← All .science files
pmid:32323809
Identification of lung adenocarcinoma biomarkers based on bioinformatic analysis and human samples.
Siyuan Dong · Wanfu Men · Shize Yang · Shun Xu
Oncology reports · 2020 doi:10.3892/or.2020.7526
Paper
complete
Experiment
partial
Data
partial
Analysis
partial
Execution
absent
Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
paper object · 10 fields
authors array · 4 items
claims array · 2 items
[0] object · 6 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 · 1 item
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 · 116 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 65 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 166 items
gaps array · 6 items
analysis object · 4 fields
methods array · 5 items
[0] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 1 item
parameters object · 0 fields
data_shapes array · 1 item
[1] object · 10 fields
dsl_operations array · 4 items
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 · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
targets array · 0 items
gaps array · 2 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 · 0 items
missing_operations array · 1 item
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 · 0 items
assets array · 2 items
steps array · 0 items
must_build object · 5 fields
dsl_operations array · 1 item
[0] object · 3 fields
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 · 13 items
assays array · 4 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[2] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 2 items
[3] object · 11 fields
required_operations array · 0 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:32323809", "kind": "science-record", "revision": 7, "content_hash": "sha256:2d414e50d6f55fa4e972371d8e0f316d6765f53fb3d9fa991a3b1c8f672e193e", "created_at": "2026-11-01T15:41:00Z", "updated_at": "2026-11-01T22:01:32Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of lung adenocarcinoma biomarkers based on bioinformatic analysis and human samples.", "doi": "10.3892/or.2020.7526", "pmid": "32323809", "authors": ["Siyuan Dong", "Wanfu Men", "Shize Yang", "Shun Xu"], "journal": "Oncology reports", "year": 2020, "abstract": "Lung adenocarcinoma is one of the most common malignant tumors worldwide. Although efforts have been made to clarify its pathology, the underlying molecular mechanisms of lung adenocarcinoma are still not clear. The microarray datasets GSE75037, GSE63459 and GSE32863 were downloaded from the Gene Expression Omnibus (GEO) database to identify biomarkers for effective lung adenocarcinoma diagnosis and therapy. The differentially expressed genes (DEGs) were identified by GEO2R, and function enrichment analyses were conducted using the Kyoto Encyclopedia of Genes and Genomes (KEGG) and Gene Ontology (GO). The STRING database and Cytoscape software were used to construct and analyze the protein‑protein interaction network (PPI). We identified 376 DEGs, consisting of 83 upregulated genes and 293 downregulated genes. Functional and pathway enrichment showed that the DEGs were mainly focused on regulation of cell proliferation, the transforming growth factor β receptor signaling pathway, cell adhesion, biological adhesion, and responses to hormone stimulus. Sixteen hub genes were identified and biological process analysis showed that these 16 hub genes were mainly involved in the M phase, cell cycle phases, the mitotic cell cycle, and nuclear division. We further confirmed the two genes with the highest node degree, DNA topoisomerase IIα (TOP2A) and aurora kinase A (AURKA), in lung adenocarcinoma cell lines and human samples. Both these genes were upregulated and associated with larger tumor size. Upregulation of AURKA in particular, was associated with lymphatic metastasis. In summary, identification of the DEGs and hub genes in our research enables us to elaborate the molecular mechanisms underlying the genesis and progression of lung adenocarcinoma and identify potential targets for the diagnosis and treatment of lung adenocarcinoma.", "claims": [{"id": "claim-method", "statement": "GEO2R is an online web tool (https://www.ncbi.nlm.nih.gov/geo/geo2r/) provided by the GEO for comparing GEO series to identify DEGs across experimental conditions.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32323809", "locator": "sections[5] \"Identification of DEGs\" paragraph 2", "quote": "GEO2R is an online web tool (https://www.ncbi.nlm.nih.gov/geo/geo2r/) provided by the GEO for comparing GEO series to identify DEGs across experimental conditions."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data used in this study are available from the corresponding author on reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32323809", "locator": "sections[23] \"Availability of data and materials\" paragraph 2", "quote": "The data used in this study are available from the corresponding author on reasonable request."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "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:32323809"], "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:GSE32863"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "blocked", "blocked_on": "method:student_t", "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:GSE32863"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:student_t"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32323809", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3892/or.2020.7526", "sha256": "sha256:bb4f5a1e64b21504abea0b12ceb90f16d3709e8eeccf617414eeb30f3778a81e", "bytes": 27658, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3892/or.2020.7526", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7108011", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE32863", "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=GSE32863", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE32863", "version": null, "note": "The data used in this study are available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used in this study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM813411", "GSM813412", "GSM813413", "GSM813414", "GSM813415", "GSM813416", "GSM813417", "GSM813418", "GSM813419", "GSM813420", "GSM813421", "GSM813422", "GSM813423", "GSM813424", "GSM813425", "GSM813426", "GSM813427", "GSM813428", "GSM813429", "GSM813430", "GSM813431", "GSM813432", "GSM813433", "GSM813434", "GSM813435", "GSM813436", "GSM813437", "GSM813438", "GSM813439", "GSM813440", "GSM813441", "GSM813442", "GSM813443", "GSM813444", "GSM813445", "GSM813446", "GSM813447", "GSM813448", "GSM813449", "GSM813450", "GSM813451", "GSM813452", "GSM813453", "GSM813454", "GSM813455", "GSM813456", "GSM813457", "GSM813458", "GSM813459", "GSM813460", "GSM813461", "GSM813462", "GSM813463", "GSM813464", "GSM813465", "GSM813466", "GSM813467", "GSM813468", "GSM813469", "GSM813470", "GSM813471", "GSM813472", "GSM813473", "GSM813474", "GSM813475", "GSM813476", "GSM813477", "GSM813478", "GSM813479", "GSM813480", "GSM813481", "GSM813482", "GSM813483", "GSM813484", "GSM813485", "GSM813486", "GSM813487", "GSM813488", "GSM813489", "GSM813490", "GSM813491", "GSM813492", "GSM813493", "GSM813494", "GSM813495", "GSM813496", "GSM813497", "GSM813498", "GSM813499", "GSM813500", "GSM813501", "GSM813502", "GSM813503", "GSM813504", "GSM813505", "GSM813506", "GSM813507", "GSM813508", "GSM813509", "GSM813510", "GSM813511", "GSM813512", "GSM813513", "GSM813514", "GSM813515", "GSM813516", "GSM813517", "GSM813518", "GSM813519", "GSM813520", "GSM813521", "GSM813522", "GSM813523", "GSM813524", "GSM813525", "GSM813526"], "sample_count": 116, "group_sizes": null, "group_sizes_basis": null, "platform": "6884", "taxon": "Homo sapiens", "title": "Gene expression analysis of lung adenocarcinoma and matched adjacent non-tumor lung tissue", "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:GSE63459", "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=GSE63459", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE63459", "version": null, "note": "The data used in this study are available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used in this study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1550170", "GSM1550171", "GSM1550172", "GSM1550173", "GSM1550174", "GSM1550175", "GSM1550176", "GSM1550177", "GSM1550178", "GSM1550179", "GSM1550180", "GSM1550181", "GSM1550182", "GSM1550183", "GSM1550184", "GSM1550185", "GSM1550186", "GSM1550187", "GSM1550188", "GSM1550189", "GSM1550190", "GSM1550191", "GSM1550192", "GSM1550193", "GSM1550194", "GSM1550195", "GSM1550196", "GSM1550197", "GSM1550198", "GSM1550199", "GSM1550200", "GSM1550201", "GSM1550202", "GSM1550203", "GSM1550204", "GSM1550205", "GSM1550206", "GSM1550207", "GSM1550208", "GSM1550209", "GSM1550210", "GSM1550211", "GSM1550212", "GSM1550213", "GSM1550214", "GSM1550215", "GSM1550216", "GSM1550217", "GSM1550218", "GSM1550219", "GSM1550220", "GSM1550221", "GSM1550222", "GSM1550223", "GSM1550224", "GSM1550225", "GSM1550226", "GSM1550227", "GSM1550228", "GSM1550229", "GSM1550230", "GSM1550231", "GSM1550232", "GSM1550233", "GSM1550234"], "sample_count": 65, "group_sizes": null, "group_sizes_basis": null, "platform": "6883", "taxon": "Homo sapiens", "title": "Multi-platform Characterization of Stage I Lung Adenocarcinoma (mRNA expression)", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE75037", "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=GSE75037", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE75037", "version": null, "note": "The data used in this study are available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used in this study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1941120", "GSM1941121", "GSM1941122", "GSM1941123", "GSM1941124", "GSM1941125", "GSM1941126", "GSM1941127", "GSM1941128", "GSM1941129", "GSM1941130", "GSM1941131", "GSM1941132", "GSM1941133", "GSM1941134", "GSM1941135", "GSM1941136", "GSM1941137", "GSM1941138", "GSM1941139", "GSM1941140", "GSM1941141", "GSM1941142", "GSM1941143", "GSM1941144", "GSM1941145", "GSM1941146", "GSM1941147", "GSM1941148", "GSM1941149", "GSM1941150", "GSM1941151", "GSM1941152", "GSM1941153", "GSM1941154", "GSM1941155", "GSM1941156", "GSM1941157", "GSM1941158", "GSM1941159", "GSM1941160", "GSM1941161", "GSM1941162", "GSM1941163", "GSM1941164", "GSM1941165", "GSM1941166", "GSM1941167", "GSM1941168", "GSM1941169", "GSM1941170", "GSM1941171", "GSM1941172", "GSM1941173", "GSM1941174", "GSM1941175", "GSM1941176", "GSM1941177", "GSM1941178", "GSM1941179", "GSM1941180", "GSM1941181", "GSM1941182", "GSM1941183", "GSM1941184", "GSM1941185", "GSM1941186", "GSM1941187", "GSM1941188", "GSM1941189", "GSM1941190", "GSM1941191", "GSM1941192", "GSM1941193", "GSM1941194", "GSM1941195", "GSM1941196", "GSM1941197", "GSM1941198", "GSM1941199", "GSM1941200", "GSM1941201", "GSM1941202", "GSM1941203", "GSM1941204", "GSM1941205", "GSM1941206", "GSM1941207", "GSM1941208", "GSM1941209", "GSM1941210", "GSM1941211", "GSM1941212", "GSM1941213", "GSM1941214", "GSM1941215", "GSM1941216", "GSM1941217", "GSM1941218", "GSM1941219", "GSM1941220", "GSM1941221", "GSM1941222", "GSM1941223", "GSM1941224", "GSM1941225", "GSM1941226", "GSM1941227", "GSM1941228", "GSM1941229", "GSM1941230", "GSM1941231", "GSM1941232", "GSM1941233", "GSM1941234", "GSM1941235", "GSM1941236", "GSM1941237", "GSM1941238", "GSM1941239", "GSM1941240", "GSM1941241", "GSM1941242", "GSM1941243", "GSM1941244", "GSM1941245", "GSM1941246", "GSM1941247", "GSM1941248", "GSM1941249", "GSM1941250", "GSM1941251", "GSM1941252", "GSM1941253", "GSM1941254", "GSM1941255", "GSM1941256", "GSM1941257", "GSM1941258", "GSM1941259", "GSM1941260", "GSM1941261", "GSM1941262", "GSM1941263", "GSM1941264", "GSM1941265", "GSM1941266", "GSM1941267", "GSM1941268", "GSM1941269", "GSM1941270", "GSM1941271", "GSM1941272", "GSM1941273", "GSM1941274", "GSM1941275", "GSM1941276", "GSM1941277", "GSM1941278", "GSM1941279", "GSM1941280", "GSM1941281", "GSM1941282", "GSM1941283", "GSM1941284", "GSM1941285"], "sample_count": 166, "group_sizes": null, "group_sizes_basis": null, "platform": "6884", "taxon": "Homo sapiens", "title": "Expression profiling of 83 matched pairs of lung adenocarcinomas and non-malignant adjacent tissue", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE32863 not downloaded", "asset:data:geo:GSE32863 licence not read", "asset:data:geo:GSE63459 not downloaded", "asset:data:geo:GSE63459 licence not read", "asset:data:geo:GSE75037 not downloaded", "asset:data:geo:GSE75037 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "student_t_test", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["student_t"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Student's t-test"}}, {"id": "method-2", "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": 0.8, "band": "high", "quote": "ANOVA"}}, {"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": "PPI"}}, {"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"}}, {"id": "method-5", "family": null, "specific": null, "label": "GEO2R", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "GEO2R is an online web tool (https://www.ncbi.nlm.nih.gov/geo/geo2r/) provided by the GEO for comparing GEO series to identify DEGs across experimental conditions."}}], "targets": [], "gaps": ["method.reader_named_unmapped", "method.student_t"]}, "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": false, "required_operations": [], "missing_operations": ["student_t"], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: student_t_test."}, "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": ["GSE63459", "GSE32863", "GSE75037"], "resolved_accessions": ["GSE63459", "GSE32863", "GSE75037"], "statements": ["The data used in this study are available from the corresponding author on reasonable request."], "basis": "The paper names GSE63459, GSE32863, GSE75037 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": [], "assets": ["source:pmid:32323809", "data:geo:GSE32863"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "student_t", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE32863"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:19:23Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 20269, "completion_tokens": 1564, "cached_tokens": 784}}, "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:32323809", "type": "paper", "label": "pmid:32323809"}, {"id": "source:pmid:32323809", "type": "manuscript", "label": "PMID 32323809 full text"}, {"id": "data:geo:GSE32863", "type": "dataset", "label": "GEO GSE32863"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32323809", "type": "paper", "label": "pmid:32323809"}, {"id": "source:pmid:32323809", "type": "manuscript", "label": "PMID 32323809 full text"}, {"id": "data:geo:GSE32863", "type": "dataset", "label": "GEO GSE32863"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32323809", "type": "extraction", "used": ["source:pmid:32323809"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE32863", "type": "accession_resolution", "used": ["data:geo:GSE32863"], "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:32323809", "parent_hash": "sha256:4fdb9df1e9ae14794916d9358a4d5ffa2a64b65a00eceb205f19197965f49486", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE32863 licence not read", "asset:data:geo:GSE32863 not downloaded", "asset:data:geo:GSE63459 licence not read", "asset:data:geo:GSE63459 not downloaded", "asset:data:geo:GSE75037 licence not read", "asset:data:geo:GSE75037 not downloaded", "execution.not_run", "method.reader_named_unmapped", "method.student_t", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:student_t"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["lung adenocarcinoma are still not clear. The microarray datasets GSE75037, GSE63459 and GSE32863 wer"], "order_basis": "paper_text_order:271", "id": "assay:1"}, {"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ranscription and quantitative real-time PCR (RT-qPCR) were conducted on lung adenocarcinoma (HCC8", "e transcription kit (Takara, Dalian, China). RT-qPCR was performed as described in our previous r", "scription and quantitative real-time PCR (RT-qPCR) were conducted on lung adenocarcinoma (HCC8", "ranscription kit (Takara, Dalian, China). RT-qPCR was performed as described in our previous r"], "order_basis": "paper_text_order:2069", "id": "assay:2"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["re conducted on lung adenocarcinoma (HCC827, A549 and H1975) cell lines and a human bronchial", "human bronchial epithelial (HBE) cell line. A549, HCC827 and H1975 cells were purchased from"], "order_basis": "paper_text_order:2140", "id": "assay:3"}, {"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["Student's t-test"], "order_basis": "consumes_earlier_output", "id": "assay:4"}]}