← All .science files
pmid:34568491
Biodata Mining of Differentially Expressed Genes between Acute Myocardial Infarction and Unstable Angina Based on Integrated Bioinformatics.
Siyu Guo · Zhihong Huang · Xinkui Liu · Jingyuan Zhang · Peizhi Ye · Chao Wu · Shan Lu · Shanshan Jia · Xiaomeng Zhang · Xiuping Chen · Miaomiao Wang · Jiarui Wu
BioMed research international · 2021 doi:10.1155/2021/5584681
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 · 2 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 · 8 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 52 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 33 items
[3] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 3 items
[0] array · 3 items
[1] array · 3 items
[2] array · 3 items
[4] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 11 items
[0] array · 5 items
[1] array · 5 items
[2] array · 5 items
[3] array · 5 items
[4] array · 5 items
[5] array · 5 items
[6] array · 5 items
[7] array · 5 items
[8] array · 5 items
[9] array · 5 items
[10] array · 5 items
[5] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 11 items
[0] array · 5 items
[1] array · 5 items
[2] array · 5 items
[3] array · 5 items
[4] array · 5 items
[5] array · 5 items
[6] array · 5 items
[7] array · 5 items
[8] array · 5 items
[9] array · 5 items
[10] array · 5 items
[6] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 5 items
[0] array · 4 items
[1] array · 4 items
[2] array · 4 items
[3] array · 4 items
[4] array · 4 items
[7] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 53 items
[0] array · 4 items
[1] array · 4 items
[2] array · 4 items
[3] array · 4 items
[4] array · 4 items
[5] array · 4 items
[6] array · 4 items
[7] array · 4 items
[8] array · 4 items
[9] array · 4 items
[10] array · 4 items
[11] array · 4 items
[12] array · 4 items
[13] array · 4 items
[14] array · 4 items
[15] array · 4 items
[16] array · 4 items
[17] array · 4 items
[18] array · 4 items
[19] array · 4 items
[20] array · 4 items
[21] array · 4 items
[22] array · 4 items
[23] array · 4 items
[24] array · 4 items
[25] array · 4 items
[26] array · 4 items
[27] array · 4 items
[28] array · 4 items
[29] array · 4 items
[30] array · 4 items
[31] array · 4 items
[32] array · 4 items
[33] array · 4 items
[34] array · 4 items
[35] array · 4 items
[36] array · 4 items
[37] array · 4 items
[38] array · 4 items
[39] array · 4 items
[40] array · 4 items
[41] array · 4 items
[42] array · 4 items
[43] array · 4 items
[44] array · 4 items
[45] array · 4 items
[46] array · 4 items
[47] array · 4 items
[48] array · 4 items
[49] array · 4 items
[50] array · 4 items
[51] array · 4 items
[52] array · 4 items
gaps array · 4 items
analysis object · 4 fields
methods array · 5 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
[4] 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 · 2 items
resolved_accessions array · 2 items
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 3 items
assets array · 7 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 · 8 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:34568491", "kind": "science-record", "revision": 8, "content_hash": "sha256:0807bde4dbfc0b599e19c90327a46dcd515aedae5e2138eeff64b08cfcbcab57", "created_at": "2026-11-01T15:41:54Z", "updated_at": "2026-11-01T22:47:36Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Biodata Mining of Differentially Expressed Genes between Acute Myocardial Infarction and Unstable Angina Based on Integrated Bioinformatics.", "doi": "10.1155/2021/5584681", "pmid": "34568491", "authors": ["Siyu Guo", "Zhihong Huang", "Xinkui Liu", "Jingyuan Zhang", "Peizhi Ye", "Chao Wu", "Shan Lu", "Shanshan Jia", "Xiaomeng Zhang", "Xiuping Chen", "Miaomiao Wang", "Jiarui Wu"], "journal": "BioMed research international", "year": 2021, "abstract": "Acute coronary syndrome (ACS) is a complex syndrome of clinical symptoms. In order to accurately diagnose the type of disease in ACS patients, this study is aimed at exploring the differentially expressed genes (DEGs) and biological pathways between acute myocardial infarction (AMI) and unstable angina (UA). The GSE29111 and GSE60993 datasets containing microarray data from AMI and UA patients were downloaded from the Gene Expression Omnibus (GEO) database. DEG analysis of these 2 datasets is performed using the \"limma\" package in R software. DEGs were also analyzed using protein-protein interaction (PPI), Molecular Complex Detection (MCODE) algorithm, Gene Ontology (GO), and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis. Correlation analysis and \"cytoHubba\" were used to analyze the hub genes. A total of 286 DEGs were obtained from GSE29111 and GSE60993, including 132 upregulated genes and 154 downregulated genes. Subsequent comprehensive analysis identified 20 key genes that may be related to the occurrence and development of AMI and UA and were involved in the inflammatory response, interaction of neuroactive ligand-receptor, calcium signaling pathway, inflammatory mediator regulation of TRP channels, viral protein interaction with cytokine and cytokine receptor, human cytomegalovirus infection, and cytokine-cytokine receptor interaction pathway. The integrated bioinformatical analysis could improve our understanding of DEGs between AMI and UA. The results of this study might provide a new perspective and reference for the early diagnosis and treatment of ACS.", "claims": [{"id": "claim-method", "statement": "DEG analysis of these 2 datasets is performed using the “limma” package in R software.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34568491", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "DEG analysis of these 2 datasets is performed using the “limma” package in R software."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation. All data obtained or analyzed during this study are available from the published article and its supplementary information files. The datasets during the current study are available from the corresponding author upon reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34568491", "locator": "sections[17] \"Data Availability\" paragraph 2", "quote": "The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation. All data obtained or analyzed during this study are available from the published article and its supplementary information files. The datasets during the current study are available from the corresponding author upon reasonable request."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:34568491"], "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:GSE29111"], "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:GSE29111"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34568491", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1155/2021/5584681", "sha256": "sha256:0b40a2456e4ee78aa69f96a29e2751bf6aa96d0b78d9fde029edaff09262f267", "bytes": 56382, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1155/2021/5584681", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8456013", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE29111", "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=GSE29111", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE29111", "version": null, "note": "The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation. All data obtained or analyzed during this study are available from the published article and its supplementary information files. The datasets during the current study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation. All data obtained or analyzed during this study are available from the published article and its supplementary information files. The datasets during the current study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM720972", "GSM720973", "GSM720974", "GSM720975", "GSM720976", "GSM720977", "GSM720978", "GSM720979", "GSM720980", "GSM720981", "GSM720982", "GSM720983", "GSM720984", "GSM720985", "GSM720986", "GSM720987", "GSM720988", "GSM720989", "GSM720990", "GSM720991", "GSM720992", "GSM720993", "GSM720994", "GSM720995", "GSM720996", "GSM720997", "GSM720998", "GSM720999", "GSM721000", "GSM721001", "GSM721002", "GSM721003", "GSM721004", "GSM721005", "GSM721006", "GSM721007", "GSM721008", "GSM721009", "GSM721010", "GSM721011", "GSM721012", "GSM721013", "GSM721014", "GSM721015", "GSM721016", "GSM721017", "GSM721018", "GSM721019", "GSM721020", "GSM721021", "GSM721022", "GSM721023"], "sample_count": 52, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Characterisation of Myocardial Infarction and Unstable Angina with mRNA Profiles from Whole Blood of individual patients", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE60993", "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=GSE60993", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE60993", "version": null, "note": "The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation. All data obtained or analyzed during this study are available from the published article and its supplementary information files. The datasets during the current study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation. All data obtained or analyzed during this study are available from the published article and its supplementary information files. The datasets during the current study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1495313", "GSM1495314", "GSM1495315", "GSM1495316", "GSM1495317", "GSM1495318", "GSM1495319", "GSM1495320", "GSM1495321", "GSM1495322", "GSM1495323", "GSM1495324", "GSM1495325", "GSM1495326", "GSM1495327", "GSM1495328", "GSM1495329", "GSM1495330", "GSM1495331", "GSM1495332", "GSM1495333", "GSM1495334", "GSM1495335", "GSM1495336", "GSM1495337", "GSM1495338", "GSM1495339", "GSM1495340", "GSM1495341", "GSM1495342", "GSM1495343", "GSM1495344", "GSM1495345"], "sample_count": 33, "group_sizes": null, "group_sizes_basis": null, "platform": "6884", "taxon": "Homo sapiens", "title": "Assessment and Diagnostic Relevance of Novel Serum Biomarkers for Early Decision of ST-elevation Myocardial Infarction", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:34568491:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:6b5b4cb2f0903af07959dcaef9dddc0d90478a11df711e38a98439d738af8abf", "bytes": 442, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[9]/table-wrap[1]#tab1", "version": null, "note": "Information of 2 microarray datasets of acute myocardial infarction and unstable angina.", "structure": {"pmcid": "PMC8456013", "section_index": 9, "section_title": "3.1. Screening of Differentially Expressed Genes", "row_count": 3, "column_count": 3}, "table": {"label": "Table 1", "caption": "Information of 2 microarray datasets of acute myocardial infarction and unstable angina.", "rows": [["Dataset", "Platform", "Sample (AMI/UA)"], ["GSE29111", "GPL570 [HG-U133_Plus_2] Affymetrix Human Genome U133 Plus 2.0 Array", "36/16"], ["GSE60993", "GPL6884 Illumina HumanWG-6 v3.0 expression beadchip", "17/9"]], "row_count": 3, "column_count": 3, "numeric_cells": 6, "header_rows": 1, "locator": "section[9]/table-wrap[1]#tab1"}}, {"id": "asset:table:pmid:34568491:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:9fa8219fc4674a1fb72249cdcd8ecc64a5eaf0dade171b20d1493c8f9c44b03f", "bytes": 750, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[1]#tab2", "version": null, "note": "Information of key genes in PPI network of GSE29111.", "structure": {"pmcid": "PMC8456013", "section_index": 10, "section_title": "3.2. Protein Interaction Analysis and Module Analysis of DEGs", "row_count": 11, "column_count": 5}, "table": {"label": "Table 2", "caption": "Information of key genes in PPI network of GSE29111.", "rows": [["Gene", "UniProt ID", "Degree", "Expression level", "Module"], ["BDKRB2", "P30411", "8", "Upregulation", "Module 1"], ["HRH1", "P35367", "6", "Upregulation", "Module 1"], ["KISS1", "Q15726", "6", "Upregulation", "Module 1"], ["GRPR", "P30550", "6", "Downregulation", "Module 1"], ["TACR3", "P29371", "6", "Downregulation", "Module 1"], ["HTR2B", "P41595", "6", "Downregulation", "Module 1"], ["CCL25", "O15444", "3", "Upregulation", "—"], ["NPBWR1", "P48145", "3", "Upregulation", "—"], ["BDKRB1", "P46663", "8", "Upregulation", "Module 1"], ["ORM1", "P02763", "2", "Downregulation", "Module 1"]], "row_count": 11, "column_count": 5, "numeric_cells": 29, "header_rows": 1, "locator": "section[10]/table-wrap[1]#tab2"}}, {"id": "asset:table:pmid:34568491:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:be80a5a257efbbe85626ce7325ccfa73a42c4b7e109d5e47589204d8ab26c915", "bytes": 738, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[2]#tab3", "version": null, "note": "Information of key genes in protein interaction network of GSE60993.", "structure": {"pmcid": "PMC8456013", "section_index": 10, "section_title": "3.2. Protein Interaction Analysis and Module Analysis of DEGs", "row_count": 11, "column_count": 5}, "table": {"label": "Table 3", "caption": "Information of key genes in protein interaction network of GSE60993.", "rows": [["Gene", "UniProt ID", "Degree", "Expression level", "Module"], ["IFI44", "Q8TCB0", "3", "Downregulation", "Module 1"], ["FFAR2", "O15552", "2", "Downregulation", "—"], ["GNG10", "P50151", "3", "Downregulation", "—"], ["CXCR2", "P25025", "2", "—", "—"], ["MCEMP1", "Q8IX19", "2", "Downregulation", "—"], ["FPR2", "P25090", "5", "—", "—"], ["CLEC4D", "Q8WXI8", "2", "Downregulation", "—"], ["IFIT3", "O14879", "3", "Downregulation", "Module 1"], ["RSAD2", "Q8WXG1", "3", "Downregulation", "Module 1"], ["PLSCR1", "O15162", "3", "Downregulation", "Module 1"]], "row_count": 11, "column_count": 5, "numeric_cells": 23, "header_rows": 1, "locator": "section[10]/table-wrap[2]#tab3"}}, {"id": "asset:table:pmid:34568491:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:6a0d78c7cff502d8f5295537c5c10ef5ba138c8f36c8cfb9ad8c89b8321b9016", "bytes": 518, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[1]#tab4", "version": null, "note": "Information on GO entries enriched by differentially expressed genes in GSE29111.", "structure": {"pmcid": "PMC8456013", "section_index": 11, "section_title": "3.3. Enrichment Analysis of DEGs", "row_count": 5, "column_count": 4}, "table": {"label": "Table 4", "caption": "Information on GO entries enriched by differentially expressed genes in GSE29111.", "rows": [["Category", "ID", "Item", "FDR"], ["BP", "GO:0006954", "Inflammatory response", "6.67E − 04"], ["BP", "GO:0007186", "G-protein-coupled receptor signaling pathway", "0.004568"], ["CC", "GO:0005887", "Integral component of plasma membrane", "0.003999"], ["CC", "GO:0005886", "Plasma membrane", "0.012242"]], "row_count": 5, "column_count": 4, "numeric_cells": 8, "header_rows": 1, "locator": "section[11]/table-wrap[1]#tab4"}}, {"id": "asset:table:pmid:34568491:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:f5f00e70d77c544d75c93dbdd288ac8805b59764ec0ab6d4b2c126eecb2c258a", "bytes": 3913, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[2]#tab5", "version": null, "note": "Information on GO entries enriched by differentially expressed genes in GSE60993.", "structure": {"pmcid": "PMC8456013", "section_index": 11, "section_title": "3.3. Enrichment Analysis of DEGs", "row_count": 53, "column_count": 4}, "table": {"label": "Table 5", "caption": "Information on GO entries enriched by differentially expressed genes in GSE60993.", "rows": [["Category", "ID", "Item", "P adjust"], ["BP", "GO:0042119", "Neutrophil activation", "1.41E − 05"], ["BP", "GO:0045088", "Regulation of innate immune response", "6.17E − 05"], ["BP", "GO:0043312", "Neutrophil degranulation", "6.17E − 05"], ["BP", "GO:0002283", "Neutrophil activation involved in immune response", "6.17E − 05"], ["BP", "GO:0002446", "Neutrophil mediated immunity", "6.17E − 05"], ["BP", "GO:0035743", "CD4-positive, alpha-beta T cell cytokine production", "0.000114"], ["BP", "GO:0045089", "Positive regulation of innate immune response", "0.000148"], ["BP", "GO:0002367", "Cytokine production involved in immune response", "0.000235"], ["BP", "GO:0098542", "Defense response to other organisms", "0.000496"], ["BP", "GO:0002369", "T cell cytokine production", "0.000501"], ["BP", "GO:0002720", "Positive regulation of cytokine production involved in immune response", "0.001009"], ["BP", "GO:0030595", "Leukocyte chemotaxis", "0.001785"], ["BP", "GO:0002440", "Production of molecular mediator of immune response", "0.001785"], ["BP", "GO:0002699", "Positive regulation of immune effector process", "0.001886"], ["BP", "GO:0070673", "Response to interleukin-18", "0.001886"], ["BP", "GO:0002526", "Acute inflammatory response", "0.002469"], ["BP", "GO:0002690", "Positive regulation of leukocyte chemotaxis", "0.002469"], ["BP", "GO:0002718", "Regulation of cytokine production involved in immune response", "0.002508"], ["BP", "GO:0002456", "T cell mediated immunity", "0.002638"], ["BP", "GO:0002708", "Positive regulation of lymphocyte mediated immunity", "0.002638"], ["BP", "GO:0060337", "Type I interferon signaling pathway", "0.002638"], ["BP", "GO:0071357", "Cellular response to type I interferon", "0.002638"], ["BP", "GO:0042742", "Defense response to bacterium", "0.002638"], ["BP", "GO:0002702", "Positive regulation of production of molecular mediator of immune response", "0.002638"], ["BP", "GO:0034340", "Response to type I interferon", "0.002648"], ["BP", "GO:0060326", "Cell chemotaxis", "0.002648"], ["BP", "GO:0002726", "Positive regulation of T cell cytokine production", "0.003238"], ["BP", "GO:0002688", "Regulation of leukocyte chemotaxis", "0.003238"], ["BP", "GO:0002705", "Positive regulation of leukocyte mediated immunity", "0.004302"], ["BP", "GO:0002687", "Positive regulation of leukocyte migration", "0.00459"], ["BP", "GO:0032103", "Positive regulation of response to external stimulus", "0.005129"], ["BP", "GO:0050921", "Positive regulation of chemotaxis", "0.005298"], ["BP", "GO:0009615", "Response to virus", "0.005298"], ["BP", "GO:0002706", "Regulation of lymphocyte mediated immunity", "0.005706"], ["BP", "GO:0002700", "Regulation of production of molecular mediator of immune response", "0.005732"], ["BP", "GO:0070102", "Interleukin-6-mediated signaling pathway", "0.005732"], ["BP", "GO:0002724", "Regulation of T cell cytokine production", "0.006379"], ["BP", "GO:0002251", "Organ or tissue specific immune response", "0.008387"], ["BP", "GO:0002711", "Positive regulation of T cell mediated immunity", "0.009107"], ["BP", "GO:0097529", "Myeloid leukocyte migration", "0.009288"], ["BP", "GO:0019835", "Cytolysis", "0.009599"], ["CC", "GO:0042581", "Specific granule", "1.44E − 05"], ["CC", "GO:0070820", "Tertiary granule", "1.44E − 05"], ["CC", "GO:0030667", "Secretory granule membrane", "0.000164"], ["CC", "GO:0070821", "Tertiary granule membrane", "0.000654"], ["CC", "GO:0035579", "Specific granule membrane", "0.001009"], ["CC", "GO:0098802", "Plasma membrane receptor complex", "0.003883"], ["CC", "GO:1904724", "Tertiary granule lumen", "0.009249"], ["CC", "GO:0101003", "Ficolin-1-rich granule membrane", "0.009249"], ["CC", "GO:0035580", "Specific granule lumen", "0.009249"], ["MF", "GO:0004896", "Cytokine receptor activity", "6.26E − 05"], ["MF", "GO:0019955", "Cytokine binding", "0.003951"]], "row_count": 53, "column_count": 4, "numeric_cells": 107, "header_rows": 1, "locator": "section[11]/table-wrap[2]#tab5"}}], "gaps": ["asset:data:geo:GSE29111 not downloaded", "asset:data:geo:GSE29111 licence not read", "asset:data:geo:GSE60993 not downloaded", "asset:data:geo:GSE60993 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": "DEG analysis of these 2 datasets is performed using the “limma” package in R software."}}, {"id": "method-2", "family": "correlation_analysis", "specific": "pearson", "label": "Correlation analysis", "dsl_operations": ["pearson_r"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 0.8, "band": "high", "quote": "Pearson correlation"}}, {"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": 0.8, "band": "high", "quote": "pathway enrichment"}}, {"id": "method-5", "family": "network_analysis", "specific": "centrality", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "Centrality"}}], "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": ["GSE29111", "GSE60993"], "resolved_accessions": ["GSE29111", "GSE60993"], "statements": ["The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation. All data obtained or analyzed during this study are available from the published article and its supplementary information files. The datasets during the current study are available from the corresponding author upon reasonable request."], "basis": "The paper names GSE29111, GSE60993 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:34568491", "data:geo:GSE29111", "asset:table:pmid:34568491:1", "asset:table:pmid:34568491:2", "asset:table:pmid:34568491:3", "asset:table:pmid:34568491:4", "asset:table:pmid:34568491:5"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE29111"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:35:14Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 45945, "completion_tokens": 1072, "cached_tokens": 785}}, "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:34568491", "type": "paper", "label": "pmid:34568491"}, {"id": "source:pmid:34568491", "type": "manuscript", "label": "PMID 34568491 full text"}, {"id": "data:geo:GSE29111", "type": "dataset", "label": "GEO GSE29111"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34568491", "type": "paper", "label": "pmid:34568491"}, {"id": "source:pmid:34568491", "type": "manuscript", "label": "PMID 34568491 full text"}, {"id": "data:geo:GSE29111", "type": "dataset", "label": "GEO GSE29111"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34568491", "type": "extraction", "used": ["source:pmid:34568491"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE29111", "type": "accession_resolution", "used": ["data:geo:GSE29111"], "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:34568491", "parent_hash": "sha256:f22108cac868932036295a307c32659be427f5b073e2d076e075e880fcad8161", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE29111 licence not read", "asset:data:geo:GSE29111 not downloaded", "asset:data:geo:GSE60993 licence not read", "asset:data:geo:GSE60993 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": ["DEG analysis of these 2 datasets is performed using the “limma” package in R software."], "order_basis": "analysis_only", "id": "assay:1"}]}