← All .science files
pmid:34532470
Analysis of the polarization states of the alveolar macrophages in chronic obstructive pulmonary disease samples based on miRNA-mRNA network signatures.
Wen Shen · Shukun Wang · Ruili Wang · Yang Zhang · Hong Tian · Xiaolei Yang · Wei Wei
Annals of translational medicine · 2021 doi:10.21037/atm-21-3815
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 · 7 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 · 5 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 63 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 384 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 20 items
[4] object · 15 fields
structure object · 15 fields
sample_accessions array · 0 items
gaps array · 8 items
analysis object · 4 fields
methods array · 3 items
[0] object · 10 fields
dsl_operations array · 4 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
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 · 4 items
resolved_accessions array · 3 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 · 12 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:34532470", "kind": "science-record", "revision": 9, "content_hash": "sha256:95a1695042c313448f474ae067cd819cd69c2ad39bd8aad9f46050c12befd6f4", "created_at": "2026-11-01T15:41:52Z", "updated_at": "2026-11-01T22:47:32Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Analysis of the polarization states of the alveolar macrophages in chronic obstructive pulmonary disease samples based on miRNA-mRNA network signatures.", "doi": "10.21037/atm-21-3815", "pmid": "34532470", "authors": ["Wen Shen", "Shukun Wang", "Ruili Wang", "Yang Zhang", "Hong Tian", "Xiaolei Yang", "Wei Wei"], "journal": "Annals of translational medicine", "year": 2021, "abstract": "BACKGROUND: Multiple gene expression studies have been performed to investigate the biomarkers of chronic obstructive pulmonary disease (COPD). However, few studies have related COPD to macrophage cells.\nMETHODS: The gene expression levels of clinical samples of COPD smokers (COPD; n=6), healthy smokers (Smoke; n=11), and never smokers (Never; n=4) were downloaded from the Gene Expression Omnibus (GEO) repository of GSE124180. The expression levels of messenger RNAs (mRNAs) and microRNAs (miRNAs) in macrophage cells of M0 (n=7), M1 (n=7), and M2 (n=7) were downloaded from the GEO repository of GSE46903 and GSE51307. Differentially expressed (DE) mRNAs (DEmRNAs) were identified by edgeR and GEO2R, with an adjusted P value <0.05 and |log2fold change (FC)| ≥1 chosen as the cut-off threshold. The potential target genes of miRNA were identified using miRanda (v3.3a) and TargetScan (v6.0) with default settings. Gene Ontology (GO) and Reactome pathway analyses were performed.\nRESULTS: The composition of macrophages was quite different between COPD, Never, and Smoke samples. The proportion of M1 cells was lower than that of M0 and M2 cells in Smokers and COPD samples. Most of the genes specifically up-regulated in M1 are related to inflammation/immunity. The expression levels of miR-30a-5p, miR-200c-3p, miR-20b-5p, miR-199b-5p, and miR-301b-3p in M1 macrophages were all lower than that of M0. Their expression levels in M2 macrophages compared with M1 varied, with higher expression in miR-30a-5p, miR-20b-5p, and lower expression in miR-200c-3p, and miR-301b-3p. The mRNAs of the fms related receptor tyrosine kinase 1 (FLT1), cardiotrophin like cytokine factor 1 (CLCF1), phosphodiesterase 4D (PDE4D), coagulation factor III, and tissue factor (F3) were dysregulated in COPD and macrophage cells.\nCONCLUSIONS: The present study mined the miRNA-mRNA signature which might play an essential role in COPD and macrophage polarization.", "claims": [{"id": "claim-method", "statement": "The Student’s t-test was used for comparisons between two groups, and analysis of variance (ANOVA) for three groups.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34532470", "locator": "sections[7] \"Statistical analysis\" paragraph 2", "quote": "The Student’s t-test was used for comparisons between two groups, and analysis of variance (ANOVA) for three groups."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The gene expression levels of clinical samples of COPD patients (COPD, n=6), healthy smokers (Smoke, n=11), and never smokers (Never, n=4) were downloaded as the verification dataset from the Sequence Read Archive (SRA) with the accession number of PRJNA510951 [Gene Expression Omnibus (GEO) repository: GSE124180] (32).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34532470", "locator": "sections[3] \"Retrieval and process of public data\" paragraph 2", "quote": "The gene expression levels of clinical samples of COPD patients (COPD, n=6), healthy smokers (Smoke, n=11), and never smokers (Never, n=4) were downloaded as the verification dataset from the Sequence Read Archive (SRA) with the accession number of PRJNA510951 [Gene Expression Omnibus (GEO) repository: GSE124180] (32)."}], "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:34532470"], "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:GSE124180"], "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:GSE124180"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34532470", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/atm-21-3815", "sha256": "sha256:2dd0009f751b86ecb611673cd44d744f4b2f76dd58da376cc9562ed153841265", "bytes": 48802, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/atm-21-3815", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8422127", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE124180", "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=GSE124180", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE124180", "version": null, "note": "The gene expression levels of clinical samples of COPD patients (COPD, n=6), healthy smokers (Smoke, n=11), and never smokers (Never, n=4) were downloaded as the verification dataset from the Sequence Read Archive (SRA) with the accession number of PRJNA510951 [Gene Expression Omnibus (GEO) repository: GSE124180] (32).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The gene expression levels of clinical samples of COPD patients (COPD, n=6), healthy smokers (Smoke, n=11), and never smokers (Never, n=4) were downloaded as the verification dataset from the Sequence Read Archive (SRA) with the accession number of PRJNA510951 [Gene Expression Omnibus (GEO) repository: GSE124180] (32).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM3523461", "GSM3523462", "GSM3523463", "GSM3523464", "GSM3523465", "GSM3523466", "GSM3523467", "GSM3523468", "GSM3523469", "GSM3523470", "GSM3523471", "GSM3523472", "GSM3523473", "GSM3523474", "GSM3523475", "GSM3523476", "GSM3523477", "GSM3523478", "GSM3523479", "GSM3523480", "GSM3523481", "GSM3523482", "GSM3523483", "GSM3523484", "GSM3523485", "GSM3523486", "GSM3523487", "GSM3523488", "GSM3523489", "GSM3523490", "GSM3523491", "GSM3523492", "GSM3523493", "GSM3523494", "GSM3523495", "GSM3523496", "GSM3523497", "GSM3523498", "GSM3523499", "GSM3523500", "GSM3523501", "GSM3523502", "GSM3523503", "GSM3523504", "GSM3523505", "GSM3523506", "GSM3523507", "GSM3523508", "GSM3523509", "GSM3523510", "GSM3523511", "GSM3523512", "GSM3523513", "GSM3523514", "GSM3523515", "GSM3523516", "GSM3523517", "GSM3523518", "GSM3523519", "GSM3523520", "GSM3523521", "GSM3523522", "GSM3523523"], "sample_count": 63, "group_sizes": null, "group_sizes_basis": null, "platform": "16791", "taxon": "Homo sapiens", "title": "RNA-sequencing across three matched tissues highlights gene expression signatures in COPD", "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:GSE46903", "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=GSE46903", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE46903", "version": null, "note": "The gene expression levels of clinical samples of COPD patients (COPD, n=6), healthy smokers (Smoke, n=11), and never smokers (Never, n=4) were downloaded as the verification dataset from the Sequence Read Archive (SRA) with the accession number of PRJNA510951 [Gene Expression Omnibus (GEO) repository: GSE124180] (32).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The gene expression levels of clinical samples of COPD patients (COPD, n=6), healthy smokers (Smoke, n=11), and never smokers (Never, n=4) were downloaded as the verification dataset from the Sequence Read Archive (SRA) with the accession number of PRJNA510951 [Gene Expression Omnibus (GEO) repository: GSE124180] (32).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1140407", "GSM1140408", "GSM1140409", "GSM1140410", "GSM1140411", "GSM1140412", "GSM1140413", "GSM1140414", "GSM1140415", "GSM1140416", "GSM1140417", "GSM1140418", "GSM1140419", "GSM1140420", "GSM1140421", "GSM1140422", "GSM1140423", "GSM1140424", "GSM1140425", "GSM1140426", "GSM1140427", "GSM1140428", "GSM1140429", "GSM1140430", "GSM1140431", "GSM1140432", "GSM1140433", "GSM1140434", "GSM1140435", "GSM1140436", "GSM1140437", "GSM1140438", "GSM1140439", "GSM1140440", "GSM1140441", "GSM1140442", "GSM1140443", "GSM1140444", "GSM1140445", "GSM1140446", "GSM1140447", "GSM1140448", "GSM1140449", "GSM1140450", "GSM1140451", "GSM1140452", "GSM1140453", "GSM1140454", "GSM1140455", "GSM1140456", "GSM1140457", "GSM1140458", "GSM1140459", "GSM1140460", "GSM1140461", "GSM1140462", "GSM1140463", "GSM1140464", "GSM1140465", "GSM1140466", "GSM1140467", "GSM1140468", "GSM1140469", "GSM1140470", "GSM1140471", "GSM1140472", "GSM1140473", "GSM1140474", "GSM1140475", "GSM1140476", "GSM1140477", "GSM1140478", "GSM1140479", "GSM1140480", "GSM1140481", "GSM1140482", "GSM1140483", "GSM1140484", "GSM1140485", "GSM1140486", "GSM1140487", "GSM1140488", "GSM1140489", "GSM1140490", "GSM1140491", "GSM1140492", "GSM1140493", "GSM1140494", "GSM1140495", "GSM1140496", "GSM1140497", "GSM1140498", "GSM1140499", "GSM1140500", "GSM1140501", "GSM1140502", "GSM1140503", "GSM1140504", "GSM1140505", "GSM1140506", "GSM1140507", "GSM1140508", "GSM1140509", "GSM1140510", "GSM1140511", "GSM1140512", "GSM1140513", "GSM1140514", "GSM1140515", "GSM1140516", "GSM1140517", "GSM1140518", "GSM1140519", "GSM1140520", "GSM1140521", "GSM1140522", "GSM1140523", "GSM1140524", "GSM1140525", "GSM1140526", "GSM1140527", "GSM1140528", "GSM1140529", "GSM1140530", "GSM1140531", "GSM1140532", "GSM1140533", "GSM1140534", "GSM1140535", "GSM1140536", "GSM1140537", "GSM1140538", "GSM1140539", "GSM1140540", "GSM1140541", "GSM1140542", "GSM1140543", "GSM1140544", "GSM1140545", "GSM1140546", "GSM1140547", "GSM1140548", "GSM1140549", "GSM1140550", "GSM1140551", "GSM1140552", "GSM1140553", "GSM1140554", "GSM1140555", "GSM1140556", "GSM1140557", "GSM1140558", "GSM1140559", "GSM1140560", "GSM1140561", "GSM1140562", "GSM1140563", "GSM1140564", "GSM1140565", "GSM1140566", "GSM1140567", "GSM1140568", "GSM1140569", "GSM1140570", "GSM1140571", "GSM1140572", "GSM1140573", "GSM1140574", "GSM1140575", "GSM1140576", "GSM1140577", "GSM1140578", "GSM1140579", "GSM1140580", "GSM1140581", "GSM1140582", "GSM1140583", "GSM1140584", "GSM1140585", "GSM1140586", "GSM1140587", "GSM1140588", "GSM1140589", "GSM1140590", "GSM1140591", "GSM1140592", "GSM1140593", "GSM1140594", "GSM1140595", "GSM1140596", "GSM1140597", "GSM1140598", "GSM1140599", "GSM1140600", "GSM1140601", "GSM1140602", "GSM1140603", "GSM1140604", "GSM1140605", "GSM1140606", "GSM1140607", "GSM1140608", "GSM1140609", "GSM1140610", "GSM1140611", "GSM1140612", "GSM1140613", "GSM1140614", "GSM1140615", "GSM1140616", "GSM1140617", "GSM1140618", "GSM1140619", "GSM1140620", "GSM1140621", "GSM1140622", "GSM1140623", "GSM1140624", "GSM1140625", "GSM1140626", "GSM1140627", "GSM1140628", "GSM1140629", "GSM1140630", "GSM1140631", "GSM1140632", "GSM1140633", "GSM1140634", "GSM1140635", "GSM1140636", "GSM1140637", "GSM1140638", "GSM1140639", "GSM1140640", "GSM1140641", "GSM1140642", "GSM1140643", "GSM1140644", "GSM1140645", "GSM1140646", "GSM1140647", "GSM1140648", "GSM1140649", "GSM1140650", "GSM1140651", "GSM1140652", "GSM1140653", "GSM1140654", "GSM1140655", "GSM1140656", "GSM1140657", "GSM1140658", "GSM1140659", "GSM1140660", "GSM1140661", "GSM1140662", "GSM1140663", "GSM1140664", "GSM1140665", "GSM1140666", "GSM1140667", "GSM1140668", "GSM1140669", "GSM1140670", "GSM1140671", "GSM1140672", "GSM1140673", "GSM1140674", "GSM1140675", "GSM1140676", "GSM1140677", "GSM1140678", "GSM1140679", "GSM1140680", "GSM1140681", "GSM1140682", "GSM1140683", "GSM1140684", "GSM1140685", "GSM1140686", "GSM1140687", "GSM1140688", "GSM1140689", "GSM1140690", "GSM1140691", "GSM1140692", "GSM1140693", "GSM1140694", "GSM1140695", "GSM1140696", "GSM1140697", "GSM1140698", "GSM1140699", "GSM1140700", "GSM1140701", "GSM1140702", "GSM1140703", "GSM1140704", "GSM1140705", "GSM1140706", "GSM1140707", "GSM1140708", "GSM1140709", "GSM1140710", "GSM1140711", "GSM1140712", "GSM1140713", "GSM1140714", "GSM1140715", "GSM1140716", "GSM1140717", "GSM1140718", "GSM1140719", "GSM1140720", "GSM1140721", "GSM1140722", "GSM1140723", "GSM1140724", "GSM1140725", "GSM1140726", "GSM1140727", "GSM1140728", "GSM1140729", "GSM1140730", "GSM1140731", "GSM1140732", "GSM1140733", "GSM1140734", "GSM1140735", "GSM1140736", "GSM1140737", "GSM1140738", "GSM1140739", "GSM1140740", "GSM1140741", "GSM1140742", "GSM1140743", "GSM1140744", "GSM1140745", "GSM1140746", "GSM1140747", "GSM1140748", "GSM1140749", "GSM1140750", "GSM1140751", "GSM1140752", "GSM1140753", "GSM1140754", "GSM1140755", "GSM1140756", "GSM1140757", "GSM1140758", "GSM1140759", "GSM1140760", "GSM1140761", "GSM1140762", "GSM1140763", "GSM1140764", "GSM1140765", "GSM1140766", "GSM1140767", "GSM1140768", "GSM1140769", "GSM1140770", "GSM1140771", "GSM1140772", "GSM1140773", "GSM1140774", "GSM1140775", "GSM1140776", "GSM1140777", "GSM1140778", "GSM1140779", "GSM1140780", "GSM1140781", "GSM1140782", "GSM1140783", "GSM1140784", "GSM1140785", "GSM1140786", "GSM1140787", "GSM1140788", "GSM1140789", "GSM1140790"], "sample_count": 384, "group_sizes": null, "group_sizes_basis": null, "platform": "6947", "taxon": "Homo sapiens", "title": "Transcriptome-based network analysis reveals a spectrum model of human macrophage activation [Expression]", "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:GSE51307", "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=GSE51307", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE51307", "version": null, "note": "The gene expression levels of clinical samples of COPD patients (COPD, n=6), healthy smokers (Smoke, n=11), and never smokers (Never, n=4) were downloaded as the verification dataset from the Sequence Read Archive (SRA) with the accession number of PRJNA510951 [Gene Expression Omnibus (GEO) repository: GSE124180] (32).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The gene expression levels of clinical samples of COPD patients (COPD, n=6), healthy smokers (Smoke, n=11), and never smokers (Never, n=4) were downloaded as the verification dataset from the Sequence Read Archive (SRA) with the accession number of PRJNA510951 [Gene Expression Omnibus (GEO) repository: GSE124180] (32).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1242494", "GSM1242495", "GSM1242496", "GSM1242497", "GSM1242498", "GSM1242499", "GSM1242500", "GSM1242501", "GSM1242502", "GSM1242503", "GSM1242504", "GSM1242505", "GSM1242506", "GSM1242507", "GSM1242508", "GSM1242509", "GSM1242510", "GSM1242511", "GSM1242512", "GSM1242513"], "sample_count": 20, "group_sizes": null, "group_sizes_basis": null, "platform": "15456", "taxon": "Homo sapiens", "title": "Transcriptome-based network analysis reveals a spectrum model of human macrophage activation [miRNA-seq]", "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:PRJNA510951", "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=PRJNA510951", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PRJNA510951", "version": null, "note": "The gene expression levels of clinical samples of COPD patients (COPD, n=6), healthy smokers (Smoke, n=11), and never smokers (Never, n=4) were downloaded as the verification dataset from the Sequence Read Archive (SRA) with the accession number of PRJNA510951 [Gene Expression Omnibus (GEO) repository: GSE124180] (32).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The gene expression levels of clinical samples of COPD patients (COPD, n=6), healthy smokers (Smoke, n=11), and never smokers (Never, n=4) were downloaded as the verification dataset from the Sequence Read Archive (SRA) with the accession number of PRJNA510951 [Gene Expression Omnibus (GEO) repository: GSE124180] (32).", "access_statement_kind": "repository_route_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": null, "resolution_checked_at": "2026-10-31T18:35:56Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE124180 not downloaded", "asset:data:geo:GSE124180 licence not read", "asset:data:geo:GSE46903 not downloaded", "asset:data:geo:GSE46903 licence not read", "asset:data:geo:GSE51307 not downloaded", "asset:data:geo:GSE51307 licence not read", "asset:data:geo:PRJNA510951 not downloaded", "asset:data:geo:PRJNA510951 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": "The Student’s t-test was used for comparisons between two groups, and analysis of variance (ANOVA) for three groups."}}, {"id": "method-2", "family": "principal_component_analysis", "specific": "pca", "label": "Principal component analysis", "dsl_operations": ["pca_fit"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["wide_numeric_matrix"], "evidence": {"score": 0.8, "band": "high", "quote": "principal component analysis"}}, {"id": "method-3", "family": "differential_expression", "specific": "edger", "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": 0.7, "band": "medium", "quote": "edgeR"}}], "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": ["PRJNA510951", "GSE124180", "GSE46903", "GSE51307"], "resolved_accessions": ["GSE124180", "GSE46903", "GSE51307"], "statements": ["The gene expression levels of clinical samples of COPD patients (COPD, n=6), healthy smokers (Smoke, n=11), and never smokers (Never, n=4) were downloaded as the verification dataset from the Sequence Read Archive (SRA) with the accession number of PRJNA510951 [Gene Expression Omnibus (GEO) repository: GSE124180] (32)."], "basis": "The paper names GSE124180, GSE46903, GSE51307 in Sequence Read Archive (SRA) 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:34532470", "data:geo:GSE124180"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE124180"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:35:04Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 38851, "completion_tokens": 1958, "cached_tokens": 777}}, "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:34532470", "type": "paper", "label": "pmid:34532470"}, {"id": "source:pmid:34532470", "type": "manuscript", "label": "PMID 34532470 full text"}, {"id": "data:geo:GSE124180", "type": "dataset", "label": "GEO GSE124180"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34532470", "type": "paper", "label": "pmid:34532470"}, {"id": "source:pmid:34532470", "type": "manuscript", "label": "PMID 34532470 full text"}, {"id": "data:geo:GSE124180", "type": "dataset", "label": "GEO GSE124180"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34532470", "type": "extraction", "used": ["source:pmid:34532470"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE124180", "type": "accession_resolution", "used": ["data:geo:GSE124180"], "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:34532470", "parent_hash": "sha256:7b0e3fdc3560df5645ca217c616992ea9c382d493d90f79d8d1cad09d073a23e", "fork_of": null, "generation": 8}, "gaps": ["asset:data:geo:GSE124180 licence not read", "asset:data:geo:GSE124180 not downloaded", "asset:data:geo:GSE46903 licence not read", "asset:data:geo:GSE46903 not downloaded", "asset:data:geo:GSE51307 licence not read", "asset:data:geo:GSE51307 not downloaded", "asset:data:geo:PRJNA510951 licence not read", "asset:data:geo:PRJNA510951 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": ["The Student’s t-test was used for comparisons between two groups, and analysis of variance (ANOVA) for three groups."], "order_basis": "analysis_only", "id": "assay:1"}]}