← All .science files
pmid:41372758
CYP27A1 suppresses brain metastasis via ferroptosis in lung adenocarcinoma: a six-gene signature predicting the immunotherapy response and clinical outcomes.
Lu Xu · Liyou Huang · Zihao Liu · Xiaojie Jiang · Linchun Wen
Cancer cell international · 2025 doi:10.1186/s12935-025-04112-2
Paper
complete
Experiment
complete
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 · 5 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
[2] object · 6 fields
target object · 4 fields
evidence array · 4 items
[0] object · 3 fields
[1] object · 3 fields
[2] 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 · 8 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 196 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 181 items
gaps array · 6 items
analysis object · 4 fields
methods array · 4 items
[0] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
evidence object · 3 fields
[1] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 1 item
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 1 item
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 · 2 items
[0] object · 8 fields
[1] object · 8 fields
gaps array · 1 item
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 · 1 item
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 · 1 item
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 · 11 items
assays array · 4 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 3 items
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 3 items
[2] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 3 items
[3] object · 11 fields
required_operations array · 1 item
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:41372758", "kind": "science-record", "revision": 3, "content_hash": "sha256:4a683fb0afb346fcead39f76b67a8dd3c23d825f1d295398ab975b8c3dc66878", "created_at": "2026-11-01T20:31:23Z", "updated_at": "2026-11-01T22:15:09Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "CYP27A1 suppresses brain metastasis via ferroptosis in lung adenocarcinoma: a six-gene signature predicting the immunotherapy response and clinical outcomes.", "doi": "10.1186/s12935-025-04112-2", "pmid": "41372758", "authors": ["Lu Xu", "Liyou Huang", "Zihao Liu", "Xiaojie Jiang", "Linchun Wen"], "journal": "Cancer cell international", "year": 2025, "abstract": "BACKGROUND: Lung adenocarcinoma (LUAD) brain metastasis has limited therapeutic options and a poor prognosis. This study aimed to identify molecular drivers, construct a prognostic model, and assess immunotherapy response.\nMETHODS: We integrated scRNA-seq data from 4 LUAD patients (GSE117570) and bulk RNA-seq data from the TCGA-LUAD cohort. Brain metastasis-associated differentially expressed genes (DEGs) were identified via Seurat. CellChat was used to analyse intercellular communication. A LASSO Cox prognostic model was constructed, and the function of CYP27A1 was validated in vitro.\nRESULTS: Six brain metastasis-linked genes (CD9, CYP27A1, HLA-DQB1, PEBP1, PECAM1, and TUBB) formed a risk model. High-risk patients had worse overall survival (HR = 1.91, p < 0.0001) and a reduced immunotherapy response. scRNA-seq revealed that M1 macrophages are involved in metastasis, with CYP27A1 significantly downregulated in LUAD cells. Functionally, CYP27A1 overexpression inhibited proliferation, migration, and invasion by inducing ferroptosis via iron homeostasis and lipid peroxidation (p < 0.05). High-risk patients presented lower immune scores/stromal components. A nomogram integrating the risk score, stage, and EGFR status showed robust 1-3 year predictive accuracy (AUC: 0.749-0.780).\nCONCLUSIONS: CYP27A1 is implicated as a suppressor of LUAD brain metastasis via ferroptosis. The six-gene model facilitates risk stratification, and macrophage-driven microenvironment remodelling informs potential immunotherapy strategies, advancing LUAD precision oncology.", "claims": [{"id": "claim-method", "statement": "The most important candidate genes were then selected via univariate Cox regression via the least absolute shrinkage and selection operator (LASSO) regression method, which was implemented via the R package glmnet(Version 4.1–10) with specific parameters configured for optimal selection.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41372758", "locator": "sections[11] \"Constructing a prognostic risk model for LUAD\" paragraph 2", "quote": "The most important candidate genes were then selected via univariate Cox regression via the least absolute shrinkage and selection operator (LASSO) regression method, which was implemented via the R package glmnet(Version 4.1–10) with specific parameters configured for optimal selection."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The single-cell RNA sequencing data analyzed in this study are available in the Gene Expression Omnibus (GEO) repository under accession number GSE117570. The bulk RNA sequencing and corresponding clinical data from The Cancer Genome Atlas Lung Adenocarcinoma (TCGA-LUAD) cohort were accessed via the Genomic Data Commons (GDC) portal (https://portal.gdc.cancer.gov/). Validation datasets GSE37745 and GSE50081 are available in the GEO repository under their respective accession numbers. Supplementary Table 1 is deposited in Figshare (DOI: 10.6084/m9.figshare.29208950). All other data supporting the findings of this study, including processed analytical results and experimental validation data, are available from the corresponding author upon reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41372758", "locator": "sections[42] \"notes\" paragraph 1", "quote": "The single-cell RNA sequencing data analyzed in this study are available in the Gene Expression Omnibus (GEO) repository under accession number GSE117570. The bulk RNA sequencing and corresponding clinical data from The Cancer Genome Atlas Lung Adenocarcinoma (TCGA-LUAD) cohort were accessed via the Genomic Data Commons (GDC) portal (https://portal.gdc.cancer.gov/). Validation datasets GSE37745 and GSE50081 are available in the GEO repository under their respective accession numbers. Supplementary Table 1 is deposited in Figshare (DOI: 10.6084/m9.figshare.29208950). All other data supporting the findings of this study, including processed analytical results and experimental validation data, are available from the corresponding author upon reasonable request."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Integrated scRNA-seq and bulk RNA-seq analysis with LASSO Cox regression produced a six-gene LUAD prognostic risk model, with high-risk patients having worse overall survival (HR = 1.91, p < 0.0001).", "kind": "quantitative", "target": {"value": 1.91, "unit": "hazard ratio", "tolerance": null, "source": "High-risk patients had worse overall survival (HR = 1.91, p < 0.0001) and a reduced immunotherapy response."}, "evidence": [{"asset": "source:pmid:41372758", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "We integrated scRNA-seq data from 4 LUAD patients (GSE117570) and bulk RNA-seq data from the TCGA-LUAD cohort."}, {"asset": "source:pmid:41372758", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "A LASSO Cox prognostic model was constructed, and the function of CYP27A1 was validated in vitro."}, {"asset": "source:pmid:41372758", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Six brain metastasis-linked genes (CD9, CYP27A1, HLA-DQB1, PEBP1, PECAM1, and TUBB) formed a risk model."}, {"asset": "source:pmid:41372758", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "High-risk patients had worse overall survival (HR = 1.91, p < 0.0001) and a reduced immunotherapy response."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Integrated scRNA-seq and bulk RNA-seq analysis with LASSO Cox regression produced a six-gene LUAD prognostic risk model, with high-risk patients having worse overall survival (HR = 1.91, p < 0.0001).", "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:41372758"], "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:GSE117570"], "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:GSE117570"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:41372758", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s12935-025-04112-2", "sha256": "sha256:9a59a8c6acd2da8f12938ce7682dc3a36d169edd049ac3742cc29738ccece847", "bytes": 85210, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s12935-025-04112-2", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12870322", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE117570", "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=GSE117570", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE117570", "version": null, "note": "The single-cell RNA sequencing data analyzed in this study are available in the Gene Expression Omnibus (GEO) repository under accession number GSE117570. The bulk RNA sequencing and corresponding clinical data from The Cancer Genome Atlas Lung Adenocarcinoma (TCGA-LUAD) cohort were accessed via the Genomic Data Commons (GDC) portal (https://portal.gdc.cancer.gov/). Validation datasets GSE37745 and GSE50081 are available in the GEO repository under their respective accession numbers. Supplementary Table 1 is deposited in Figshare (DOI: 10.6084/m9.figshare.29208950). All other data supporting the findings of this study, including processed analytical results and experimental validation data, are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The single-cell RNA sequencing data analyzed in this study are available in the Gene Expression Omnibus (GEO) repository under accession number GSE117570. The bulk RNA sequencing and corresponding clinical data from The Cancer Genome Atlas Lung Adenocarcinoma (TCGA-LUAD) cohort were accessed via the Genomic Data Commons (GDC) portal (https://portal.gdc.cancer.gov/). Validation datasets GSE37745 and GSE50081 are available in the GEO repository under their respective accession numbers. Supplementary Table 1 is deposited in Figshare (DOI: 10.6084/m9.figshare.29208950). All other data supporting the findings of this study, including processed analytical results and experimental validation data, are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM3304007", "GSM3304008", "GSM3304009", "GSM3304010", "GSM3304011", "GSM3304012", "GSM3304013", "GSM3304014"], "sample_count": 8, "group_sizes": null, "group_sizes_basis": null, "platform": "18573", "taxon": "Homo sapiens", "title": "Reprogramming of Tumor-infiltrating Immune Cells in Early Stage of NSCLC", "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:GSE37745", "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=GSE37745", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE37745", "version": null, "note": "The single-cell RNA sequencing data analyzed in this study are available in the Gene Expression Omnibus (GEO) repository under accession number GSE117570. The bulk RNA sequencing and corresponding clinical data from The Cancer Genome Atlas Lung Adenocarcinoma (TCGA-LUAD) cohort were accessed via the Genomic Data Commons (GDC) portal (https://portal.gdc.cancer.gov/). Validation datasets GSE37745 and GSE50081 are available in the GEO repository under their respective accession numbers. Supplementary Table 1 is deposited in Figshare (DOI: 10.6084/m9.figshare.29208950). All other data supporting the findings of this study, including processed analytical results and experimental validation data, are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The single-cell RNA sequencing data analyzed in this study are available in the Gene Expression Omnibus (GEO) repository under accession number GSE117570. The bulk RNA sequencing and corresponding clinical data from The Cancer Genome Atlas Lung Adenocarcinoma (TCGA-LUAD) cohort were accessed via the Genomic Data Commons (GDC) portal (https://portal.gdc.cancer.gov/). Validation datasets GSE37745 and GSE50081 are available in the GEO repository under their respective accession numbers. Supplementary Table 1 is deposited in Figshare (DOI: 10.6084/m9.figshare.29208950). All other data supporting the findings of this study, including processed analytical results and experimental validation data, are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1019138", "GSM1019139", "GSM1019140", "GSM1019141", "GSM1019142", "GSM1019143", "GSM1019144", "GSM1019145", "GSM1019146", "GSM1019147", "GSM1019148", "GSM1019149", "GSM1019150", "GSM1019151", "GSM1019152", "GSM1019153", "GSM1019154", "GSM1019155", "GSM1019156", "GSM1019157", "GSM1019158", "GSM1019159", "GSM1019160", "GSM1019161", "GSM1019162", "GSM1019163", "GSM1019164", "GSM1019165", "GSM1019166", "GSM1019167", "GSM1019168", "GSM1019169", "GSM1019170", "GSM1019171", "GSM1019172", "GSM1019173", "GSM1019174", "GSM1019175", "GSM1019176", "GSM1019177", "GSM1019178", "GSM1019179", "GSM1019180", "GSM1019181", "GSM1019182", "GSM1019183", "GSM1019184", "GSM1019185", "GSM1019186", "GSM1019187", "GSM1019188", "GSM1019189", "GSM1019190", "GSM1019191", "GSM1019192", "GSM1019193", "GSM1019194", "GSM1019195", "GSM1019196", "GSM1019197", "GSM1019198", "GSM1019199", "GSM1019200", "GSM1019201", "GSM1019202", "GSM1019203", "GSM1019204", "GSM1019205", "GSM1019206", "GSM1019207", "GSM1019208", "GSM1019209", "GSM1019210", "GSM1019211", "GSM1019212", "GSM1019213", "GSM1019214", "GSM1019215", "GSM1019216", "GSM1019217", "GSM1019218", "GSM1019219", "GSM1019220", "GSM1019221", "GSM1019222", "GSM1019223", "GSM1019224", "GSM1019225", "GSM1019226", "GSM1019227", "GSM1019228", "GSM1019229", "GSM1019230", "GSM1019231", "GSM1019232", "GSM1019233", "GSM1019234", "GSM1019235", "GSM1019236", "GSM1019237", "GSM1019238", "GSM1019239", "GSM1019240", "GSM1019241", "GSM1019242", "GSM1019243", "GSM1019244", "GSM1019245", "GSM1019246", "GSM1019247", "GSM1019248", "GSM1019249", "GSM1019250", "GSM1019251", "GSM1019252", "GSM1019253", "GSM1019254", "GSM1019255", "GSM1019256", "GSM1019257", "GSM1019258", "GSM1019259", "GSM1019260", "GSM1019261", "GSM1019262", "GSM1019263", "GSM1019264", "GSM1019265", "GSM1019266", "GSM1019267", "GSM1019268", "GSM1019269", "GSM1019270", "GSM1019271", "GSM1019272", "GSM1019273", "GSM1019274", "GSM1019275", "GSM1019276", "GSM1019277", "GSM1019278", "GSM1019279", "GSM1019280", "GSM1019281", "GSM1019282", "GSM1019283", "GSM1019284", "GSM1019285", "GSM1019286", "GSM1019287", "GSM1019288", "GSM1019289", "GSM1019290", "GSM1019291", "GSM1019292", "GSM1019293", "GSM1019294", "GSM1019295", "GSM1019296", "GSM1019297", "GSM1019298", "GSM1019299", "GSM1019300", "GSM1019301", "GSM1019302", "GSM1019303", "GSM1019304", "GSM1019305", "GSM1019306", "GSM1019307", "GSM1019308", "GSM1019309", "GSM1019310", "GSM1019311", "GSM1019312", "GSM1019313", "GSM1019314", "GSM1019315", "GSM1019316", "GSM1019317", "GSM1019318", "GSM1019319", "GSM1019320", "GSM1019321", "GSM1019322", "GSM1019323", "GSM1019324", "GSM1019325", "GSM1019326", "GSM1019327", "GSM1019328", "GSM1019329", "GSM1019330", "GSM1019331", "GSM1019332", "GSM1019333"], "sample_count": 196, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Biomarker discovery in non-small cell lung cancer: integrating gene expression profiling, meta-analysis and tissue microarray validation", "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:GSE50081", "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=GSE50081", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE50081", "version": null, "note": "The single-cell RNA sequencing data analyzed in this study are available in the Gene Expression Omnibus (GEO) repository under accession number GSE117570. The bulk RNA sequencing and corresponding clinical data from The Cancer Genome Atlas Lung Adenocarcinoma (TCGA-LUAD) cohort were accessed via the Genomic Data Commons (GDC) portal (https://portal.gdc.cancer.gov/). Validation datasets GSE37745 and GSE50081 are available in the GEO repository under their respective accession numbers. Supplementary Table 1 is deposited in Figshare (DOI: 10.6084/m9.figshare.29208950). All other data supporting the findings of this study, including processed analytical results and experimental validation data, are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The single-cell RNA sequencing data analyzed in this study are available in the Gene Expression Omnibus (GEO) repository under accession number GSE117570. The bulk RNA sequencing and corresponding clinical data from The Cancer Genome Atlas Lung Adenocarcinoma (TCGA-LUAD) cohort were accessed via the Genomic Data Commons (GDC) portal (https://portal.gdc.cancer.gov/). Validation datasets GSE37745 and GSE50081 are available in the GEO repository under their respective accession numbers. Supplementary Table 1 is deposited in Figshare (DOI: 10.6084/m9.figshare.29208950). All other data supporting the findings of this study, including processed analytical results and experimental validation data, are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1213669", "GSM1213670", "GSM1213671", "GSM1213672", "GSM1213673", "GSM1213674", "GSM1213675", "GSM1213676", "GSM1213677", "GSM1213678", "GSM1213679", "GSM1213680", "GSM1213681", "GSM1213682", "GSM1213683", "GSM1213684", "GSM1213685", "GSM1213686", "GSM1213687", "GSM1213688", "GSM1213689", "GSM1213690", "GSM1213691", "GSM1213692", "GSM1213693", "GSM1213694", "GSM1213695", "GSM1213696", "GSM1213697", "GSM1213698", "GSM1213699", "GSM1213700", "GSM1213701", "GSM1213702", "GSM1213703", "GSM1213704", "GSM1213705", "GSM1213706", "GSM1213707", "GSM1213708", "GSM1213709", "GSM1213710", "GSM1213711", "GSM1213712", "GSM1213713", "GSM1213714", "GSM1213715", "GSM1213716", "GSM1213717", "GSM1213718", "GSM1213719", "GSM1213720", "GSM1213721", "GSM1213722", "GSM1213723", "GSM1213724", "GSM1213725", "GSM1213726", "GSM1213727", "GSM1213728", "GSM1213729", "GSM1213730", "GSM1213731", "GSM1213732", "GSM1213733", "GSM1213734", "GSM1213735", "GSM1213736", "GSM1213737", "GSM1213738", "GSM1213739", "GSM1213740", "GSM1213741", "GSM1213742", "GSM1213743", "GSM1213744", "GSM1213745", "GSM1213746", "GSM1213747", "GSM1213748", "GSM1213749", "GSM1213750", "GSM1213751", "GSM1213752", "GSM1213753", "GSM1213754", "GSM1213755", "GSM1213756", "GSM1213757", "GSM1213758", "GSM1213759", "GSM1213760", "GSM1213761", "GSM1213762", "GSM1213763", "GSM1213764", "GSM1213765", "GSM1213766", "GSM1213767", "GSM1213768", "GSM1213769", "GSM1213770", "GSM1213771", "GSM1213772", "GSM1213773", "GSM1213774", "GSM1213775", "GSM1213776", "GSM1213777", "GSM1213778", "GSM1213779", "GSM1213780", "GSM1213781", "GSM1213782", "GSM1213783", "GSM1213784", "GSM1213785", "GSM1213786", "GSM1213787", "GSM1213788", "GSM1213789", "GSM1213790", "GSM1213791", "GSM1213792", "GSM1213793", "GSM1213794", "GSM1213795", "GSM1213796", "GSM1213797", "GSM1213798", "GSM1213799", "GSM1213800", "GSM1213801", "GSM1213802", "GSM1213803", "GSM1213804", "GSM1213805", "GSM1213806", "GSM1213807", "GSM1213808", "GSM1213809", "GSM1213810", "GSM1213811", "GSM1213812", "GSM1213813", "GSM1213814", "GSM1213815", "GSM1213816", "GSM1213817", "GSM1213818", "GSM1213819", "GSM1213820", "GSM1213821", "GSM1213822", "GSM1213823", "GSM1213824", "GSM1213825", "GSM1213826", "GSM1213827", "GSM1213828", "GSM1213829", "GSM1213830", "GSM1213831", "GSM1213832", "GSM1213833", "GSM1213834", "GSM1213835", "GSM1213836", "GSM1213837", "GSM1213838", "GSM1213839", "GSM1213840", "GSM1213841", "GSM1213842", "GSM1213843", "GSM1213844", "GSM1213845", "GSM1213846", "GSM1213847", "GSM1213848", "GSM1213849"], "sample_count": 181, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Validation of a histology-independent prognostic gene signature for early stage, non-small cell lung cancer including stage IA patients", "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:GSE117570 not downloaded", "asset:data:geo:GSE117570 licence not read", "asset:data:geo:GSE37745 not downloaded", "asset:data:geo:GSE37745 licence not read", "asset:data:geo:GSE50081 not downloaded", "asset:data:geo:GSE50081 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The most important candidate genes were then selected via univariate Cox regression via the least absolute shrinkage and selection operator (LASSO) regression method, which was implemented via the R package glmnet(Version 4.1–10) with specific parameters configured for optimal selection."}}, {"id": "method-2", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Wilcoxon"}}, {"id": "method-3", "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-4", "family": "correlation_analysis", "specific": "spearman", "label": "Correlation analysis", "dsl_operations": ["spearman_rho"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 0.8, "band": "high", "quote": "Spearman correlation"}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "cox_ph", "expected_value": 1.91, "unit": "hazard ratio", "tolerance": null, "state": "complete", "note": "The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none."}, {"id": "target-published-estimate-p-value", "claim_id": "claim-target-result", "operation": "cox_ph", "expected_value": 0.0001, "unit": "p-value", "tolerance": null, "state": "complete", "note": "The threshold the paper applied to its own result, as the paper states it. A run that reproduces the effect is judged against this threshold."}], "gaps": ["method.reader_differs_from_extractor"]}, "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": ["cox_ph"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: cox_proportional_hazards."}, "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": ["GSE117570", "GSE37745", "GSE50081"], "resolved_accessions": ["GSE117570", "GSE37745", "GSE50081"], "statements": ["The single-cell RNA sequencing data analyzed in this study are available in the Gene Expression Omnibus (GEO) repository under accession number GSE117570. The bulk RNA sequencing and corresponding clinical data from The Cancer Genome Atlas Lung Adenocarcinoma (TCGA-LUAD) cohort were accessed via the Genomic Data Commons (GDC) portal (https://portal.gdc.cancer.gov/). Validation datasets GSE37745 and GSE50081 are available in the GEO repository under their respective accession numbers. Supplementary Table 1 is deposited in Figshare (DOI: 10.6084/m9.figshare.29208950). All other data supporting the findings of this study, including processed analytical results and experimental validation data, are available from the corresponding author upon reasonable request."], "basis": "The paper names GSE117570, GSE37745, GSE50081 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": ["cox_ph"], "assets": ["source:pmid:41372758", "data:geo:GSE117570"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE117570"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T20:08:34Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 21329, "completion_tokens": 2819, "cached_tokens": 128}}, "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:41372758", "type": "paper", "label": "pmid:41372758"}, {"id": "source:pmid:41372758", "type": "manuscript", "label": "PMID 41372758 full text"}, {"id": "data:geo:GSE117570", "type": "dataset", "label": "GEO GSE117570"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:41372758", "type": "paper", "label": "pmid:41372758"}, {"id": "source:pmid:41372758", "type": "manuscript", "label": "PMID 41372758 full text"}, {"id": "data:geo:GSE117570", "type": "dataset", "label": "GEO GSE117570"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-41372758", "type": "extraction", "used": ["source:pmid:41372758"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE117570", "type": "accession_resolution", "used": ["data:geo:GSE117570"], "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:41372758", "parent_hash": "sha256:f9d2f41e0f0dc77557bac12adf28c7f6cc4400ea4f579ab7c51bcba0991548df", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE117570 licence not read", "asset:data:geo:GSE117570 not downloaded", "asset:data:geo:GSE37745 licence not read", "asset:data:geo:GSE37745 not downloaded", "asset:data:geo:GSE50081 licence not read", "asset:data:geo:GSE50081 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "scrna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "unsupported", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["munotherapy response. METHODS: We integrated scRNA-seq data from 4 LUAD patients (GSE117570) and bu", ".0001) and a reduced immunotherapy response. scRNA-seq revealed that M1 macrophages are involved in", "quality control filters were applied to the single-cell RNA sequencing data to remove low-quality cells and empty d"], "order_basis": "paper_text_order:359", "id": "assay:1"}, {"role": "data_generation", "definition_id": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ta from 4 LUAD patients (GSE117570) and bulk RNA-seq data from the TCGA-LUAD cohort. Brain metast", "tial gene screening for single-cell and bulk RNA-seq being considered statistically significant a", "trol filters were applied to the single-cell RNA sequencing data to remove low-quality cells and empty d"], "order_basis": "paper_text_order:416", "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": ["Ltd. (SNL-203), respectively. The cells were cultured in RPMI 1640 medium (Gibco, 11875085) or DMEM (", "lls/well in 25T flasks (Corning, 430168) and passaged every 48 h using 0.25% trypsin-EDTA (Gibco,", ". Cell culture Human lung cancer cell lines (A549 and H1299) and a normal bronchial epithelial"], "order_basis": "paper_text_order:3649", "id": "assay:3"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["cox_ph"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The most important candidate genes were then selected via univariate Cox regression via the least absolute shrinkage and selection operator (LASSO) regression method, which was implemented via the R package glmnet(Version 4.1–10) with specific parameters configured for optimal selection."], "order_basis": "consumes_earlier_output", "id": "assay:4"}]}