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pmid:30588191

Elevated mRNA Levels of AURKA, CDC20 and TPX2 are associated with poor prognosis of smoking related lung adenocarcinoma using bioinformatics analysis.

Meng-Yu Zhang · Xiao-Xia Liu · Hao Li · Rui Li · Xiao Liu · Yi-Qing Qu

International journal of medical sciences · 2018 doi:10.7150/ijms.28728

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title
Elevated mRNA Levels of AURKA, CDC20 and TPX2 are associated with poor prognosis of smoking related lung adenocarcinoma using bioinformatics analysis.
doi
10.7150/ijms.28728
pmid
30588191
authors array · 6 items
[0]
Meng-Yu Zhang
[1]
Xiao-Xia Liu
[2]
Hao Li
[3]
Rui Li
[4]
Xiao Liu
[5]
Yi-Qing Qu
journal
International journal of medical sciences
year
2018
abstract
Background and aim: Adenocarcinoma is a very common pathological subtype for lung cancer. We aimed to identify the gene signature associated with the prognosis of smoking related lung adenocarcinoma using bioinformatics analysis. Methods: A total of five gene expression profiles (GSE31210, GSE32863, GSE40791, GSE43458 and GSE75037) have been identified from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs) were analyzed using GEO2R software and functional and pathway enrichment analysis. Furthermore, the overall survival (OS) and recurrence-free survival (RFS) have been validated using an independent cohort from the Cancer Genome Atlas (TCGA) database. Results: We identified a total of 58 DEGs which mainly enriched in ECM-receptor interaction, platelet activation and PPAR signaling pathway. Then according to the enrichment analysis results, we selected three genes (AURKA, CDC20 and TPX2) for their roles in regulating tumor cell cycle and cell division. The results showed that the hazard ratio (HR) of the mRNA expression of AURKA for OS was 1.588 with (1.127-2.237) 95% confidence interval (CI) (P=0.009). The mRNA levels of CDC20 (HR 1.530, 95% CI 1.086-2.115, P=0.016) and TPX2 (HR 1.777, 95%CI 1.262-2.503, P=0.001) were also significantly associated with the OS. Expression of these three genes were not associated with RFS, suggesting that there might be many factors affect RFS. Conclusion: The mRNA signature of AURKA, CDC20 and TPX2 were potential biomarkers for predicting poor prognosis of smoking related lung adenocarcinoma.
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GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r/) is a web tool for screening DEGs by comparing two groups of samples.
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In detail, GSE31210 included a total of 226 lung adenocarcinoma tissues which were comprised of 111 smokers and 115 non-smokers 9.
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[68]
GSM1001578
[69]
GSM1001579
[70]
GSM1001580
[71]
GSM1001581
[72]
GSM1001582
[73]
GSM1001583
[74]
GSM1001584
[75]
GSM1001585
[76]
GSM1001586
[77]
GSM1001587
[78]
GSM1001588
[79]
GSM1001589
[80]
GSM1001590
[81]
GSM1001591
[82]
GSM1001592
[83]
GSM1001593
[84]
GSM1001594
[85]
GSM1001595
[86]
GSM1001596
[87]
GSM1001597
[88]
GSM1001598
[89]
GSM1001599
[90]
GSM1001600
[91]
GSM1001601
[92]
GSM1001602
[93]
GSM1001603
[94]
GSM1001604
[95]
GSM1001605
[96]
GSM1001606
[97]
GSM1001607
[98]
GSM1001608
[99]
GSM1001609
[100]
GSM1001610
[101]
GSM1001611
[102]
GSM1001612
[103]
GSM1001613
[104]
GSM1001614
[105]
GSM1001615
[106]
GSM1001616
[107]
GSM1001617
[108]
GSM1001618
[109]
GSM1001619
[110]
GSM1001620
[111]
GSM1001621
[112]
GSM1001622
[113]
GSM1001623
[114]
GSM1001624
[115]
GSM1001625
[116]
GSM1001626
[117]
GSM1001627
[118]
GSM1001628
[119]
GSM1001629
[120]
GSM1001630
[121]
GSM1001631
[122]
GSM1001632
[123]
GSM1001633
[124]
GSM1001634
[125]
GSM1001635
[126]
GSM1001636
[127]
GSM1001637
[128]
GSM1001638
[129]
GSM1001639
[130]
GSM1001640
[131]
GSM1001641
[132]
GSM1001642
[133]
GSM1001643
[134]
GSM1001644
[135]
GSM1001645
[136]
GSM1001646
[137]
GSM1001647
[138]
GSM1001648
[139]
GSM1001649
[140]
GSM1001650
[141]
GSM1001651
[142]
GSM1001652
[143]
GSM1001653
[144]
GSM1001654
[145]
GSM1001655
[146]
GSM1001656
[147]
GSM1001657
[148]
GSM1001658
[149]
GSM1001659
[150]
GSM1001660
[151]
GSM1001661
[152]
GSM1001662
[153]
GSM1001663
[154]
GSM1001664
[155]
GSM1001665
[156]
GSM1001666
[157]
GSM1001667
[158]
GSM1001668
[159]
GSM1001669
[160]
GSM1001670
[161]
GSM1001671
[162]
GSM1001672
[163]
GSM1001673
[164]
GSM1001674
[165]
GSM1001675
[166]
GSM1001676
[167]
GSM1001677
[168]
GSM1001678
[169]
GSM1001679
[170]
GSM1001680
[171]
GSM1001681
[172]
GSM1001682
[173]
GSM1001683
[174]
GSM1001684
[175]
GSM1001685
[176]
GSM1001686
[177]
GSM1001687
[178]
GSM1001688
[179]
GSM1001689
[180]
GSM1001690
[181]
GSM1001691
[182]
GSM1001692
[183]
GSM1001693
[184]
GSM1001694
[185]
GSM1001695
[186]
GSM1001696
[187]
GSM1001697
[188]
GSM1001698
[189]
GSM1001699
[190]
GSM1001700
[191]
GSM1001701
[192]
GSM1001702
[193]
GSM1001703
sample_count
194
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Usp44 binds centrin to regulate centrosome positioning and suppress tumorigenesis
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE43458
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=GSE43458
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE43458
version
null
note
In detail, GSE31210 included a total of 226 lung adenocarcinoma tissues which were comprised of 111 smokers and 115 non-smokers 9.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
In detail, GSE31210 included a total of 226 lung adenocarcinoma tissues which were comprised of 111 smokers and 115 non-smokers 9.
access_statement_kind
repository_route_statement
sample_accessions array · 110 items
[0]
GSM1062765
[1]
GSM1062766
[2]
GSM1062767
[3]
GSM1062768
[4]
GSM1062769
[5]
GSM1062770
[6]
GSM1062771
[7]
GSM1062772
[8]
GSM1062773
[9]
GSM1062774
[10]
GSM1062775
[11]
GSM1062776
[12]
GSM1062777
[13]
GSM1062778
[14]
GSM1062779
[15]
GSM1062780
[16]
GSM1062781
[17]
GSM1062782
[18]
GSM1062783
[19]
GSM1062784
[20]
GSM1062785
[21]
GSM1062786
[22]
GSM1062787
[23]
GSM1062788
[24]
GSM1062789
[25]
GSM1062790
[26]
GSM1062791
[27]
GSM1062792
[28]
GSM1062793
[29]
GSM1062794
[30]
GSM1062795
[31]
GSM1062796
[32]
GSM1062797
[33]
GSM1062798
[34]
GSM1062799
[35]
GSM1062800
[36]
GSM1062801
[37]
GSM1062802
[38]
GSM1062803
[39]
GSM1062804
[40]
GSM1062805
[41]
GSM1062806
[42]
GSM1062807
[43]
GSM1062808
[44]
GSM1062809
[45]
GSM1062810
[46]
GSM1062811
[47]
GSM1062812
[48]
GSM1062813
[49]
GSM1062814
[50]
GSM1062815
[51]
GSM1062816
[52]
GSM1062817
[53]
GSM1062818
[54]
GSM1062819
[55]
GSM1062820
[56]
GSM1062821
[57]
GSM1062822
[58]
GSM1062823
[59]
GSM1062824
[60]
GSM1062825
[61]
GSM1062826
[62]
GSM1062827
[63]
GSM1062828
[64]
GSM1062829
[65]
GSM1062830
[66]
GSM1062831
[67]
GSM1062832
[68]
GSM1062833
[69]
GSM1062834
[70]
GSM1062835
[71]
GSM1062836
[72]
GSM1062837
[73]
GSM1062838
[74]
GSM1062839
[75]
GSM1062840
[76]
GSM1062841
[77]
GSM1062842
[78]
GSM1062843
[79]
GSM1062844
[80]
GSM1062845
[81]
GSM1062846
[82]
GSM1062847
[83]
GSM1062848
[84]
GSM1062849
[85]
GSM1062850
[86]
GSM1062851
[87]
GSM1062852
[88]
GSM1062853
[89]
GSM1062854
[90]
GSM1062855
[91]
GSM1062856
[92]
GSM1062857
[93]
GSM1062858
[94]
GSM1062859
[95]
GSM1062860
[96]
GSM1062861
[97]
GSM1062862
[98]
GSM1062863
[99]
GSM1062864
[100]
GSM1062865
[101]
GSM1062866
[102]
GSM1062867
[103]
GSM1062868
[104]
GSM1062869
[105]
GSM1062870
[106]
GSM1062871
[107]
GSM1062872
[108]
GSM1062873
[109]
GSM1062874
sample_count
110
group_sizes
null
group_sizes_basis
null
platform
6244
taxon
Homo sapiens
title
Gene expression profiling of lung adenocarcinomas and normal lung tissue
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[5] object · 15 fields
id
data:geo:GSE75037
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE75037
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE75037
version
null
note
In detail, GSE31210 included a total of 226 lung adenocarcinoma tissues which were comprised of 111 smokers and 115 non-smokers 9.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
In detail, GSE31210 included a total of 226 lung adenocarcinoma tissues which were comprised of 111 smokers and 115 non-smokers 9.
access_statement_kind
repository_route_statement
sample_accessions array · 166 items
[0]
GSM1941120
[1]
GSM1941121
[2]
GSM1941122
[3]
GSM1941123
[4]
GSM1941124
[5]
GSM1941125
[6]
GSM1941126
[7]
GSM1941127
[8]
GSM1941128
[9]
GSM1941129
[10]
GSM1941130
[11]
GSM1941131
[12]
GSM1941132
[13]
GSM1941133
[14]
GSM1941134
[15]
GSM1941135
[16]
GSM1941136
[17]
GSM1941137
[18]
GSM1941138
[19]
GSM1941139
[20]
GSM1941140
[21]
GSM1941141
[22]
GSM1941142
[23]
GSM1941143
[24]
GSM1941144
[25]
GSM1941145
[26]
GSM1941146
[27]
GSM1941147
[28]
GSM1941148
[29]
GSM1941149
[30]
GSM1941150
[31]
GSM1941151
[32]
GSM1941152
[33]
GSM1941153
[34]
GSM1941154
[35]
GSM1941155
[36]
GSM1941156
[37]
GSM1941157
[38]
GSM1941158
[39]
GSM1941159
[40]
GSM1941160
[41]
GSM1941161
[42]
GSM1941162
[43]
GSM1941163
[44]
GSM1941164
[45]
GSM1941165
[46]
GSM1941166
[47]
GSM1941167
[48]
GSM1941168
[49]
GSM1941169
[50]
GSM1941170
[51]
GSM1941171
[52]
GSM1941172
[53]
GSM1941173
[54]
GSM1941174
[55]
GSM1941175
[56]
GSM1941176
[57]
GSM1941177
[58]
GSM1941178
[59]
GSM1941179
[60]
GSM1941180
[61]
GSM1941181
[62]
GSM1941182
[63]
GSM1941183
[64]
GSM1941184
[65]
GSM1941185
[66]
GSM1941186
[67]
GSM1941187
[68]
GSM1941188
[69]
GSM1941189
[70]
GSM1941190
[71]
GSM1941191
[72]
GSM1941192
[73]
GSM1941193
[74]
GSM1941194
[75]
GSM1941195
[76]
GSM1941196
[77]
GSM1941197
[78]
GSM1941198
[79]
GSM1941199
[80]
GSM1941200
[81]
GSM1941201
[82]
GSM1941202
[83]
GSM1941203
[84]
GSM1941204
[85]
GSM1941205
[86]
GSM1941206
[87]
GSM1941207
[88]
GSM1941208
[89]
GSM1941209
[90]
GSM1941210
[91]
GSM1941211
[92]
GSM1941212
[93]
GSM1941213
[94]
GSM1941214
[95]
GSM1941215
[96]
GSM1941216
[97]
GSM1941217
[98]
GSM1941218
[99]
GSM1941219
[100]
GSM1941220
[101]
GSM1941221
[102]
GSM1941222
[103]
GSM1941223
[104]
GSM1941224
[105]
GSM1941225
[106]
GSM1941226
[107]
GSM1941227
[108]
GSM1941228
[109]
GSM1941229
[110]
GSM1941230
[111]
GSM1941231
[112]
GSM1941232
[113]
GSM1941233
[114]
GSM1941234
[115]
GSM1941235
[116]
GSM1941236
[117]
GSM1941237
[118]
GSM1941238
[119]
GSM1941239
[120]
GSM1941240
[121]
GSM1941241
[122]
GSM1941242
[123]
GSM1941243
[124]
GSM1941244
[125]
GSM1941245
[126]
GSM1941246
[127]
GSM1941247
[128]
GSM1941248
[129]
GSM1941249
[130]
GSM1941250
[131]
GSM1941251
[132]
GSM1941252
[133]
GSM1941253
[134]
GSM1941254
[135]
GSM1941255
[136]
GSM1941256
[137]
GSM1941257
[138]
GSM1941258
[139]
GSM1941259
[140]
GSM1941260
[141]
GSM1941261
[142]
GSM1941262
[143]
GSM1941263
[144]
GSM1941264
[145]
GSM1941265
[146]
GSM1941266
[147]
GSM1941267
[148]
GSM1941268
[149]
GSM1941269
[150]
GSM1941270
[151]
GSM1941271
[152]
GSM1941272
[153]
GSM1941273
[154]
GSM1941274
[155]
GSM1941275
[156]
GSM1941276
[157]
GSM1941277
[158]
GSM1941278
[159]
GSM1941279
[160]
GSM1941280
[161]
GSM1941281
[162]
GSM1941282
[163]
GSM1941283
[164]
GSM1941284
[165]
GSM1941285
sample_count
166
group_sizes
null
group_sizes_basis
null
platform
6884
taxon
Homo sapiens
title
Expression profiling of 83 matched pairs of lung adenocarcinomas and non-malignant adjacent tissue
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 10 items
[0]
asset:data:geo:GSE31210 not downloaded
[1]
asset:data:geo:GSE31210 licence not read
[2]
asset:data:geo:GSE32863 not downloaded
[3]
asset:data:geo:GSE32863 licence not read
[4]
asset:data:geo:GSE40791 not downloaded
[5]
asset:data:geo:GSE40791 licence not read
[6]
asset:data:geo:GSE43458 not downloaded
[7]
asset:data:geo:GSE43458 licence not read
[8]
asset:data:geo:GSE75037 not downloaded
[9]
asset:data:geo:GSE75037 licence not read
analysis object · 4 fields
state
partial
methods array · 2 items
[0] object · 10 fields
id
method-1
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
pathway enrichment
[1] object · 10 fields
id
method-2
family
null
specific
null
label
GEO2R
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
GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r/) is a web tool for screening DEGs by comparing two groups of samples.
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]
pathway_enrich
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: pathway_enrichment.
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 · 5 items
[0]
GSE31210
[1]
GSE32863
[2]
GSE40791
[3]
GSE43458
[4]
GSE75037
resolved_accessions array · 5 items
[0]
GSE31210
[1]
GSE32863
[2]
GSE40791
[3]
GSE43458
[4]
GSE75037
statements array · 1 item
[0]
In detail, GSE31210 included a total of 226 lung adenocarcinoma tissues which were comprised of 111 smokers and 115 non-smokers 9.
basis
The paper names GSE31210, GSE32863, GSE40791, GSE43458, GSE75037 in Gene Expression Omnibus (GEO) 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]
pathway_enrich
assets array · 2 items
[0]
source:pmid:30588191
[1]
data:geo:GSE31210
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
2026-10-31T18:13:16Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
3
usage object · 3 fields
prompt_tokens
18095
completion_tokens
1749
cached_tokens
520
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:30588191
type
paper
label
pmid:30588191
[1] object · 3 fields
id
source:pmid:30588191
type
manuscript
label
PMID 30588191 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:30588191
type
paper
label
pmid:30588191
[1] object · 3 fields
id
source:pmid:30588191
type
manuscript
label
PMID 30588191 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-30588191
type
extraction
used array · 1 item
[0]
source:pmid:30588191
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:30588191
parent_hash
sha256:8c11949d8cf0c98cb22542db449c39bb99e45695cf547a01729da60de03cd9b9
fork_of
null
gaps array · 15 items
[0]
asset:data:geo:GSE31210 licence not read
[1]
asset:data:geo:GSE31210 not downloaded
[2]
asset:data:geo:GSE32863 licence not read
[3]
asset:data:geo:GSE32863 not downloaded
[4]
asset:data:geo:GSE40791 licence not read
[5]
asset:data:geo:GSE40791 not downloaded
[6]
asset:data:geo:GSE43458 licence not read
[7]
asset:data:geo:GSE43458 not downloaded
[8]
asset:data:geo:GSE75037 licence not read
[9]
asset:data:geo:GSE75037 not downloaded
[10]
execution.not_run
[11]
method.reader_named_unmapped
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review.human_critique
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review.independent_reader
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review.machine_critique
assays array · 1 item
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f2132e96ae6c7a4e
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:30588191", "kind": "science-record", "revision": 4, "content_hash": "sha256:336b864169f95c4a6c96c4f8bbdd8b9a0a80a72e048511607224a6ee856b9709", "created_at": "2026-11-01T15:40:40Z", "updated_at": "2026-11-01T21:21:50Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Elevated mRNA Levels of AURKA, CDC20 and TPX2 are associated with poor prognosis of smoking related lung adenocarcinoma using bioinformatics analysis.", "doi": "10.7150/ijms.28728", "pmid": "30588191", "authors": ["Meng-Yu Zhang", "Xiao-Xia Liu", "Hao Li", "Rui Li", "Xiao Liu", "Yi-Qing Qu"], "journal": "International journal of medical sciences", "year": 2018, "abstract": "Background and aim: Adenocarcinoma is a very common pathological subtype for lung cancer. We aimed to identify the gene signature associated with the prognosis of smoking related lung adenocarcinoma using bioinformatics analysis. Methods: A total of five gene expression profiles (GSE31210, GSE32863, GSE40791, GSE43458 and GSE75037) have been identified from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs) were analyzed using GEO2R software and functional and pathway enrichment analysis. Furthermore, the overall survival (OS) and recurrence-free survival (RFS) have been validated using an independent cohort from the Cancer Genome Atlas (TCGA) database. Results: We identified a total of 58 DEGs which mainly enriched in ECM-receptor interaction, platelet activation and PPAR signaling pathway. Then according to the enrichment analysis results, we selected three genes (AURKA, CDC20 and TPX2) for their roles in regulating tumor cell cycle and cell division. The results showed that the hazard ratio (HR) of the mRNA expression of AURKA for OS was 1.588 with (1.127-2.237) 95% confidence interval (CI) (P=0.009). The mRNA levels of CDC20 (HR 1.530, 95% CI 1.086-2.115, P=0.016) and TPX2 (HR 1.777, 95%CI 1.262-2.503, P=0.001) were also significantly associated with the OS. Expression of these three genes were not associated with RFS, suggesting that there might be many factors affect RFS. Conclusion: The mRNA signature of AURKA, CDC20 and TPX2 were potential biomarkers for predicting poor prognosis of smoking related lung adenocarcinoma.", "claims": [{"id": "claim-method", "statement": "GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r/) is a web tool for screening DEGs by comparing two groups of samples.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:30588191", "locator": "sections[4] \"Identification of DEGs\" paragraph 2", "quote": "GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r/) is a web tool for screening DEGs by comparing two groups of samples."}], "state": "complete"}, {"id": "claim-data-access", "statement": "In detail, GSE31210 included a total of 226 lung adenocarcinoma tissues which were comprised of 111 smokers and 115 non-smokers 9.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:30588191", "locator": "sections[3] \"Data collection\" paragraph 2", "quote": "In detail, GSE31210 included a total of 226 lung adenocarcinoma tissues which were comprised of 111 smokers and 115 non-smokers 9."}], "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:30588191"], "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:30588191", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.7150/ijms.28728", "sha256": "sha256:529a13ca56443f77a7662bec5d56ddc64703dd3494defee2fc4d995bf875e6ae", "bytes": 23642, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.7150/ijms.28728", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6299412", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "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": "In detail, GSE31210 included a total of 226 lung adenocarcinoma tissues which were comprised of 111 smokers and 115 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