← All .science files
pmid:35047409
Comprehensive Analysis of Immune Implication and Prognostic Value of IFI44L in Non-Small Cell Lung Cancer.
Yong Zeng · Zhe Zhang · Hongqiang Chen · Jun Fan · Wenbo Yuan · Jingzhi Li · Shimeng Zhou · Wenbin Liu
Frontiers in oncology · 2021 doi:10.3389/fonc.2021.798425
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 · 8 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
[2] 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 · 1 item
data object · 3 fields
assets array · 3 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 181 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 442 items
gaps array · 4 items
analysis object · 4 fields
methods array · 8 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 · 1 item
missing_operations array · 0 items
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
[4] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[5] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[6] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[7] 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 · 2 items
resolved_accessions array · 2 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 · 11 items
assays array · 5 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 · 2 items
[2] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[3] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[4] 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:35047409", "kind": "science-record", "revision": 4, "content_hash": "sha256:801fc0a335ccda31fbe851a73fea78c5b149a677f31f83f1cbf05db2d04ac3de", "created_at": "2026-11-01T17:36:46Z", "updated_at": "2026-11-01T22:05:37Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Comprehensive Analysis of Immune Implication and Prognostic Value of IFI44L in Non-Small Cell Lung Cancer.", "doi": "10.3389/fonc.2021.798425", "pmid": "35047409", "authors": ["Yong Zeng", "Zhe Zhang", "Hongqiang Chen", "Jun Fan", "Wenbo Yuan", "Jingzhi Li", "Shimeng Zhou", "Wenbin Liu"], "journal": "Frontiers in oncology", "year": 2021, "abstract": "Interferon-induced protein 44-like (IFI44L), a type I interferon-stimulated gene (ISG), has been reported to be involved in innate immune processes and to act as a tumor suppressor in several cancers. However, its immune implication on lung cancer remains unclear. Here, we systemically analyzed the immune association of IFI44L with multiple tumor-infiltrating immune cells (TIICs) and immunomodulators through bioinformatics methods in The Cancer Genome Atlas (TCGA) lung cancer cohorts. Then, the IFI44L-related immunomodulators were selected to construct the prognostic signatures in the lung adenocarcinoma (LUAD) cohort and the lung squamous cell carcinoma (LUSC) cohort, respectively. Concordance index and time-dependent receiver operating characteristics (ROC) curves were applied to evaluate the prognostic signatures. GSE72094 and GSE50081 were used to validate the TCGA-LUAD signature and TCGA-LUSC signature, respectively. A nomogram was established by risk score and clinical features in the LUAD cohort. Finally, the prognostic value and biological function of IFI44L were verified in a real-world cohort and in vitro experiments. The results indicated that IFI44L showed significant correlation with TIICs in LUAD and LUSC samples. Functional enrichment analysis showed that IFI44L may participate in various cancer/immune-related pathways, including JAK/STAT signaling pathway and NF-κB signaling pathway. A total of 44 immunomodulators presented obvious association with IFI44L in the TCGA-LUAD cohort and a robust 10-immunomodulator signature was constructed. Patients in the higher-risk group presented worse prognosis than those in the lower-risk group. Notably, the risk signature was successfully validated in GSE72094. Multivariate Cox regression suggested that the risk signature could act as independent prognostic factors in both TCGA-LUAD and GSE72094 cohorts. Besides, a 17-immunomodulator signature was established in the TCGA-LUSC cohort and similar results were presented through analysis. The nomogram exhibited good accuracy in predicting overall survival (OS) outcome among TCGA-LUAD patients than the risk signature and other clinical features, with the area under curve values being 0.782 at 1 year, 0.825 at 3 years, and 0.792 at 5 years. Finally, tissue microarray analysis indicated that higher expression of IFI44L presented opposite relationship with pathological stage (p = 0.016) and a better outcome among lung cancer patients (p = 0.024). Functional experiments found that IFI44L overexpression significantly inhibited the proliferation, migration, and invasion in LUAD and LUSC cells; RT-qPCR experiments verified the correlation between the expression level of IFI44L with multiple immunomodulators in SPC-A-1 and NCI-H520 cells. In conclusion, our research highlighted that IFI44L is associated with tumor immune infiltration and provided information on IFI44L's immune implication, which indicates that IFI44L has potential clinical immunotherapeutic value and the proposed nomogram is a promising biomarker for non-small cell lung cancer patients.", "claims": [{"id": "claim-method", "statement": "The correlation between IFI44L and TIICs and immunomodulators were evaluated by Spearman coefficient.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35047409", "locator": "sections[18] \"Statistical Analysis\" paragraph 2", "quote": "The correlation between IFI44L and TIICs and immunomodulators were evaluated by Spearman coefficient."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35047409", "locator": "sections[31] \"Data Availability Statement\" paragraph 2", "quote": "The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author."}], "state": "complete"}, {"id": "claim-target-result", "statement": "IFI44L is associated with tumor immune infiltration and has potential clinical immunotherapeutic value, while the proposed nomogram is a promising biomarker for non-small cell lung cancer patients.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35047409", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "In conclusion, our research highlighted that IFI44L is associated with tumor immune infiltration and provided information on IFI44L’s immune implication, which indicates that IFI44L has potential clinical immunotherapeutic value and the proposed nomogram is a promising biomarker for non-small cell lung cancer patients."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "IFI44L is associated with tumor immune infiltration and has potential clinical immunotherapeutic value, while the proposed nomogram is a promising biomarker for non-small cell lung cancer patients.", "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:35047409"], "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:GSE50081"], "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:group_comparison_wilcoxon", "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:GSE50081"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:group_comparison_wilcoxon"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35047409", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fonc.2021.798425", "sha256": "sha256:cbc07bc6024b16fbb15fabfd7e30b2a499a9d020f3fa1bf36005b5b18d232d4a", "bytes": 68231, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fonc.2021.798425", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8761744", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"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 original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.", "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}}, {"id": "data:geo:GSE72094", "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=GSE72094", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE72094", "version": null, "note": "The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1854797", "GSM1854798", "GSM1854799", "GSM1854800", "GSM1854801", "GSM1854802", "GSM1854803", "GSM1854804", "GSM1854805", "GSM1854806", "GSM1854807", "GSM1854808", "GSM1854809", "GSM1854810", "GSM1854811", "GSM1854812", "GSM1854813", "GSM1854814", "GSM1854815", "GSM1854816", "GSM1854817", "GSM1854818", "GSM1854819", "GSM1854820", "GSM1854821", "GSM1854822", "GSM1854823", "GSM1854824", "GSM1854825", "GSM1854826", "GSM1854827", "GSM1854828", "GSM1854829", "GSM1854830", "GSM1854831", "GSM1854832", "GSM1854833", "GSM1854834", "GSM1854835", "GSM1854836", "GSM1854837", "GSM1854838", "GSM1854839", "GSM1854840", "GSM1854841", "GSM1854842", "GSM1854843", "GSM1854844", "GSM1854845", "GSM1854846", "GSM1854847", "GSM1854848", "GSM1854849", "GSM1854850", "GSM1854851", "GSM1854852", "GSM1854853", "GSM1854854", "GSM1854855", "GSM1854856", "GSM1854857", "GSM1854858", "GSM1854859", "GSM1854860", "GSM1854861", "GSM1854862", "GSM1854863", "GSM1854864", "GSM1854865", "GSM1854866", "GSM1854867", "GSM1854868", "GSM1854869", "GSM1854870", "GSM1854871", "GSM1854872", "GSM1854873", "GSM1854874", "GSM1854875", "GSM1854876", "GSM1854877", "GSM1854878", "GSM1854879", "GSM1854880", "GSM1854881", "GSM1854882", "GSM1854883", "GSM1854884", "GSM1854885", "GSM1854886", "GSM1854887", "GSM1854888", "GSM1854889", "GSM1854890", "GSM1854891", "GSM1854892", "GSM1854893", "GSM1854894", "GSM1854895", "GSM1854896", "GSM1854897", "GSM1854898", "GSM1854899", "GSM1854900", "GSM1854901", "GSM1854902", "GSM1854903", "GSM1854904", "GSM1854905", "GSM1854906", "GSM1854907", "GSM1854908", "GSM1854909", "GSM1854910", "GSM1854911", "GSM1854912", "GSM1854913", "GSM1854914", "GSM1854915", "GSM1854916", "GSM1854917", "GSM1854918", "GSM1854919", "GSM1854920", "GSM1854921", "GSM1854922", "GSM1854923", "GSM1854924", "GSM1854925", "GSM1854926", "GSM1854927", "GSM1854928", "GSM1854929", "GSM1854930", "GSM1854931", "GSM1854932", "GSM1854933", "GSM1854934", "GSM1854935", "GSM1854936", "GSM1854937", "GSM1854938", "GSM1854939", "GSM1854940", "GSM1854941", "GSM1854942", "GSM1854943", "GSM1854944", "GSM1854945", "GSM1854946", "GSM1854947", "GSM1854948", "GSM1854949", "GSM1854950", "GSM1854951", "GSM1854952", "GSM1854953", "GSM1854954", "GSM1854955", "GSM1854956", "GSM1854957", "GSM1854958", "GSM1854959", "GSM1854960", "GSM1854961", "GSM1854962", "GSM1854963", "GSM1854964", "GSM1854965", "GSM1854966", "GSM1854967", "GSM1854968", "GSM1854969", "GSM1854970", "GSM1854971", "GSM1854972", "GSM1854973", "GSM1854974", "GSM1854975", "GSM1854976", "GSM1854977", "GSM1854978", "GSM1854979", "GSM1854980", "GSM1854981", "GSM1854982", "GSM1854983", "GSM1854984", "GSM1854985", "GSM1854986", "GSM1854987", "GSM1854988", "GSM1854989", "GSM1854990", "GSM1854991", "GSM1854992", "GSM1854993", "GSM1854994", "GSM1854995", "GSM1854996", "GSM1854997", "GSM1854998", "GSM1854999", "GSM1855000", "GSM1855001", "GSM1855002", "GSM1855003", "GSM1855004", "GSM1855005", "GSM1855006", "GSM1855007", "GSM1855008", "GSM1855009", "GSM1855010", "GSM1855011", "GSM1855012", "GSM1855013", "GSM1855014", "GSM1855015", "GSM1855016", "GSM1855017", "GSM1855018", "GSM1855019", "GSM1855020", "GSM1855021", "GSM1855022", "GSM1855023", "GSM1855024", "GSM1855025", "GSM1855026", "GSM1855027", "GSM1855028", "GSM1855029", "GSM1855030", "GSM1855031", "GSM1855032", "GSM1855033", "GSM1855034", "GSM1855035", "GSM1855036", "GSM1855037", "GSM1855038", "GSM1855039", "GSM1855040", "GSM1855041", "GSM1855042", "GSM1855043", "GSM1855044", "GSM1855045", "GSM1855046", "GSM1855047", "GSM1855048", "GSM1855049", "GSM1855050", "GSM1855051", "GSM1855052", "GSM1855053", "GSM1855054", "GSM1855055", "GSM1855056", "GSM1855057", "GSM1855058", "GSM1855059", "GSM1855060", "GSM1855061", "GSM1855062", "GSM1855063", "GSM1855064", "GSM1855065", "GSM1855066", "GSM1855067", "GSM1855068", "GSM1855069", "GSM1855070", "GSM1855071", "GSM1855072", "GSM1855073", "GSM1855074", "GSM1855075", "GSM1855076", "GSM1855077", "GSM1855078", "GSM1855079", "GSM1855080", "GSM1855081", "GSM1855082", "GSM1855083", "GSM1855084", "GSM1855085", "GSM1855086", "GSM1855087", "GSM1855088", "GSM1855089", "GSM1855090", "GSM1855091", "GSM1855092", "GSM1855093", "GSM1855094", "GSM1855095", "GSM1855096", "GSM1855097", "GSM1855098", "GSM1855099", "GSM1855100", "GSM1855101", "GSM1855102", "GSM1855103", "GSM1855104", "GSM1855105", "GSM1855106", "GSM1855107", "GSM1855108", "GSM1855109", "GSM1855110", "GSM1855111", "GSM1855112", "GSM1855113", "GSM1855114", "GSM1855115", "GSM1855116", "GSM1855117", "GSM1855118", "GSM1855119", "GSM1855120", "GSM1855121", "GSM1855122", "GSM1855123", "GSM1855124", "GSM1855125", "GSM1855126", "GSM1855127", "GSM1855128", "GSM1855129", "GSM1855130", "GSM1855131", "GSM1855132", "GSM1855133", "GSM1855134", "GSM1855135", "GSM1855136", "GSM1855137", "GSM1855138", "GSM1855139", "GSM1855140", "GSM1855141", "GSM1855142", "GSM1855143", "GSM1855144", "GSM1855145", "GSM1855146", "GSM1855147", "GSM1855148", "GSM1855149", "GSM1855150", "GSM1855151", "GSM1855152", "GSM1855153", "GSM1855154", "GSM1855155", "GSM1855156", "GSM1855157", "GSM1855158", "GSM1855159", "GSM1855160", "GSM1855161", "GSM1855162", "GSM1855163", "GSM1855164", "GSM1855165", "GSM1855166", "GSM1855167", "GSM1855168", "GSM1855169", "GSM1855170", "GSM1855171", "GSM1855172", "GSM1855173", "GSM1855174", "GSM1855175", "GSM1855176", "GSM1855177", "GSM1855178", "GSM1855179", "GSM1855180", "GSM1855181", "GSM1855182", "GSM1855183", "GSM1855184", "GSM1855185", "GSM1855186", "GSM1855187", "GSM1855188", "GSM1855189", "GSM1855190", "GSM1855191", "GSM1855192", "GSM1855193", "GSM1855194", "GSM1855195", "GSM1855196", "GSM1855197", "GSM1855198", "GSM1855199", "GSM1855200", "GSM1855201", "GSM1855202", "GSM1855203", "GSM1855204", "GSM1855205", "GSM1855206", "GSM1855207", "GSM1855208", "GSM1855209", "GSM1855210", "GSM1855211", "GSM1855212", "GSM1855213", "GSM1855214", "GSM1855215", "GSM1855216", "GSM1855217", "GSM1855218", "GSM1855219", "GSM1855220", "GSM1855221", "GSM1855222", "GSM1855223", "GSM1855224", "GSM1855225", "GSM1855226", "GSM1855227", "GSM1855228", "GSM1855229", "GSM1855230", "GSM1855231", "GSM1855232", "GSM1855233", "GSM1855234", "GSM1855235", "GSM1855236", "GSM1855237", "GSM1855238"], "sample_count": 442, "group_sizes": null, "group_sizes_basis": null, "platform": "15048", "taxon": "Homo sapiens", "title": "KRAS mutation-associated gene expression, p53 and STK11 mutations, proliferation and immune surveillance in lung adenocarcinoma", "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:GSE50081 not downloaded", "asset:data:geo:GSE50081 licence not read", "asset:data:geo:GSE72094 not downloaded", "asset:data:geo:GSE72094 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "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-2", "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": 0.7, "band": "medium", "quote": "Cox regression"}}, {"id": "method-3", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "log-rank"}}, {"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"}}, {"id": "method-5", "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": 0.8, "band": "high", "quote": "PPI"}}, {"id": "method-6", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "GO enrichment"}}, {"id": "method-7", "family": "contingency_analysis", "specific": "chi_square", "label": "Categorical (contingency table) analysis", "dsl_operations": ["chi_square_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["categorical_cross_tabulation"], "evidence": {"score": 0.8, "band": "high", "quote": "χ 2"}}, {"id": "method-8", "family": null, "specific": null, "label": "Spearman coefficient", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The correlation between IFI44L and TIICs and immunomodulators were evaluated by Spearman coefficient."}}], "targets": [], "gaps": ["method.reader_named_unmapped", "method.group_comparison_wilcoxon"]}, "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": ["group_comparison_wilcoxon"], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: wilcoxon."}, "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": ["GSE72094", "GSE50081"], "resolved_accessions": ["GSE72094", "GSE50081"], "statements": ["The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author."], "basis": "The paper names GSE72094, 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": [], "assets": ["source:pmid:35047409", "data:geo:GSE50081"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "group_comparison_wilcoxon", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE50081"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:16:12Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 18810, "completion_tokens": 2109, "cached_tokens": 188}}, "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:35047409", "type": "paper", "label": "pmid:35047409"}, {"id": "source:pmid:35047409", "type": "manuscript", "label": "PMID 35047409 full text"}, {"id": "data:geo:GSE50081", "type": "dataset", "label": "GEO GSE50081"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35047409", "type": "paper", "label": "pmid:35047409"}, {"id": "source:pmid:35047409", "type": "manuscript", "label": "PMID 35047409 full text"}, {"id": "data:geo:GSE50081", "type": "dataset", "label": "GEO GSE50081"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35047409", "type": "extraction", "used": ["source:pmid:35047409"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE50081", "type": "accession_resolution", "used": ["data:geo:GSE50081"], "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:35047409", "parent_hash": "sha256:eacdfec2915162fb5ac12b67badfbf38cf30ad3ab665894e843b87d6908a0db6", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE50081 licence not read", "asset:data:geo:GSE50081 not downloaded", "asset:data:geo:GSE72094 licence not read", "asset:data:geo:GSE72094 not downloaded", "execution.not_run", "method.group_comparison_wilcoxon", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:group_comparison_wilcoxon"], "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": ["years, and 0.792 at 5 years. Finally, tissue microarray analysis indicated that higher expression of"], "order_basis": "paper_text_order:2355", "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": ["ration, and invasion in LUAD and LUSC cells; RT-qPCR experiments verified the correlation between", "ion, and invasion in LUAD and LUSC cells; RT-qPCR experiments verified the correlation between"], "order_basis": "paper_text_order:2694", "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": 0.77, "evidence": ["e Culture Collection (ATCC, USA). Cells were cultured in RPMI-1640 medium containing 10% fetal bovine"], "order_basis": "paper_text_order:3426", "id": "assay:3"}, {"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.69, "evidence": ["T signaling pathway (NES = 2.33, p < 0.001), apoptosis (NES = 2.24, p < 0.001), chemokine signaling"], "order_basis": "paper_text_order:5971", "id": "assay:4"}, {"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": ["Wilcoxon"], "order_basis": "consumes_earlier_output", "id": "assay:5"}]}