650725", "GSM650726", "GSM650727", "GSM650728", "GSM650729", "GSM650730", "GSM650731", "GSM650732", "GSM650733", "GSM650734", "GSM650735", "GSM650737", "GSM650740", "GSM650744", "GSM650748", "GSM650750", "GSM650752", "GSM650753", "GSM650758", "GSM650760", "GSM650761", "GSM650762", "GSM650763", "GSM650764", "GSM650765", "GSM650766", "GSM650767", "GSM650768", "GSM650769", "GSM650770", "GSM650771", "GSM650772", "GSM650773", "GSM650801", "GSM650802", "GSM650806", "GSM650808", "GSM650809", "GSM650813", "GSM650816", "GSM650818", "GSM650819", "GSM650820", "GSM650821", "GSM650822", "GSM650823", "GSM650824", "GSM650825", "GSM650826", "GSM650827", "GSM650828", "GSM650829", "GSM650830", "GSM650831", "GSM650832", "GSM650833", "GSM650834", "GSM650835", "GSM650836", "GSM650837", "GSM650838", "GSM650839", "GSM650840", "GSM650841", "GSM650842", "GSM650843", "GSM650844", "GSM650845", "GSM650846", "GSM650847", "GSM650848", "GSM650849", "GSM650850", "GSM650851", "GSM650852", "GSM650853", "GSM650854", "GSM650855", "GSM650856", "GSM650857", "GSM650858", "GSM650859", "GSM650860", "GSM650861", "GSM650863", "GSM650864", "GSM650865", "GSM650866", "GSM650867", "GSM650868", "GSM650869", "GSM650870", "GSM650871", "GSM650872", "GSM650873", "GSM650874", "GSM650875", "GSM650876", "GSM650877", "GSM650878", "GSM650879", "GSM650880", "GSM650883", "GSM650885", "GSM650923", "GSM650924", "GSM650930", "GSM650931", "GSM650944", "GSM650946", "GSM650950", "GSM650951", "GSM650954", "GSM650959", "GSM650968", "GSM650969", "GSM650970", "GSM650975"], "sample_count": 285, "group_sizes": null, "group_sizes_basis": null, "platform": "6244;570", "taxon": "Homo sapiens", "title": "Blood gene expression signatures distinguish autism spectrum disorders from controls", "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:GSE3365", "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=GSE3365", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE3365", "version": null, "note": "The Series Matrix File data file of GSE18123 was downloaded from the NCBI GEO public database [9].", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The Series Matrix File data file of GSE18123 was downloaded from the NCBI GEO public database [9].", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM76030", "GSM76031", "GSM76032", "GSM76033", "GSM76034", "GSM76035", "GSM76036", "GSM76037", "GSM76038", "GSM76039", "GSM76040", "GSM76041", "GSM76042", "GSM76043", "GSM76044", "GSM76045", "GSM76046", "GSM76047", "GSM76048", "GSM76049", "GSM76050", "GSM76051", "GSM76052", "GSM76053", "GSM76054", "GSM76055", "GSM76056", "GSM76057", "GSM76058", "GSM76059", "GSM76060", "GSM76061", "GSM76062", "GSM76063", "GSM76064", "GSM76065", "GSM76066", "GSM76067", "GSM76068", "GSM76069", "GSM76070", "GSM76071", "GSM76072", "GSM76073", "GSM76074", "GSM76075", "GSM76076", "GSM76077", "GSM76078", "GSM76079", "GSM76080", "GSM76081", "GSM76082", "GSM76083", "GSM76084", "GSM76085", "GSM76086", "GSM76087", "GSM76088", "GSM76089", "GSM76090", "GSM76091", "GSM76092", "GSM76093", "GSM76094", "GSM76095", "GSM76096", "GSM76097", "GSM76098", "GSM76099", "GSM76100", "GSM76101", "GSM76102", "GSM76103", "GSM76104", "GSM76105", "GSM76106", "GSM76107", "GSM76108", "GSM76109", "GSM76110", "GSM76111", "GSM76112", "GSM76113", "GSM76114", "GSM76115", "GSM76116", "GSM76117", "GSM76118", "GSM76119", "GSM76120", "GSM76121", "GSM76122", "GSM76123", "GSM76124", "GSM76125", "GSM76126", "GSM76127", "GSM76128", "GSM76129", "GSM76130", "GSM76131", "GSM76132", "GSM76133", "GSM76134", "GSM76135", "GSM76136", "GSM76137", "GSM76138", "GSM76139", "GSM76140", "GSM76141", "GSM76142", "GSM76143", "GSM76144", "GSM76145", "GSM76146", "GSM76147", "GSM76148", "GSM76149", "GSM76150", "GSM76151", "GSM76152", "GSM76153", "GSM76154", "GSM76155", "GSM76156"], "sample_count": 127, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "Comparison of PBMCs in Inflammatory Bowel Disease", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE150115 not downloaded", "asset:data:geo:GSE150115 licence not read", "asset:data:geo:GSE18123 not downloaded", "asset:data:geo:GSE18123 licence not read", "asset:data:geo:GSE3365 not downloaded", "asset:data:geo:GSE3365 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The limma package [10] was used to compare the normal and disease-affected groups, and the screening criteria for DEGs were P value < 0.05 and |logFC|>0.585."}}], "targets": [], "gaps": []}, "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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "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": ["GSE18123", "GSE3365", "GSE150115"], "resolved_accessions": ["GSE18123", "GSE3365", "GSE150115"], "statements": ["The Series Matrix File data file of GSE18123 was downloaded from the NCBI GEO public database [9]."], "basis": "The paper names GSE18123, GSE3365, GSE150115 in NCBI GEO public database and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:37291580", "data:geo:GSE150115"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE150115"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:43:24Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 8945, "completion_tokens": 2165, "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:37291580", "type": "paper", "label": "pmid:37291580"}, {"id": "source:pmid:37291580", "type": "manuscript", "label": "PMID 37291580 full text"}, {"id": "data:geo:GSE150115", "type": "dataset", "label": "GEO GSE150115"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37291580", "type": "paper", "label": "pmid:37291580"}, {"id": "source:pmid:37291580", "type": "manuscript", "label": "PMID 37291580 full text"}, {"id": "data:geo:GSE150115", "type": "dataset", "label": "GEO GSE150115"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37291580", "type": "extraction", "used": ["source:pmid:37291580"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE150115", "type": "accession_resolution", "used": ["data:geo:GSE150115"], "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:37291580", "parent_hash": "sha256:37732505da521860287f949305417eba507bae1c9440b4aa952e4a236ebb5abc", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE150115 licence not read", "asset:data:geo:GSE150115 not downloaded", "asset:data:geo:GSE18123 licence not read", "asset:data:geo:GSE18123 not downloaded", "asset:data:geo:GSE3365 licence not read", "asset:data:geo:GSE3365 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The limma package [10] was used to compare the normal and disease-affected groups, and the screening criteria for DEGs were P value < 0.05 and |logFC|>0.585."], "order_basis": "analysis_only", "id": "assay:1"}]}