← All .science files
pmid:40649881
Identification of Key Genes for Alcoholic Hepatitis Using Integrated Network Analysis of Differential lncRNA and Gene Expression.
Bihuan Hu · Hui Xia · Peixuan Tian · Xinbao Li · Yu Yang · Zixuan Zhu · Yajie Zhou · Wang Liao · Shoakang Wang · Ligang Yang · Guiju Sun · Jing Sui
International journal of molecular sciences · 2025 doi:10.3390/ijms26136104
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 · 12 items
claims array · 3 items
[0] object · 6 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 · 6 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 28 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 25 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 9 items
[4] object · 15 fields
structure object · 15 fields
sample_accessions array · 19 items
[5] object · 15 fields
structure object · 15 fields
sample_accessions array · 22 items
gaps array · 10 items
analysis object · 4 fields
methods array · 1 item
[0] object · 10 fields
dsl_operations array · 4 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 · 4 items
missing_operations array · 0 items
capability object · 4 fields
data object · 6 fields
accessions array · 5 items
resolved_accessions array · 5 items
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 4 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 · 14 items
assays array · 1 item
[0] object · 11 fields
required_operations array · 4 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:40649881", "kind": "science-record", "revision": 4, "content_hash": "sha256:20351afc5a30a5f141b84624cac12c7f795ceea75d455373b3f5e8eaa466a5f6", "created_at": "2026-11-01T20:30:44Z", "updated_at": "2026-11-01T22:56:49Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of Key Genes for Alcoholic Hepatitis Using Integrated Network Analysis of Differential lncRNA and Gene Expression.", "doi": "10.3390/ijms26136104", "pmid": "40649881", "authors": ["Bihuan Hu", "Hui Xia", "Peixuan Tian", "Xinbao Li", "Yu Yang", "Zixuan Zhu", "Yajie Zhou", "Wang Liao", "Shoakang Wang", "Ligang Yang", "Guiju Sun", "Jing Sui"], "journal": "International journal of molecular sciences", "year": 2025, "abstract": "Alcoholic liver disease (ALD) is a type of liver disease with complex pathogenic factors. In 2019, alcohol caused 11 million life-years to be lost globally, and the mortality rate has continued to rise. This study aims to explore the exclusive gene profile of AH and construct an mRNA-lncRNA regulatory network through an integrative analysis and database validation to reveal potential key biomarkers. We obtained expression data for alcoholic hepatitis from the GEO database; screened differentially expressed genes (DEGs) through a weighted gene co-expression network analysis (WGCNA); conducted a GO&KEGG analysis; and focused on the enrichment pathways for the top 20 genes. Hub genes were selected using cytoHubba and MCODE to construct the mRNA-lncRNA regulatory network, and key genes were confirmed using GSE167308 and GSE28619. We obtained 2552 differentially expressed mRNAs and 555 differentially expressed lncRNAs from three databases. Differentially expressed genes are mainly involved in pathways such as lipid metabolism disorders, complement activation, the activation of cancer-related pathways, the excessive activation of inflammatory immunity, and the initiation of cell adhesion and fibrosis. Based on the hub gene analysis, we screened out 43 key genes. By constructing the key mRNA-lncRNA-pathway network, we identified 12 mRNAs (AQP1, ELOVL7, ITPR3, KRT19, KRT23, LAMC2, MMP7, PROM1, SPINT1, STK39, TNFRSF21, and VTCN1) and 14 lncRNAs that play an important role in the occurrence and development of alcoholic hepatitis. To sum up, this article mainly expounds upon the key genes in the occurrence and development of alcoholic hepatitis. The key genes are mainly concentrated within signaling pathways such as metabolic pathways, fatty acid metabolism, and cancer pathways. Twelve differentially expressed mRNAs in the co-expression network can be used as biomarkers and intervention targets for the diagnosis and treatment of alcoholic hepatitis.", "claims": [{"id": "claim-method", "statement": "Standardized datasets were statistically compared using Student’s t test or a one-way ANOVA. p < 0.05 was considered significant.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40649881", "locator": "sections[17] \"4.7. Data Analysis\" paragraph 2", "quote": "Standardized datasets were statistically compared using Student’s t test or a one-way ANOVA. p < 0.05 was considered significant."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data Availability StatementThe original data presented in the study are openly available in GEO datasets at https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE143318; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE142530; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE155907; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE28619; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE167308 (accessed on 19 June 2025).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40649881", "locator": "sections[23] \"notes\" paragraph 1", "quote": "Data Availability StatementThe original data presented in the study are openly available in GEO datasets at https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE143318; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE142530; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE155907; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE28619; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE167308 (accessed on 19 June 2025)."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Twelve differentially expressed mRNAs in the co-expression network can be used as biomarkers and intervention targets for the diagnosis and treatment of alcoholic hepatitis.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:40649881", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Twelve differentially expressed mRNAs in the co-expression network can be used as biomarkers and intervention targets for the diagnosis and treatment of alcoholic hepatitis."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Twelve differentially expressed mRNAs in the co-expression network can be used as biomarkers and intervention targets for the diagnosis and treatment of alcoholic hepatitis.", "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:40649881"], "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:GSE142530"], "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:GSE142530"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:40649881", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3390/ijms26136104", "sha256": "sha256:1393eb2496dcc7a44a6e1066f126e65f3bc31ea828884f86ad34cebad2b273ba", "bytes": 28169, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3390/ijms26136104", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12250007", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE142530", "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=GSE142530", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE142530", "version": null, "note": "Data Availability StatementThe original data presented in the study are openly available in GEO datasets at https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE143318; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE142530; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE155907; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE28619; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE167308 (accessed on 19 June 2025).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data Availability StatementThe original data presented in the study are openly available in GEO datasets at https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE143318; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE142530; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE155907; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE28619; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE167308 (accessed on 19 June 2025).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4231368", "GSM4231369", "GSM4231370", "GSM4231371", "GSM4231372", "GSM4231373", "GSM4231374", "GSM4231375", "GSM4231376", "GSM4231377", "GSM4231378", "GSM4231379", "GSM4231380", "GSM4231381", "GSM4231382", "GSM4231383", "GSM4231384", "GSM4231385", "GSM4231386", "GSM4231387", "GSM4231388", "GSM4231389", "GSM4231390", "GSM4231391", "GSM4231392", "GSM4231393", "GSM4231394", "GSM4231395"], "sample_count": 28, "group_sizes": null, "group_sizes_basis": null, "platform": "11154", "taxon": "Homo sapiens", "title": "Integrated Multi-Omics Analysis Reveals Glucose Metabolic Reprogramming and Identifies a Novel Hexokinase in Alcoholic Hepatitis", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE143318", "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=GSE143318", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE143318", "version": null, "note": "Data Availability StatementThe original data presented in the study are openly available in GEO datasets at https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE143318; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE142530; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE155907; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE28619; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE167308 (accessed on 19 June 2025).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data Availability StatementThe original data presented in the study are openly available in GEO datasets at https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE143318; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE142530; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE155907; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE28619; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE167308 (accessed on 19 June 2025).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4257053", "GSM4257054", "GSM4257055", "GSM4257056", "GSM4257057", "GSM4257058", "GSM4257059", "GSM4257060", "GSM4257061", "GSM4257062", "GSM8078806", "GSM8078807", "GSM8078808", "GSM8078809", "GSM8078810", "GSM8078811", "GSM8078812", "GSM8078813", "GSM8078814", "GSM8078815", "GSM8078816", "GSM8078817", "GSM8078818", "GSM8078819", "GSM8078820"], "sample_count": 25, "group_sizes": null, "group_sizes_basis": null, "platform": "18573", "taxon": "Homo sapiens", "title": "RNAseq analysis highlights significant transcriptional changes within the livers of patients with alcoholic hepatitis.", "resolution_checked_at": "2026-11-01T20:16:08Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE155907", "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=GSE155907", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE155907", "version": null, "note": "Data Availability StatementThe original data presented in the study are openly available in GEO datasets at https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE143318; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE142530; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE155907; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE28619; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE167308 (accessed on 19 June 2025).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data Availability StatementThe original data presented in the study are openly available in GEO datasets at https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE143318; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE142530; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE155907; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE28619; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE167308 (accessed on 19 June 2025).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4715485", "GSM4715486", "GSM4715487", "GSM4715488", "GSM4715489", "GSM4715490", "GSM4715491", "GSM4715492", "GSM4715493"], "sample_count": 9, "group_sizes": null, "group_sizes_basis": null, "platform": "21290", "taxon": "Homo sapiens", "title": "Super Enhancer Regulation of Cytokine-Induced Chemokine Production in Alcoholic Hepatitis [RNA-Seq]", "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:GSE167308", "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=GSE167308", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE167308", "version": null, "note": "Data Availability StatementThe original data presented in the study are openly available in GEO datasets at https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE143318; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE142530; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE155907; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE28619; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE167308 (accessed on 19 June 2025).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data Availability StatementThe original data presented in the study are openly available in GEO datasets at https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE143318; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE142530; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE155907; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE28619; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE167308 (accessed on 19 June 2025).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM5101243", "GSM5101244", "GSM5101245", "GSM5101246", "GSM5101247", "GSM5101248", "GSM5101249", "GSM5101250", "GSM5101251", "GSM5101252", "GSM5101253", "GSM5101254", "GSM5101255", "GSM5101256", "GSM5101257", "GSM5101258", "GSM5101259", "GSM5101260", "GSM5101261"], "sample_count": 19, "group_sizes": null, "group_sizes_basis": null, "platform": "20301", "taxon": "Homo sapiens", "title": "Pathogenesis of alcoholic hepatitis", "resolution_checked_at": "2026-11-01T20:16:08Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE28619", "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=GSE28619", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE28619", "version": null, "note": "Data Availability StatementThe original data presented in the study are openly available in GEO datasets at https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE143318; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE142530; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE155907; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE28619; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE167308 (accessed on 19 June 2025).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data Availability StatementThe original data presented in the study are openly available in GEO datasets at https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE143318; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE142530; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE155907; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE28619; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE167308 (accessed on 19 June 2025).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM709348", "GSM709349", "GSM709350", "GSM709351", "GSM709352", "GSM709353", "GSM709354", "GSM709355", "GSM709356", "GSM709357", "GSM709358", "GSM709359", "GSM709360", "GSM709361", "GSM709362", "GSM709363", "GSM709364", "GSM709365", "GSM709366", "GSM709367", "GSM709368", "GSM709369"], "sample_count": 22, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Transcriptome Analysis Identifies Fn14, a TNF Superfamily Receptor Member, as a Therapeutic Target in Alcoholic Hepatitis", "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:GSE142530 not downloaded", "asset:data:geo:GSE142530 licence not read", "asset:data:geo:GSE143318 not downloaded", "asset:data:geo:GSE143318 licence not read", "asset:data:geo:GSE155907 not downloaded", "asset:data:geo:GSE155907 licence not read", "asset:data:geo:GSE167308 not downloaded", "asset:data:geo:GSE167308 licence not read", "asset:data:geo:GSE28619 not downloaded", "asset:data:geo:GSE28619 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "anova", "label": "Group comparison", "dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Standardized datasets were statistically compared using Student’s t test or a one-way ANOVA. p < 0.05 was considered significant."}}], "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": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: anova."}, "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": ["GSE143318", "GSE142530", "GSE155907", "GSE167308", "GSE28619"], "resolved_accessions": ["GSE143318", "GSE142530", "GSE155907", "GSE167308", "GSE28619"], "statements": ["Data Availability StatementThe original data presented in the study are openly available in GEO datasets at https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE143318; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE142530; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE155907; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE28619; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE167308 (accessed on 19 June 2025)."], "basis": "The paper names GSE143318, GSE142530, GSE155907, GSE167308, GSE28619 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "assets": ["source:pmid:40649881", "data:geo:GSE142530"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE142530"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:56:34Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 8447, "completion_tokens": 1789, "cached_tokens": 264}}, "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:40649881", "type": "paper", "label": "pmid:40649881"}, {"id": "source:pmid:40649881", "type": "manuscript", "label": "PMID 40649881 full text"}, {"id": "data:geo:GSE142530", "type": "dataset", "label": "GEO GSE142530"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:40649881", "type": "paper", "label": "pmid:40649881"}, {"id": "source:pmid:40649881", "type": "manuscript", "label": "PMID 40649881 full text"}, {"id": "data:geo:GSE142530", "type": "dataset", "label": "GEO GSE142530"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-40649881", "type": "extraction", "used": ["source:pmid:40649881"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE142530", "type": "accession_resolution", "used": ["data:geo:GSE142530"], "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:40649881", "parent_hash": "sha256:434fc669b8ca158e164c819e24a9cd38de4fa5bb1166b8d753e739314ae4ae2d", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE142530 licence not read", "asset:data:geo:GSE142530 not downloaded", "asset:data:geo:GSE143318 licence not read", "asset:data:geo:GSE143318 not downloaded", "asset:data:geo:GSE155907 licence not read", "asset:data:geo:GSE155907 not downloaded", "asset:data:geo:GSE167308 licence not read", "asset:data:geo:GSE167308 not downloaded", "asset:data:geo:GSE28619 licence not read", "asset:data:geo:GSE28619 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Standardized datasets were statistically compared using Student’s t test or a one-way ANOVA. p < 0.05 was considered significant."], "order_basis": "analysis_only", "id": "assay:1"}]}