← All .science files
pmid:38736878
Exploring the common mechanism of vascular dementia and inflammatory bowel disease: a bioinformatics-based study.
Yujiao Wang · Daojun Xie · Shijia Ma · Nan Shao · Xiaoyan Zhang · Xie Wang
Frontiers in immunology · 2024 doi:10.3389/fimmu.2024.1347415
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 · 6 items
claims array · 3 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 · 4 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 136 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 254 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 60 items
gaps array · 6 items
analysis object · 4 fields
methods array · 4 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 · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[3] object · 10 fields
dsl_operations array · 1 item
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:38736878", "kind": "science-record", "revision": 4, "content_hash": "sha256:32aafe1d0539ba96af88d2f0098b8eba99826762a70dff6355158bd0235750dd", "created_at": "2026-11-01T19:20:41Z", "updated_at": "2026-11-01T22:54:17Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Exploring the common mechanism of vascular dementia and inflammatory bowel disease: a bioinformatics-based study.", "doi": "10.3389/fimmu.2024.1347415", "pmid": "38736878", "authors": ["Yujiao Wang", "Daojun Xie", "Shijia Ma", "Nan Shao", "Xiaoyan Zhang", "Xie Wang"], "journal": "Frontiers in immunology", "year": 2024, "abstract": "Objective: Emerging evidence has shown that gut diseases can regulate the development and function of the immune, metabolic, and nervous systems through dynamic bidirectional communication on the brain-gut axis. However, the specific mechanism of intestinal diseases and vascular dementia (VD) remains unclear. We designed this study especially, to further clarify the connection between VD and inflammatory bowel disease (IBD) from bioinformatics analyses.\nMethods: We downloaded Gene expression profiles for VD (GSE122063) and IBD (GSE47908, GSE179285) from the Gene Expression Omnibus (GEO) database. Then individual Gene Set Enrichment Analysis (GSEA) was used to confirm the connection between the two diseases respectively. The common differentially expressed genes (coDEGs) were identified, and the STRING database together with Cytoscape software were used to construct protein-protein interaction (PPI) network and core functional modules. We identified the hub genes by using the Cytohubba plugin. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis were applied to identify pathways of coDEGs and hub genes. Subsequently, receiver operating characteristic (ROC) analysis was used to identify the diagnostic ability of these hub genes, and a training dataset was used to verify the expression levels of the hub genes. An alternative single-sample gene set enrichment (ssGSEA) algorithm was used to analyze immune cell infiltration between coDEGs and immune cells. Finally, the correlation between hub genes and immune cells was analyzed.\nResults: We screened 167 coDEGs. The main articles of coDEGs enrichment analysis focused on immune function. 8 shared hub genes were identified, including PTPRC, ITGB2, CYBB, IL1B, TLR2, CASP1, IL10RA, and BTK. The functional categories of hub genes enrichment analysis were mainly involved in the regulation of immune function and neuroinflammatory response. Compared to the healthy controls, abnormal infiltration of immune cells was found in VD and IBD. We also found the correlation between 8 shared hub genes and immune cells.\nConclusions: This study suggests that IBD may be a new risk factor for VD. The 8 hub genes may predict the IBD complicated with VD. Immune-related coDEGS may be related to their association, which requires further research to prove.", "claims": [{"id": "claim-method", "statement": "Based on the bioinformatics analysis tools in Xiantao Academic website, we used the package “limma” by implementing the R software to normalize the data obtained from GEO.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38736878", "locator": "sections[5] \"Differential expression genes identification between VD and UC\" paragraph 2", "quote": "Based on the bioinformatics analysis tools in Xiantao Academic website, we used the package “limma” by implementing the R software to normalize the data obtained from GEO."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original data used in this study are all publicly available. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/ under the accession numbers GSE122063, GSE47908, and GSE479285.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38736878", "locator": "sections[20] \"Data availability statement\" paragraph 2", "quote": "The original data used in this study are all publicly available. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/ under the accession numbers GSE122063, GSE47908, and GSE479285."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The study identified 8 shared hub genes—PTPRC, ITGB2, CYBB, IL1B, TLR2, CASP1, IL10RA, and BTK—as potential predictors of IBD complicated with VD.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:38736878", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "8 shared hub genes were identified, including PTPRC, ITGB2, CYBB, IL1B, TLR2, CASP1, IL10RA, and BTK."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The study identified 8 shared hub genes—PTPRC, ITGB2, CYBB, IL1B, TLR2, CASP1, IL10RA, and BTK—as potential predictors of IBD complicated with VD.", "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:38736878"], "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:GSE122063"], "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:GSE122063"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:38736878", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fimmu.2024.1347415", "sha256": "sha256:602f99d1af2cca9489123f2249edd6ce7ed685f1ad871295a646505641023463", "bytes": 74927, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fimmu.2024.1347415", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11084673", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE122063", "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=GSE122063", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE122063", "version": null, "note": "The original data used in this study are all publicly available. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/ under the accession numbers GSE122063, GSE47908, and GSE479285.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original data used in this study are all publicly available. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/ under the accession numbers GSE122063, GSE47908, and GSE479285.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM3454053", "GSM3454054", "GSM3454055", "GSM3454056", "GSM3454057", "GSM3454058", "GSM3454059", "GSM3454060", "GSM3454061", "GSM3454062", "GSM3454063", "GSM3454064", "GSM3454065", "GSM3454066", "GSM3454067", "GSM3454068", "GSM3454069", "GSM3454070", "GSM3454071", "GSM3454072", "GSM3454073", "GSM3454074", "GSM3454075", "GSM3454076", "GSM3454077", "GSM3454078", "GSM3454079", "GSM3454080", "GSM3454081", "GSM3454082", "GSM3454083", "GSM3454084", "GSM3454085", "GSM3454086", "GSM3454087", "GSM3454088", "GSM3454089", "GSM3454090", "GSM3454091", "GSM3454092", "GSM3454093", "GSM3454094", "GSM3454095", "GSM3454096", "GSM3454097", "GSM3454098", "GSM3454099", "GSM3454100", "GSM3454101", "GSM3454102", "GSM3454103", "GSM3454104", "GSM3454105", "GSM3454106", "GSM3454107", "GSM3454108", "GSM3454109", "GSM3454110", "GSM3454111", "GSM3454112", "GSM3454113", "GSM3454114", "GSM3454115", "GSM3454116", "GSM3454117", "GSM3454118", "GSM3454119", "GSM3454120", "GSM3454121", "GSM3454122", "GSM3454123", "GSM3454124", "GSM3454125", "GSM3454126", "GSM3454127", "GSM3454128", "GSM3454129", "GSM3454130", "GSM3454131", "GSM3454132", "GSM3454133", "GSM3454134", "GSM3454135", "GSM3454136", "GSM3454137", "GSM3454138", "GSM3454139", "GSM3454140", "GSM3454141", "GSM3454142", "GSM3454143", "GSM3454144", "GSM3454145", "GSM3454146", "GSM3454147", "GSM3454148", "GSM3454149", "GSM3454150", "GSM3454151", "GSM3454152", "GSM3454153", "GSM3454154", "GSM3454155", "GSM3454156", "GSM3454157", "GSM3454158", "GSM3454159", "GSM3454160", "GSM3454161", "GSM3454162", "GSM3454163", "GSM3454164", "GSM3454165", "GSM3454166", "GSM3454167", "GSM3454168", "GSM3454169", "GSM3454170", "GSM3454171", "GSM3454172", "GSM3454173", "GSM3454174", "GSM3454175", "GSM3454176", "GSM3454177", "GSM3454178", "GSM3454179", "GSM3454180", "GSM3454181", "GSM3454182", "GSM3454183", "GSM3454184", "GSM3454185", "GSM3454186", "GSM3454187", "GSM3454188"], "sample_count": 136, "group_sizes": null, "group_sizes_basis": null, "platform": "16699", "taxon": "Homo sapiens", "title": "Dementia Comparison: VaD vs. AD vs. Controls", "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:GSE179285", "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=GSE179285", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE179285", "version": null, "note": "The original data used in this study are all publicly available. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/ under the accession numbers GSE122063, GSE47908, and GSE479285.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original data used in this study are all publicly available. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/ under the accession numbers GSE122063, GSE47908, and GSE479285.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM5413223", "GSM5413224", "GSM5413225", "GSM5413226", "GSM5413227", "GSM5413228", "GSM5413229", "GSM5413230", "GSM5413231", "GSM5413232", "GSM5413233", "GSM5413234", "GSM5413235", "GSM5413236", "GSM5413237", "GSM5413238", "GSM5413239", "GSM5413240", "GSM5413241", "GSM5413242", "GSM5413243", "GSM5413244", "GSM5413245", "GSM5413246", "GSM5413247", "GSM5413248", "GSM5413249", "GSM5413250", "GSM5413251", "GSM5413252", "GSM5413253", "GSM5413254", "GSM5413255", "GSM5413256", "GSM5413257", "GSM5413258", "GSM5413259", "GSM5413260", "GSM5413261", "GSM5413262", "GSM5413263", "GSM5413264", "GSM5413265", "GSM5413266", "GSM5413267", "GSM5413268", "GSM5413269", "GSM5413270", "GSM5413271", "GSM5413272", "GSM5413273", "GSM5413274", "GSM5413275", "GSM5413276", "GSM5413277", "GSM5413278", "GSM5413279", "GSM5413280", "GSM5413281", "GSM5413282", "GSM5413283", "GSM5413284", "GSM5413285", "GSM5413286", "GSM5413287", "GSM5413288", "GSM5413289", "GSM5413290", "GSM5413291", "GSM5413292", "GSM5413293", "GSM5413294", "GSM5413295", "GSM5413296", "GSM5413297", "GSM5413298", "GSM5413299", "GSM5413300", "GSM5413301", "GSM5413302", "GSM5413303", "GSM5413304", "GSM5413305", "GSM5413306", "GSM5413307", "GSM5413308", "GSM5413309", "GSM5413310", "GSM5413311", "GSM5413312", "GSM5413313", "GSM5413314", "GSM5413315", "GSM5413316", "GSM5413317", "GSM5413318", "GSM5413319", "GSM5413320", "GSM5413321", "GSM5413322", "GSM5413323", "GSM5413324", "GSM5413325", "GSM5413326", "GSM5413327", "GSM5413328", "GSM5413329", "GSM5413330", "GSM5413331", "GSM5413332", "GSM5413333", "GSM5413334", "GSM5413335", "GSM5413336", "GSM5413337", "GSM5413338", "GSM5413339", "GSM5413340", "GSM5413341", "GSM5413342", "GSM5413343", "GSM5413344", "GSM5413345", "GSM5413346", "GSM5413347", "GSM5413348", "GSM5413349", "GSM5413350", "GSM5413351", "GSM5413352", "GSM5413353", "GSM5413354", "GSM5413355", "GSM5413356", "GSM5413357", "GSM5413358", "GSM5413359", "GSM5413360", "GSM5413361", "GSM5413362", "GSM5413363", "GSM5413364", "GSM5413365", "GSM5413366", "GSM5413367", "GSM5413368", "GSM5413369", "GSM5413370", "GSM5413371", "GSM5413372", "GSM5413373", "GSM5413374", "GSM5413375", "GSM5413376", "GSM5413377", "GSM5413378", "GSM5413379", "GSM5413380", "GSM5413381", "GSM5413382", "GSM5413383", "GSM5413384", "GSM5413385", "GSM5413386", "GSM5413387", "GSM5413388", "GSM5413389", "GSM5413390", "GSM5413391", "GSM5413392", "GSM5413393", "GSM5413394", "GSM5413395", "GSM5413396", "GSM5413397", "GSM5413398", "GSM5413399", "GSM5413400", "GSM5413401", "GSM5413402", "GSM5413403", "GSM5413404", "GSM5413405", "GSM5413406", "GSM5413407", "GSM5413408", "GSM5413409", "GSM5413410", "GSM5413411", "GSM5413412", "GSM5413413", "GSM5413414", "GSM5413415", "GSM5413416", "GSM5413417", "GSM5413418", "GSM5413419", "GSM5413420", "GSM5413421", "GSM5413422", "GSM5413423", "GSM5413424", "GSM5413425", "GSM5413426", "GSM5413427", "GSM5413428", "GSM5413429", "GSM5413430", "GSM5413431", "GSM5413432", "GSM5413433", "GSM5413434", "GSM5413435", "GSM5413436", "GSM5413437", "GSM5413438", "GSM5413439", "GSM5413440", "GSM5413441", "GSM5413442", "GSM5413443", "GSM5413444", "GSM5413445", "GSM5413446", "GSM5413447", "GSM5413448", "GSM5413449", "GSM5413450", "GSM5413451", "GSM5413452", "GSM5413453", "GSM5413454", "GSM5413455", "GSM5413456", "GSM5413457", "GSM5413458", "GSM5413459", "GSM5413460", "GSM5413461", "GSM5413462", "GSM5413463", "GSM5413464", "GSM5413465", "GSM5413466", "GSM5413467", "GSM5413468", "GSM5413469", "GSM5413470", "GSM5413471", "GSM5413472", "GSM5413473", "GSM5413474", "GSM5413475", "GSM5413476"], "sample_count": 254, "group_sizes": null, "group_sizes_basis": null, "platform": "6480", "taxon": "Homo sapiens", "title": "Embark cross-sectional study of inactive and active lesions from the ileum and colon of inflammatory bowel disease patients", "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:GSE47908", "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=GSE47908", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE47908", "version": null, "note": "The original data used in this study are all publicly available. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/ under the accession numbers GSE122063, GSE47908, and GSE479285.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original data used in this study are all publicly available. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/ under the accession numbers GSE122063, GSE47908, and GSE479285.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1162227", "GSM1162228", "GSM1162229", "GSM1162230", "GSM1162231", "GSM1162232", "GSM1162233", "GSM1162234", "GSM1162235", "GSM1162236", "GSM1162237", "GSM1162238", "GSM1162239", "GSM1162240", "GSM1162241", "GSM1162242", "GSM1162243", "GSM1162244", "GSM1162245", "GSM1162246", "GSM1162247", "GSM1162248", "GSM1162249", "GSM1162250", "GSM1162251", "GSM1162252", "GSM1162253", "GSM1162254", "GSM1162255", "GSM1162256", "GSM1162257", "GSM1162258", "GSM1162259", "GSM1162260", "GSM1162261", "GSM1162262", "GSM1162263", "GSM1162264", "GSM1162265", "GSM1162266", "GSM1162267", "GSM1162268", "GSM1162269", "GSM1162270", "GSM1162271", "GSM1162272", "GSM1162273", "GSM1162274", "GSM1162275", "GSM1162276", "GSM1162277", "GSM1162278", "GSM1162279", "GSM1162280", "GSM1162281", "GSM1162282", "GSM1162283", "GSM1162284", "GSM1162285", "GSM1162286"], "sample_count": 60, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Transcriptional analysis of left-sided colitis, pancolitis and ulcerative colitis-associated dysplasia", "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:GSE122063 not downloaded", "asset:data:geo:GSE122063 licence not read", "asset:data:geo:GSE179285 not downloaded", "asset:data:geo:GSE179285 licence not read", "asset:data:geo:GSE47908 not downloaded", "asset:data:geo:GSE47908 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": "Based on the bioinformatics analysis tools in Xiantao Academic website, we used the package “limma” by implementing the R software to normalize the data obtained from GEO."}}, {"id": "method-2", "family": "clustering", "specific": "hierarchical", "label": "Clustering", "dsl_operations": ["hierarchical_cluster"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["feature_matrix"], "evidence": {"score": 0.8, "band": "high", "quote": "Hierarchical clustering"}}, {"id": "method-3", "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-4", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "pathway enrichment"}}], "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": ["GSE122063", "GSE47908", "GSE179285"], "resolved_accessions": ["GSE122063", "GSE47908", "GSE179285"], "statements": ["The original data used in this study are all publicly available. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/ under the accession numbers GSE122063, GSE47908, and GSE479285."], "basis": "The paper names GSE122063, GSE47908, GSE179285 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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:38736878", "data:geo:GSE122063"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE122063"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:18:10Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 20546, "completion_tokens": 1331, "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:38736878", "type": "paper", "label": "pmid:38736878"}, {"id": "source:pmid:38736878", "type": "manuscript", "label": "PMID 38736878 full text"}, {"id": "data:geo:GSE122063", "type": "dataset", "label": "GEO GSE122063"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:38736878", "type": "paper", "label": "pmid:38736878"}, {"id": "source:pmid:38736878", "type": "manuscript", "label": "PMID 38736878 full text"}, {"id": "data:geo:GSE122063", "type": "dataset", "label": "GEO GSE122063"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-38736878", "type": "extraction", "used": ["source:pmid:38736878"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE122063", "type": "accession_resolution", "used": ["data:geo:GSE122063"], "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:38736878", "parent_hash": "sha256:39555b4b77857f4b99b039780201f0711f2c5d314b35982099d631f6d173cc2f", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE122063 licence not read", "asset:data:geo:GSE122063 not downloaded", "asset:data:geo:GSE179285 licence not read", "asset:data:geo:GSE179285 not downloaded", "asset:data:geo:GSE47908 licence not read", "asset:data:geo:GSE47908 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": ["Based on the bioinformatics analysis tools in Xiantao Academic website, we used the package “limma” by implementing the R software to normalize the data obtained from GEO."], "order_basis": "analysis_only", "id": "assay:1"}]}