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pmid:32346404

Identification of nine key genes by bioinformatics analysis for predicting poor prognosis in smoking-induced lung adenocarcinoma.

Chuanli Ren · Weixiu Sun · Xu Lian · Chongxu Han

Lung cancer management · 2020 doi:10.2217/lmt-2020-0009

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

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title
Identification of nine key genes by bioinformatics analysis for predicting poor prognosis in smoking-induced lung adenocarcinoma.
doi
10.2217/lmt-2020-0009
pmid
32346404
authors array · 4 items
[0]
Chuanli Ren
[1]
Weixiu Sun
[2]
Xu Lian
[3]
Chongxu Han
journal
Lung cancer management
year
2020
abstract
AIM: To screen and identify key genes related to the development of smoking-induced lung adenocarcinoma (LUAD). MATERIALS & METHODS: We obtained data from the GEO chip dataset GSE31210. The differentially expressed genes were screened by GEO2R. The protein interaction network of differentially expressed genes was constructed by STRING and Cytoscape. Finally, core genes were screened. The overall survival time of patients with the core genes was analyzed by Kaplan-Meier method. Gene ontology and Kyoto encyclopedia of genes and genomes bioaccumulation was calculated by DAVID. RESULTS: Functional enrichment analysis indicated that nine key genes were actively involved in the biological process of smoking-related LUAD. CONCLUSION: 23 core genes and nine key genes among them were correlated with adverse prognosis of LUAD induced by smoking.
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The overall survival time of patients with the core genes was analyzed by Kaplan–Meier method.
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The overall survival time of patients with the core genes was analyzed by Kaplan–Meier method.
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Gene expression profile data GSE31210 were downloaded from the GEO database [7], which is the Affymetrix human genome U1332.0 chip [HGU133_Plus_2] (Agilent GPL570 platform). The GSE31210 dataset included 246 lung tissues, 226 fresh frozen tissue specimens of LUAD primary lung adenocarcinoma ADCs of pathological stage I–II and 20 normal lung tissues.
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Gene expression profile data GSE31210 were downloaded from the GEO database [7], which is the Affymetrix human genome U1332.0 chip [HGU133_Plus_2] (Agilent GPL570 platform). The GSE31210 dataset included 246 lung tissues, 226 fresh frozen tissue specimens of LUAD primary lung adenocarcinoma ADCs of pathological stage I–II and 20 normal lung tissues.
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Gene expression data for pathological stage I-II lung adenocarcinomas
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Common and specific core genes in ever-smokers and never-smokers groups.
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Functional enrichment of core genes in ES group
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time_to_event_with_censoring
evidence object · 3 fields
score
0.7
band
medium
quote
Kaplan-Meier
[1] object · 10 fields
id
method-2
family
null
specific
null
label
Kaplan–Meier method
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
The overall survival time of patients with the core genes was analyzed by Kaplan–Meier method.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
survival_km
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: kaplan_meier.
capability object · 4 fields
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 object · 6 fields
tier
R1
reachable
true
accessions array · 1 item
[0]
GSE31210
resolved_accessions array · 1 item
[0]
GSE31210
statements array · 1 item
[0]
Gene expression profile data GSE31210 were downloaded from the GEO database [7], which is the Affymetrix human genome U1332.0 chip [HGU133_Plus_2] (Agilent GPL570 platform). The GSE31210 dataset included 246 lung tissues, 226 fresh frozen tissue specimens of LUAD primary lung adenocarcinoma ADCs of pathological stage I–II and 20 normal lung tissues.
basis
The paper names GSE31210 in GEO database and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
[0]
survival_km
assets array · 6 items
[0]
source:pmid:32346404
[1]
data:geo:GSE31210
[2]
asset:table:pmid:32346404:1
[3]
asset:table:pmid:32346404:2
[4]
asset:table:pmid:32346404:3
[5]
asset:table:pmid:32346404:4
steps array · 1 item
[0]
run_analysis
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
[0]
data:geo:GSE31210
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-10-31T18:19:32Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
3
usage object · 3 fields
prompt_tokens
20719
completion_tokens
1665
cached_tokens
792
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:32346404
type
paper
label
pmid:32346404
[1] object · 3 fields
id
source:pmid:32346404
type
manuscript
label
PMID 32346404 full text
[2] object · 3 fields
id
data:geo:GSE31210
type
dataset
label
GEO GSE31210
activities array · 3 items
[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
used array · 3 items
[0] object · 3 fields
id
pmid:32346404
type
paper
label
pmid:32346404
[1] object · 3 fields
id
source:pmid:32346404
type
manuscript
label
PMID 32346404 full text
[2] object · 3 fields
id
data:geo:GSE31210
type
dataset
label
GEO GSE31210
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-32346404
type
extraction
used array · 1 item
[0]
source:pmid:32346404
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE31210
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE31210
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
[1] object · 3 fields
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 object · 4 fields
parent_id
pmid:32346404
parent_hash
sha256:1a24928bbd71563809acc0a67af5c79a5c31236335329d95527d5a7469c738d8
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null
gaps array · 7 items
[0]
asset:data:geo:GSE31210 licence not read
[1]
asset:data:geo:GSE31210 not downloaded
[2]
execution.not_run
[3]
method.reader_named_unmapped
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
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survival_km
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
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Kaplan-Meier
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id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:32346404", "kind": "science-record", "revision": 5, "content_hash": "sha256:e92122c8444566a0b402a6f7ba6fbe703a3d9a64c32ef4e1eba9e327f84d7fe5", "created_at": "2026-11-01T15:41:00Z", "updated_at": "2026-11-01T21:23:10Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of nine key genes by bioinformatics analysis for predicting poor prognosis in smoking-induced lung adenocarcinoma.", "doi": "10.2217/lmt-2020-0009", "pmid": "32346404", "authors": ["Chuanli Ren", "Weixiu Sun", "Xu Lian", "Chongxu Han"], "journal": "Lung cancer management", "year": 2020, "abstract": "AIM: To screen and identify key genes related to the development of smoking-induced lung adenocarcinoma (LUAD).\nMATERIALS & METHODS: We obtained data from the GEO chip dataset GSE31210. The differentially expressed genes were screened by GEO2R. The protein interaction network of differentially expressed genes was constructed by STRING and Cytoscape. Finally, core genes were screened. The overall survival time of patients with the core genes was analyzed by Kaplan-Meier method. Gene ontology and Kyoto encyclopedia of genes and genomes bioaccumulation was calculated by DAVID.\nRESULTS: Functional enrichment analysis indicated that nine key genes were actively involved in the biological process of smoking-related LUAD.\nCONCLUSION: 23 core genes and nine key genes among them were correlated with adverse prognosis of LUAD induced by smoking.", "claims": [{"id": "claim-method", "statement": "The overall survival time of patients with the core genes was analyzed by Kaplan–Meier method.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32346404", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "The overall survival time of patients with the core genes was analyzed by Kaplan–Meier method."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Gene expression profile data GSE31210 were downloaded from the GEO database [7], which is the Affymetrix human genome U1332.0 chip [HGU133_Plus_2] (Agilent GPL570 platform). The GSE31210 dataset included 246 lung tissues, 226 fresh frozen tissue specimens of LUAD primary lung adenocarcinoma ADCs of pathological stage I–II and 20 normal lung tissues.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32346404", "locator": "sections[4] \"Data acquisition & genetic screening\" paragraph 2", "quote": "Gene expression profile data GSE31210 were downloaded from the GEO database [7], which is the Affymetrix human genome U1332.0 chip [HGU133_Plus_2] (Agilent GPL570 platform). The GSE31210 dataset included 246 lung tissues, 226 fresh frozen tissue specimens of LUAD primary lung adenocarcinoma ADCs of pathological stage I–II and 20 normal lung tissues."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:32346404"], "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:GSE31210"], "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:GSE31210"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32346404", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.2217/lmt-2020-0009", "sha256": "sha256:eae54d595d124fa0f4ab99c966a2693279c589882af7d61f175865e323063c21", "bytes": 25928, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.2217/lmt-2020-0009", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7186853", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE31210", "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=GSE31210", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE31210", "version": null, "note": "Gene expression profile data GSE31210 were downloaded from the GEO database [7], which is the Affymetrix human genome U1332.0 chip [HGU133_Plus_2] (Agilent GPL570 platform). 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"row_count": 4, "column_count": 2, "numeric_cells": 2, "header_rows": 1, "locator": "section[11]/table-wrap[1]#T1"}}, {"id": "asset:table:pmid:32346404:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:e4b78f5568bd9e80ad2e721508a45ca7c3ed59551857070e9f003926a3306534", "bytes": 598, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#T2", "version": null, "note": "Prognosis of 38 core genes in ever-smokers group.", "structure": {"pmcid": "PMC7186853", "section_index": 12, "section_title": "Survival analysis & GEPIA validation of core genes in ES group", "row_count": 3, "column_count": 2}, "table": {"label": "Table 2.", "caption": "Prognosis of 38 core genes in ever-smokers group.", "rows": [["Category", "Genes"], ["Genes with significantly worse survival (p < 0.05)", "UBE2T, EXO1, TOP2A, CDCA7, HMMR, RAD54L, DEPDC1, ANLN, CDCA8, RRM2, TPX2, BUB1, E2F8, NCAPG, CENPF, CDC6, KIAA0101, NCAPH, MELK, NEIL3, ASPM, BUB1B, MKI67, CEP55, CCNA2, DLGAP5, KIF4A, CCNB2, MYBL2, CDC25C, KIF2C, BIRC5, CENPM"], ["Genes without significantly worse survival (p > 0.05)", "ESCO2, NUF2, DIAPH3, CDC45, DEPDC1B"]], "row_count": 3, "column_count": 2, "numeric_cells": 4, "header_rows": 1, "locator": "section[12]/table-wrap[1]#T2"}}, {"id": "asset:table:pmid:32346404:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:f6596044b8246cdb6443a1f88dba37e796f5220870debc9c7dafa7880d033d35", "bytes": 980, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[13]/table-wrap[1]#T3", "version": null, "note": "GO analysis of 23 core genes.", "structure": {"pmcid": "PMC7186853", "section_index": 13, "section_title": "Functional enrichment of core genes in ES group", "row_count": 10, "column_count": 4}, "table": {"label": "Table 3.", "caption": "GO analysis of 23 core genes.", "rows": [["ID & term", "Count", "p-value", "Genes"], ["GO_BP_ID:0090307mitotic spindle assembly", "3", "5.28 E-04", "TPX2, BIRC5, MYBL2"], ["GO_BP_ID:0051301cell division", "3", "1.79 E-03", "CDC6, NCAPH, BIRC5"], ["GO_BP_ID:0007076Mitotic chromosome condensation", "2", "1.51 E-02", "NCAPH, NCAPG"], ["GO_BP_ID:0007094mitotic spindle assemblycheckpoint", "2", "1.64 E-02", "BUB1, BUB1B"], ["GO_BP_ID:0000086G2/M transition of mitotic cell cycle", "2", "3.53 E-02", "BIRC5, CDC25C"], ["GO_CC_ID: 0005634nucleus", "10", "2.10 E-03", "CCNB2, RRM2, E2F8, DLGAP5, KIAA0101, ASPM, MELK, BIRC5, CDC25C, MYBL2"], ["GO_CC_ID: 0000796condensin complex", "2", "5.45 E-03", "NCAPH, NCAPG"], ["GO_CC_ID: 0016020membrane", "5", "2.44 E-02", "KIF2C, NCAPH, MKI67, NCAPG, BUB1"], ["GO_MF_ID:0005524ATP binding", "5", "3.26 E-02", "KIF2C, CDC6, KIF4A, BUB1, MELK"]], "row_count": 10, "column_count": 4, "numeric_cells": 30, "header_rows": 1, "locator": "section[13]/table-wrap[1]#T3"}}, {"id": "asset:table:pmid:32346404:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:34f210ebdbbe295602e89939b4d5723729d40f5459765e7ad8a6a4cc7364e4ee", "bytes": 491, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[13]/table-wrap[2]#T4", "version": null, "note": "Enrichment of 23 core genes KEGG pathways.", "structure": {"pmcid": "PMC7186853", "section_index": 13, "section_title": "Functional enrichment of core genes in ES group", "row_count": 4, "column_count": 5}, "table": {"label": "Table 4.", "caption": "Enrichment of 23 core genes KEGG pathways.", "rows": [["Pathway ID", "Term", "Count", "p-value", "Genes"], ["cfa04110", "Cell cycle", "6", "3.78 E-08", "CDC6, CCNB2, BUB1, BUB1B, CDC25C, CCNA2"], ["cfa04914", "Progesterone-mediated oocyte maturation", "4", "6.74 E-05", "CCNB2, BUB1, CDC25C, CCNA2"], ["cfa04114", "Oocyte meiosis", "3", "5.05 E-03", "CCNB2, BUB1, CDC25C"]], "row_count": 4, "column_count": 5, "numeric_cells": 12, "header_rows": 1, "locator": "section[13]/table-wrap[2]#T4"}}], "gaps": ["asset:data:geo:GSE31210 not downloaded", "asset:data:geo:GSE31210 licence not read"]}, "analysis": {"state": "partial", "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": 0.7, "band": "medium", "quote": "Kaplan-Meier"}}, {"id": "method-2", "family": null, "specific": null, "label": "Kaplan–Meier method", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The overall survival time of patients with the core genes was analyzed by Kaplan–Meier 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"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": ["GSE31210"], "resolved_accessions": ["GSE31210"], "statements": ["Gene expression profile data GSE31210 were downloaded from the GEO database [7], which is the Affymetrix human genome U1332.0 chip [HGU133_Plus_2] (Agilent GPL570 platform). The GSE31210 dataset included 246 lung tissues, 226 fresh frozen tissue specimens of LUAD primary lung adenocarcinoma ADCs of pathological stage I–II and 20 normal lung tissues."], "basis": "The paper names GSE31210 in GEO database and the accession resolves in the repository. 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