← All .science files
pmid:36093542
The identification of hub biomarkers and pathways in lung cancer and prognostic evaluation.
Yi Yin · Dong Li · Muqun He · Jianfeng Wang
Translational cancer research · 2022 doi:10.21037/tcr-22-245
Paper
complete
Experiment
complete
Data
partial
Analysis
complete
Execution
absent
Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
paper object · 10 fields
authors array · 4 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
[2] 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 · 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 · 91 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 84 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 70 items
gaps array · 6 items
analysis object · 4 fields
methods array · 3 items
[0] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[1] object · 10 fields
dsl_operations array · 3 items
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
targets array · 0 items
gaps array · 0 items
capability object · 3 fields
requirements array · 1 item
[0] object · 6 fields
assay_families array · 9 items
gaps array · 0 items
readiness object · 8 fields
axes object · 3 fields
method object · 5 fields
required_operations array · 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 · 10 items
assays array · 1 item
[0] 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:36093542", "kind": "science-record", "revision": 4, "content_hash": "sha256:209775ac6816ca2b12b47a08fa6dbbfd9f62303957f068d499491a13683cb677", "created_at": "2026-11-01T18:15:20Z", "updated_at": "2026-11-01T22:07:32Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "The identification of hub biomarkers and pathways in lung cancer and prognostic evaluation.", "doi": "10.21037/tcr-22-245", "pmid": "36093542", "authors": ["Yi Yin", "Dong Li", "Muqun He", "Jianfeng Wang"], "journal": "Translational cancer research", "year": 2022, "abstract": "Background: Lung cancer is the most frequently diagnosed malignant tumor and the highest mortality worldwide, and can be divided into two differential histologic subtypes, non-small cell lung cancer (NSCLC) and small cell lung cancer (SCLC). However, there are significant differences in diagnosis and prognosis between NSCLC and SCLC. We aimed to identify hub differentially expressed genes (DEGs) and pathways for diagnostic and prognostic prediction in NSCLC and SCLC.\nMethods: Three expression profiles (GSE43346, GSE40275 and GSE18842) were obtained through GEO2R tools from Gene Expression Omnibus (GEO) database. The Database for Annotation, Visualization, and Integrated Discovery (DAVID) was used to investigate functional enrichment of the DEGs. The protein-protein interaction network was constructed by the Search Tool for the Retrieval of Interacting Genes (STRING) and Cytoscape. Kaplan-Meier analysis was performed using Kaplan-Meier plotter and Gene Expression Profiling Interactive Analysis (GEPIA).\nResults: We have identified 84 overlap DEGs that may play an important role in SCLC & NSCLC. However, we also found some genes were only significantly differential expressed in SCLC or NSCLC. There were 87 DEGs unique to SCLC tissues and 28 DEGs unique to NSCLC ones. Functional analysis results indicated that these DEGs had different biological functions and were significantly enriched in different pathways. Hub DEGs were identified via protein-protein interaction network and cross-validated using Kaplan-Meier plotter and GEPIA. The 14 hub DEGs were highly correlated with the overall survival of NSCLC. Kyoto Encyclopedia of Genes and Genome (KEGG) re-analysis of 14 hub DEGs showed that RRM2, CHEK1 and SERPINB5 enriched in the p53 signaling pathway, RRM2 and TYMS enriched in pyrimidine metabolism pathway maybe play a key role in SCLC&NSCLC and were significantly related to overall survival in patients with NSCLC.\nConclusions: RRM2, CHEK1, TYMS and SERPINB5, which are mainly enriched in the p53 signaling pathway and pyrimidine metabolism pathway, were significantly associated with the overall survival of NSCLC patients. These genes could serve as potential prognostic markers in NSCLC and therapeutic target in lung cancer for personalized oncology.", "claims": [{"id": "claim-method", "statement": "Kaplan-Meier analysis was performed using Kaplan-Meier plotter and Gene Expression Profiling Interactive Analysis (GEPIA).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36093542", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "Kaplan-Meier analysis was performed using Kaplan-Meier plotter and Gene Expression Profiling Interactive Analysis (GEPIA)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "GSE43346 contains 42 normal tissue samples and 23 SCLC samples.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36093542", "locator": "sections[3] \"Microarray data and identification of DEGs\" paragraph 2", "quote": "GSE43346 contains 42 normal tissue samples and 23 SCLC samples."}], "state": "complete"}, {"id": "claim-target-result", "statement": "RRM2, CHEK1, TYMS and SERPINB5, which are mainly enriched in the p53 signaling pathway and pyrimidine metabolism pathway, were significantly associated with the overall survival of NSCLC patients.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:36093542", "locator": "sections[0] \"Abstract\" paragraph 4", "quote": "RRM2, CHEK1, TYMS and SERPINB5, which are mainly enriched in the p53 signaling pathway and pyrimidine metabolism pathway, were significantly associated with the overall survival of NSCLC patients."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "RRM2, CHEK1, TYMS and SERPINB5, which are mainly enriched in the p53 signaling pathway and pyrimidine metabolism pathway, were significantly associated with the overall survival of NSCLC 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:36093542"], "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:GSE18842"], "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:GSE18842"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:36093542", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/tcr-22-245", "sha256": "sha256:8744793c3cc62fbbf523fee32c244300241d7f995fbb019d9caf9e84b6adb50d", "bytes": 36012, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/tcr-22-245", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9459535", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE18842", "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=GSE18842", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE18842", "version": null, "note": "GSE43346 contains 42 normal tissue samples and 23 SCLC samples.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "GSE43346 contains 42 normal tissue samples and 23 SCLC samples.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM466947", "GSM466948", "GSM466949", "GSM466950", "GSM466951", "GSM466952", "GSM466953", "GSM466954", "GSM466955", "GSM466956", "GSM466957", "GSM466958", "GSM466959", "GSM466960", "GSM466961", "GSM466962", "GSM466963", "GSM466964", "GSM466965", "GSM466966", "GSM466967", "GSM466968", "GSM466969", "GSM466970", "GSM466971", "GSM466972", "GSM466973", "GSM466974", "GSM466975", "GSM466976", "GSM466977", "GSM466978", "GSM466979", "GSM466980", "GSM466981", "GSM466982", "GSM466983", "GSM466984", "GSM466985", "GSM466986", "GSM466987", "GSM466988", "GSM466989", "GSM466990", "GSM466991", "GSM466992", "GSM466993", "GSM466994", "GSM466995", "GSM466996", "GSM466997", "GSM466998", "GSM466999", "GSM467000", "GSM467001", "GSM467002", "GSM467003", "GSM467004", "GSM467005", "GSM467006", "GSM467007", "GSM467008", "GSM467009", "GSM467010", "GSM467011", "GSM467012", "GSM467013", "GSM467014", "GSM467015", "GSM467016", "GSM467017", "GSM467018", "GSM467019", "GSM467020", "GSM467021", "GSM467022", "GSM467023", "GSM467024", "GSM467025", "GSM467026", "GSM467027", "GSM467028", "GSM467029", "GSM467030", "GSM467031", "GSM467032", "GSM467033", "GSM467034", "GSM467035", "GSM467036", "GSM467037"], "sample_count": 91, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Gene expression analysis of human lung cancer and control samples", "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:GSE40275", "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=GSE40275", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE40275", "version": null, "note": "GSE43346 contains 42 normal tissue samples and 23 SCLC samples.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "GSE43346 contains 42 normal tissue samples and 23 SCLC samples.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM990169", "GSM990170", "GSM990171", "GSM990172", "GSM990173", "GSM990174", "GSM990175", "GSM990176", "GSM990177", "GSM990178", "GSM990179", "GSM990180", "GSM990181", "GSM990182", "GSM990183", "GSM990184", "GSM990185", "GSM990186", "GSM990187", "GSM990188", "GSM990189", "GSM990190", "GSM990191", "GSM990192", "GSM990193", "GSM990194", "GSM990195", "GSM990196", "GSM990197", "GSM990198", "GSM990199", "GSM990200", "GSM990201", "GSM990202", "GSM990203", "GSM990204", "GSM990205", "GSM990206", "GSM990207", "GSM990208", "GSM990209", "GSM990210", "GSM990211", "GSM990212", "GSM990213", "GSM990214", "GSM990215", "GSM990216", "GSM990217", "GSM990218", "GSM990219", "GSM990220", "GSM990221", "GSM990222", "GSM990223", "GSM990224", "GSM990225", "GSM990226", "GSM990227", "GSM990228", "GSM990229", "GSM990230", "GSM990231", "GSM990232", "GSM990233", "GSM990234", "GSM990235", "GSM990236", "GSM990237", "GSM990238", "GSM990239", "GSM990240", "GSM990241", "GSM990242", "GSM990243", "GSM990244", "GSM990245", "GSM990246", "GSM990247", "GSM990248", "GSM990249", "GSM990250", "GSM990251", "GSM990252"], "sample_count": 84, "group_sizes": null, "group_sizes_basis": null, "platform": "15974", "taxon": "Homo sapiens", "title": "Gene expression of samples derived from normal lung and patients with small cell lung cancer (SCLC) or non-small cell lung cancer (NSCLC)", "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:GSE43346", "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=GSE43346", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE43346", "version": null, "note": "GSE43346 contains 42 normal tissue samples and 23 SCLC samples.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "GSE43346 contains 42 normal tissue samples and 23 SCLC samples.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1060726", "GSM1060727", "GSM1060728", "GSM1060729", "GSM1060730", "GSM1060731", "GSM1060732", "GSM1060733", "GSM1060734", "GSM1060735", "GSM1060736", "GSM1060737", "GSM1060738", "GSM1060739", "GSM1060740", "GSM1060741", "GSM1060742", "GSM1060743", "GSM1060744", "GSM1060745", "GSM1060746", "GSM1060747", "GSM1060748", "GSM1060749", "GSM1060750", "GSM1060751", "GSM1060752", "GSM1060753", "GSM1060754", "GSM1060755", "GSM1060756", "GSM1060757", "GSM1060758", "GSM1060759", "GSM1060760", "GSM1060761", "GSM1060762", "GSM1060763", "GSM1060764", "GSM1060765", "GSM1060766", "GSM1060767", "GSM1060768", "GSM1060769", "GSM1060770", "GSM1060771", "GSM1060772", "GSM1060773", "GSM1060774", "GSM1060775", "GSM1060776", "GSM1060777", "GSM1060778", "GSM1060779", "GSM1060780", "GSM1060781", "GSM1060782", "GSM1060783", "GSM1060784", "GSM1060785", "GSM1060786", "GSM1060787", "GSM1060788", "GSM1060789", "GSM1060790", "GSM1060791", "GSM1060792", "GSM1060793", "GSM1060794", "GSM1060795"], "sample_count": 70, "group_sizes": null, "group_sizes_basis": null, "platform": "96;97;570", "taxon": "Homo sapiens", "title": "Gene repression with H3K27me3 modification in human small cell lung cancer", "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:GSE18842 not downloaded", "asset:data:geo:GSE18842 licence not read", "asset:data:geo:GSE40275 not downloaded", "asset:data:geo:GSE40275 licence not read", "asset:data:geo:GSE43346 not downloaded", "asset:data:geo:GSE43346 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "kaplan_meier", "label": "Survival analysis", "dsl_operations": ["survival_km"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Kaplan-Meier analysis was performed using Kaplan-Meier plotter and Gene Expression Profiling Interactive Analysis (GEPIA)."}}, {"id": "method-2", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "protein-protein interaction"}}, {"id": "method-3", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "Pathway enrichment"}}], "targets": [], "gaps": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["survival_km"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: kaplan_meier."}, "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": ["GSE43346", "GSE40275", "GSE18842"], "resolved_accessions": ["GSE43346", "GSE40275", "GSE18842"], "statements": ["GSE43346 contains 42 normal tissue samples and 23 SCLC samples."], "basis": "The paper names GSE43346, GSE40275, GSE18842 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": ["survival_km"], "assets": ["source:pmid:36093542", "data:geo:GSE18842"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE18842"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:05:10Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 10841, "completion_tokens": 1815, "cached_tokens": 256}}, "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:36093542", "type": "paper", "label": "pmid:36093542"}, {"id": "source:pmid:36093542", "type": "manuscript", "label": "PMID 36093542 full text"}, {"id": "data:geo:GSE18842", "type": "dataset", "label": "GEO GSE18842"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:36093542", "type": "paper", "label": "pmid:36093542"}, {"id": "source:pmid:36093542", "type": "manuscript", "label": "PMID 36093542 full text"}, {"id": "data:geo:GSE18842", "type": "dataset", "label": "GEO GSE18842"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-36093542", "type": "extraction", "used": ["source:pmid:36093542"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE18842", "type": "accession_resolution", "used": ["data:geo:GSE18842"], "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:36093542", "parent_hash": "sha256:0d9d9eef29a26ee21bb8e41683c025ded895fac747ea50197d03c5a0912a3dfb", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE18842 licence not read", "asset:data:geo:GSE18842 not downloaded", "asset:data:geo:GSE40275 licence not read", "asset:data:geo:GSE40275 not downloaded", "asset:data:geo:GSE43346 licence not read", "asset:data:geo:GSE43346 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["survival_km"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Kaplan-Meier analysis was performed using Kaplan-Meier plotter and Gene Expression Profiling Interactive Analysis (GEPIA)."], "order_basis": "analysis_only", "id": "assay:1"}]}