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pmid:35036134

Identification of HMMR as a prognostic biomarker for patients with lung adenocarcinoma via integrated bioinformatics analysis.

Zhaodong Li · Hongtian Fei · Siyu Lei · Fengtong Hao · Lijie Yang · Wanze Li · Laney Zhang · Rui Fei

PeerJ · 2021 doi:10.7717/peerj.12624

Paper

complete

Experiment

complete

Data

partial

Analysis

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Execution

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title
Identification of HMMR as a prognostic biomarker for patients with lung adenocarcinoma via integrated bioinformatics analysis.
doi
10.7717/peerj.12624
pmid
35036134
authors array · 8 items
[0]
Zhaodong Li
[1]
Hongtian Fei
[2]
Siyu Lei
[3]
Fengtong Hao
[4]
Lijie Yang
[5]
Wanze Li
[6]
Laney Zhang
[7]
Rui Fei
journal
PeerJ
year
2021
abstract
BACKGROUND: Lung adenocarcinoma (LUAD) is the most prevalent tumor in lung carcinoma cases and threatens human life seriously worldwide. Here we attempt to identify a prognostic biomarker and potential therapeutic target for LUAD patients. METHODS: Differentially expressed genes (DEGs) shared by GSE18842, GSE75037, GSE101929 and GSE19188 profiles were determined and used for protein-protein interaction analysis, enrichment analysis and clinical correlation analysis to search for the core gene, whose expression was further validated in multiple databases and LUAD cells (A549 and PC-9) by quantitative real-time PCR (qRT-PCR) and western blot analyses. Its prognostic value was estimated using the Kaplan-Meier method, meta-analysis and Cox regression analysis based on the Cancer Genome Atlas (TCGA) dataset and co-expression analysis was conducted using the Oncomine database. Gene Set Enrichment Analysis (GSEA) was performed to illuminate the potential functions of the core gene. RESULTS: A total of 115 shared DEGs were found, of which 24 DEGs were identified as candidate hub genes with potential functions associated with cell cycle and FOXM1 transcription factor network. Among these candidates, HMMR was identified as the core gene, which was highly expressed in LUAD as verified by multiple datasets and cell samples. Besides, high HMMR expression was found to independently predict poor survival in patients with LUAD. Co-expression analysis showed that HMMR was closely related to FOXM1 and was mainly involved in cell cycle as suggested by GSEA. CONCLUSION: HMMR might be served as an independent prognostic biomarker for LUAD patients, which needs further validation in subsequent studies.
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Its prognostic value was estimated using the Kaplan-Meier method, meta-analysis and Cox regression analysis based on the Cancer Genome Atlas (TCGA) dataset and co-expression analysis was conducted using the Oncomine database.
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Its prognostic value was estimated using the Kaplan-Meier method, meta-analysis and Cox regression analysis based on the Cancer Genome Atlas (TCGA) dataset and co-expression analysis was conducted using the Oncomine database.
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[100]
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[101]
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[104]
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[106]
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[108]
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[109]
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[110]
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[113]
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[114]
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[115]
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[116]
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[117]
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[118]
GSM494674
[119]
GSM494675
sample_count
120
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Genome-wide screening of transcriptional modulation in non-smoking female lung cancer in Taiwan
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: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
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resolved
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null
reader_status
reader_required
identifier
GSE31210
version
null
note
Multiple gene expression profiles retrieved from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) were used for identification of DEGs and candidate core genes.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Multiple gene expression profiles retrieved from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) were used for identification of DEGs and candidate core genes.
access_statement_kind
repository_route_statement
sample_accessions array · 246 items
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[23]
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[24]
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[26]
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[27]
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[28]
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[29]
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[30]
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[31]
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[32]
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[33]
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[34]
GSM773574
[35]
GSM773575
[36]
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[37]
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[38]
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[39]
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[40]
GSM773580
[41]
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[42]
GSM773582
[43]
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[44]
GSM773584
[45]
GSM773585
[46]
GSM773586
[47]
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[48]
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[49]
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[50]
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[51]
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[52]
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[53]
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[54]
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[55]
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[56]
GSM773596
[57]
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[58]
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[59]
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[60]
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[61]
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[62]
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[63]
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[64]
GSM773604
[65]
GSM773605
[66]
GSM773606
[67]
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[68]
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[69]
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[70]
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[71]
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[72]
GSM773612
[73]
GSM773613
[74]
GSM773614
[75]
GSM773615
[76]
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[77]
GSM773617
[78]
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[79]
GSM773619
[80]
GSM773620
[81]
GSM773621
[82]
GSM773622
[83]
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[84]
GSM773624
[85]
GSM773625
[86]
GSM773626
[87]
GSM773627
[88]
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[89]
GSM773629
[90]
GSM773630
[91]
GSM773631
[92]
GSM773632
[93]
GSM773633
[94]
GSM773634
[95]
GSM773635
[96]
GSM773636
[97]
GSM773637
[98]
GSM773638
[99]
GSM773639
[100]
GSM773640
[101]
GSM773641
[102]
GSM773642
[103]
GSM773643
[104]
GSM773644
[105]
GSM773645
[106]
GSM773646
[107]
GSM773647
[108]
GSM773648
[109]
GSM773649
[110]
GSM773650
[111]
GSM773651
[112]
GSM773652
[113]
GSM773653
[114]
GSM773654
[115]
GSM773655
[116]
GSM773656
[117]
GSM773657
[118]
GSM773658
[119]
GSM773659
[120]
GSM773660
[121]
GSM773661
[122]
GSM773662
[123]
GSM773663
[124]
GSM773664
[125]
GSM773665
[126]
GSM773666
[127]
GSM773667
[128]
GSM773668
[129]
GSM773669
[130]
GSM773670
[131]
GSM773671
[132]
GSM773672
[133]
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[134]
GSM773674
[135]
GSM773675
[136]
GSM773676
[137]
GSM773677
[138]
GSM773678
[139]
GSM773679
[140]
GSM773680
[141]
GSM773681
[142]
GSM773682
[143]
GSM773683
[144]
GSM773684
[145]
GSM773685
[146]
GSM773686
[147]
GSM773687
[148]
GSM773688
[149]
GSM773689
[150]
GSM773690
[151]
GSM773691
[152]
GSM773692
[153]
GSM773693
[154]
GSM773694
[155]
GSM773695
[156]
GSM773696
[157]
GSM773697
[158]
GSM773698
[159]
GSM773699
[160]
GSM773700
[161]
GSM773701
[162]
GSM773702
[163]
GSM773703
[164]
GSM773704
[165]
GSM773705
[166]
GSM773706
[167]
GSM773707
[168]
GSM773708
[169]
GSM773709
[170]
GSM773710
[171]
GSM773711
[172]
GSM773712
[173]
GSM773713
[174]
GSM773714
[175]
GSM773715
[176]
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[177]
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[178]
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[179]
GSM773719
[180]
GSM773720
[181]
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[182]
GSM773722
[183]
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[184]
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[185]
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[186]
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[187]
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[188]
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[189]
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[190]
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[191]
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[192]
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[193]
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[194]
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[195]
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[196]
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[197]
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[198]
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[199]
GSM773739
[200]
GSM773740
[201]
GSM773741
[202]
GSM773742
[203]
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[204]
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[205]
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[206]
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[207]
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[208]
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[209]
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[210]
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[211]
GSM773751
[212]
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[213]
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[214]
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[215]
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[216]
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[217]
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[218]
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[219]
GSM773759
[220]
GSM773760
[221]
GSM773761
[222]
GSM773762
[223]
GSM773763
[224]
GSM773764
[225]
GSM773765
[226]
GSM773766
[227]
GSM773767
[228]
GSM773768
[229]
GSM773769
[230]
GSM773770
[231]
GSM773771
[232]
GSM773772
[233]
GSM773773
[234]
GSM773774
[235]
GSM773775
[236]
GSM773776
[237]
GSM773777
[238]
GSM773778
[239]
GSM773779
[240]
GSM773780
[241]
GSM773781
[242]
GSM773782
[243]
GSM773783
[244]
GSM773784
[245]
GSM773785
sample_count
246
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene expression data for pathological stage I-II lung adenocarcinomas
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[6] object · 15 fields
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
Multiple gene expression profiles retrieved from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) were used for identification of DEGs and candidate core genes.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Multiple gene expression profiles retrieved from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) were used for identification of DEGs and candidate core genes.
access_statement_kind
repository_route_statement
sample_accessions array · 181 items
[0]
GSM1213669
[1]
GSM1213670
[2]
GSM1213671
[3]
GSM1213672
[4]
GSM1213673
[5]
GSM1213674
[6]
GSM1213675
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GSM1213676
[8]
GSM1213677
[9]
GSM1213678
[10]
GSM1213679
[11]
GSM1213680
[12]
GSM1213681
[13]
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[14]
GSM1213683
[15]
GSM1213684
[16]
GSM1213685
[17]
GSM1213686
[18]
GSM1213687
[19]
GSM1213688
[20]
GSM1213689
[21]
GSM1213690
[22]
GSM1213691
[23]
GSM1213692
[24]
GSM1213693
[25]
GSM1213694
[26]
GSM1213695
[27]
GSM1213696
[28]
GSM1213697
[29]
GSM1213698
[30]
GSM1213699
[31]
GSM1213700
[32]
GSM1213701
[33]
GSM1213702
[34]
GSM1213703
[35]
GSM1213704
[36]
GSM1213705
[37]
GSM1213706
[38]
GSM1213707
[39]
GSM1213708
[40]
GSM1213709
[41]
GSM1213710
[42]
GSM1213711
[43]
GSM1213712
[44]
GSM1213713
[45]
GSM1213714
[46]
GSM1213715
[47]
GSM1213716
[48]
GSM1213717
[49]
GSM1213718
[50]
GSM1213719
[51]
GSM1213720
[52]
GSM1213721
[53]
GSM1213722
[54]
GSM1213723
[55]
GSM1213724
[56]
GSM1213725
[57]
GSM1213726
[58]
GSM1213727
[59]
GSM1213728
[60]
GSM1213729
[61]
GSM1213730
[62]
GSM1213731
[63]
GSM1213732
[64]
GSM1213733
[65]
GSM1213734
[66]
GSM1213735
[67]
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[68]
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[69]
GSM1213738
[70]
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[71]
GSM1213740
[72]
GSM1213741
[73]
GSM1213742
[74]
GSM1213743
[75]
GSM1213744
[76]
GSM1213745
[77]
GSM1213746
[78]
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[79]
GSM1213748
[80]
GSM1213749
[81]
GSM1213750
[82]
GSM1213751
[83]
GSM1213752
[84]
GSM1213753
[85]
GSM1213754
[86]
GSM1213755
[87]
GSM1213756
[88]
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[89]
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[90]
GSM1213759
[91]
GSM1213760
[92]
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[93]
GSM1213762
[94]
GSM1213763
[95]
GSM1213764
[96]
GSM1213765
[97]
GSM1213766
[98]
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[99]
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[100]
GSM1213769
[101]
GSM1213770
[102]
GSM1213771
[103]
GSM1213772
[104]
GSM1213773
[105]
GSM1213774
[106]
GSM1213775
[107]
GSM1213776
[108]
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[109]
GSM1213778
[110]
GSM1213779
[111]
GSM1213780
[112]
GSM1213781
[113]
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[114]
GSM1213783
[115]
GSM1213784
[116]
GSM1213785
[117]
GSM1213786
[118]
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[119]
GSM1213788
[120]
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[121]
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[122]
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[123]
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[124]
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[125]
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[126]
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[127]
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[128]
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[129]
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[130]
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[131]
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[132]
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[133]
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[134]
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[135]
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[136]
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[138]
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[139]
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[140]
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[141]
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[142]
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[143]
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[144]
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[146]
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[147]
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[148]
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[149]
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[150]
GSM1213819
[151]
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[152]
GSM1213821
[153]
GSM1213822
[154]
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[155]
GSM1213824
[156]
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[157]
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[158]
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[159]
GSM1213828
[160]
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[161]
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[162]
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[163]
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[164]
GSM1213833
[165]
GSM1213834
[166]
GSM1213835
[167]
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[168]
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[169]
GSM1213838
[170]
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[171]
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[172]
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[173]
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[174]
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[175]
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[176]
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[177]
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[178]
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[179]
GSM1213848
[180]
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
[7] object · 15 fields
id
data:geo:GSE68465
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=GSE68465
sha256
null
bytes
null
access
open
state
resolved
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null
reader_status
reader_required
identifier
GSE68465
version
null
note
Multiple gene expression profiles retrieved from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) were used for identification of DEGs and candidate core genes.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Multiple gene expression profiles retrieved from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) were used for identification of DEGs and candidate core genes.
access_statement_kind
repository_route_statement
sample_accessions array · 462 items
[0]
GSM1672281
[1]
GSM1672282
[2]
GSM1672283
[3]
GSM1672284
[4]
GSM1672285
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[10]
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[11]
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[12]
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[13]
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[16]
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[17]
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[18]
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[19]
GSM1672300
[20]
GSM1672301
[21]
GSM1672302
[22]
GSM1672303
[23]
GSM1672304
[24]
GSM1672305
[25]
GSM1672306
[26]
GSM1672307
[27]
GSM1672308
[28]
GSM1672309
[29]
GSM1672310
[30]
GSM1672311
[31]
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[32]
GSM1672313
[33]
GSM1672314
[34]
GSM1672315
[35]
GSM1672316
[36]
GSM1672317
[37]
GSM1672318
[38]
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[39]
GSM1672320
[40]
GSM1672321
[41]
GSM1672322
[42]
GSM1672323
[43]
GSM1672324
[44]
GSM1672325
[45]
GSM1672326
[46]
GSM1672327
[47]
GSM1672328
[48]
GSM1672329
[49]
GSM1672330
[50]
GSM1672331
[51]
GSM1672332
[52]
GSM1672333
[53]
GSM1672334
[54]
GSM1672335
[55]
GSM1672336
[56]
GSM1672337
[57]
GSM1672338
[58]
GSM1672339
[59]
GSM1672340
[60]
GSM1672341
[61]
GSM1672342
[62]
GSM1672343
[63]
GSM1672344
[64]
GSM1672345
[65]
GSM1672346
[66]
GSM1672347
[67]
GSM1672348
[68]
GSM1672349
[69]
GSM1672350
[70]
GSM1672351
[71]
GSM1672352
[72]
GSM1672353
[73]
GSM1672354
[74]
GSM1672355
[75]
GSM1672356
[76]
GSM1672357
[77]
GSM1672358
[78]
GSM1672359
[79]
GSM1672360
[80]
GSM1672361
[81]
GSM1672362
[82]
GSM1672363
[83]
GSM1672364
[84]
GSM1672365
[85]
GSM1672366
[86]
GSM1672367
[87]
GSM1672368
[88]
GSM1672369
[89]
GSM1672370
[90]
GSM1672371
[91]
GSM1672372
[92]
GSM1672373
[93]
GSM1672374
[94]
GSM1672375
[95]
GSM1672376
[96]
GSM1672377
[97]
GSM1672378
[98]
GSM1672379
[99]
GSM1672380
[100]
GSM1672381
[101]
GSM1672382
[102]
GSM1672383
[103]
GSM1672384
[104]
GSM1672385
[105]
GSM1672386
[106]
GSM1672387
[107]
GSM1672388
[108]
GSM1672389
[109]
GSM1672390
[110]
GSM1672391
[111]
GSM1672392
[112]
GSM1672393
[113]
GSM1672394
[114]
GSM1672395
[115]
GSM1672396
[116]
GSM1672397
[117]
GSM1672398
[118]
GSM1672399
[119]
GSM1672400
[120]
GSM1672401
[121]
GSM1672402
[122]
GSM1672403
[123]
GSM1672404
[124]
GSM1672405
[125]
GSM1672406
[126]
GSM1672407
[127]
GSM1672408
[128]
GSM1672409
[129]
GSM1672410
[130]
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[131]
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[132]
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[133]
GSM1672414
[134]
GSM1672415
[135]
GSM1672416
[136]
GSM1672417
[137]
GSM1672418
[138]
GSM1672419
[139]
GSM1672420
[140]
GSM1672421
[141]
GSM1672422
[142]
GSM1672423
[143]
GSM1672424
[144]
GSM1672425
[145]
GSM1672426
[146]
GSM1672427
[147]
GSM1672428
[148]
GSM1672429
[149]
GSM1672430
[150]
GSM1672431
[151]
GSM1672432
[152]
GSM1672433
[153]
GSM1672434
[154]
GSM1672435
[155]
GSM1672436
[156]
GSM1672437
[157]
GSM1672438
[158]
GSM1672439
[159]
GSM1672440
[160]
GSM1672441
[161]
GSM1672442
[162]
GSM1672443
[163]
GSM1672444
[164]
GSM1672445
[165]
GSM1672446
[166]
GSM1672447
[167]
GSM1672448
[168]
GSM1672449
[169]
GSM1672450
[170]
GSM1672451
[171]
GSM1672452
[172]
GSM1672453
[173]
GSM1672454
[174]
GSM1672455
[175]
GSM1672456
[176]
GSM1672457
[177]
GSM1672458
[178]
GSM1672459
[179]
GSM1672460
[180]
GSM1672461
[181]
GSM1672462
[182]
GSM1672463
[183]
GSM1672464
[184]
GSM1672465
[185]
GSM1672466
[186]
GSM1672467
[187]
GSM1672468
[188]
GSM1672469
[189]
GSM1672470
[190]
GSM1672471
[191]
GSM1672472
[192]
GSM1672473
[193]
GSM1672474
[194]
GSM1672475
[195]
GSM1672476
[196]
GSM1672477
[197]
GSM1672478
[198]
GSM1672479
[199]
GSM1672480
[200]
GSM1672481
[201]
GSM1672482
[202]
GSM1672483
[203]
GSM1672484
[204]
GSM1672485
[205]
GSM1672486
[206]
GSM1672487
[207]
GSM1672488
[208]
GSM1672489
[209]
GSM1672490
[210]
GSM1672491
[211]
GSM1672492
[212]
GSM1672493
[213]
GSM1672494
[214]
GSM1672495
[215]
GSM1672496
[216]
GSM1672497
[217]
GSM1672498
[218]
GSM1672499
[219]
GSM1672500
[220]
GSM1672501
[221]
GSM1672502
[222]
GSM1672503
[223]
GSM1672504
[224]
GSM1672505
[225]
GSM1672506
[226]
GSM1672507
[227]
GSM1672508
[228]
GSM1672509
[229]
GSM1672510
[230]
GSM1672511
[231]
GSM1672512
[232]
GSM1672513
[233]
GSM1672514
[234]
GSM1672515
[235]
GSM1672516
[236]
GSM1672517
[237]
GSM1672518
[238]
GSM1672519
[239]
GSM1672520
[240]
GSM1672521
[241]
GSM1672522
[242]
GSM1672523
[243]
GSM1672524
[244]
GSM1672525
[245]
GSM1672526
[246]
GSM1672527
[247]
GSM1672528
[248]
GSM1672529
[249]
GSM1672530
[250]
GSM1672531
[251]
GSM1672532
[252]
GSM1672533
[253]
GSM1672534
[254]
GSM1672535
[255]
GSM1672536
[256]
GSM1672537
[257]
GSM1672538
[258]
GSM1672539
[259]
GSM1672540
[260]
GSM1672541
[261]
GSM1672542
[262]
GSM1672543
[263]
GSM1672544
[264]
GSM1672545
[265]
GSM1672546
[266]
GSM1672547
[267]
GSM1672548
[268]
GSM1672549
[269]
GSM1672550
[270]
GSM1672551
[271]
GSM1672552
[272]
GSM1672553
[273]
GSM1672554
[274]
GSM1672555
[275]
GSM1672556
[276]
GSM1672557
[277]
GSM1672558
[278]
GSM1672559
[279]
GSM1672560
[280]
GSM1672561
[281]
GSM1672562
[282]
GSM1672563
[283]
GSM1672564
[284]
GSM1672565
[285]
GSM1672566
[286]
GSM1672567
[287]
GSM1672568
[288]
GSM1672569
[289]
GSM1672570
[290]
GSM1672571
[291]
GSM1672572
[292]
GSM1672573
[293]
GSM1672574
[294]
GSM1672575
[295]
GSM1672576
[296]
GSM1672577
[297]
GSM1672578
[298]
GSM1672579
[299]
GSM1672580
[300]
GSM1672581
[301]
GSM1672582
[302]
GSM1672583
[303]
GSM1672584
[304]
GSM1672585
[305]
GSM1672586
[306]
GSM1672587
[307]
GSM1672588
[308]
GSM1672589
[309]
GSM1672590
[310]
GSM1672591
[311]
GSM1672592
[312]
GSM1672593
[313]
GSM1672594
[314]
GSM1672595
[315]
GSM1672596
[316]
GSM1672597
[317]
GSM1672598
[318]
GSM1672599
[319]
GSM1672600
[320]
GSM1672601
[321]
GSM1672602
[322]
GSM1672603
[323]
GSM1672604
[324]
GSM1672605
[325]
GSM1672606
[326]
GSM1672607
[327]
GSM1672608
[328]
GSM1672609
[329]
GSM1672610
[330]
GSM1672611
[331]
GSM1672612
[332]
GSM1672613
[333]
GSM1672614
[334]
GSM1672615
[335]
GSM1672616
[336]
GSM1672617
[337]
GSM1672618
[338]
GSM1672619
[339]
GSM1672620
[340]
GSM1672621
[341]
GSM1672622
[342]
GSM1672623
[343]
GSM1672624
[344]
GSM1672625
[345]
GSM1672626
[346]
GSM1672627
[347]
GSM1672628
[348]
GSM1672629
[349]
GSM1672630
[350]
GSM1672631
[351]
GSM1672632
[352]
GSM1672633
[353]
GSM1672634
[354]
GSM1672635
[355]
GSM1672636
[356]
GSM1672637
[357]
GSM1672638
[358]
GSM1672639
[359]
GSM1672640
[360]
GSM1672641
[361]
GSM1672642
[362]
GSM1672643
[363]
GSM1672644
[364]
GSM1672645
[365]
GSM1672646
[366]
GSM1672647
[367]
GSM1672648
[368]
GSM1672649
[369]
GSM1672650
[370]
GSM1672651
[371]
GSM1672652
[372]
GSM1672653
[373]
GSM1672654
[374]
GSM1672655
[375]
GSM1672656
[376]
GSM1672657
[377]
GSM1672658
[378]
GSM1672659
[379]
GSM1672660
[380]
GSM1672661
[381]
GSM1672662
[382]
GSM1672663
[383]
GSM1672664
[384]
GSM1672665
[385]
GSM1672666
[386]
GSM1672667
[387]
GSM1672668
[388]
GSM1672669
[389]
GSM1672670
[390]
GSM1672671
[391]
GSM1672672
[392]
GSM1672673
[393]
GSM1672674
[394]
GSM1672675
[395]
GSM1672676
[396]
GSM1672677
[397]
GSM1672678
[398]
GSM1672679
[399]
GSM1672680
[400]
GSM1672681
[401]
GSM1672682
[402]
GSM1672683
[403]
GSM1672684
[404]
GSM1672685
[405]
GSM1672686
[406]
GSM1672687
[407]
GSM1672688
[408]
GSM1672689
[409]
GSM1672690
[410]
GSM1672691
[411]
GSM1672692
[412]
GSM1672693
[413]
GSM1672694
[414]
GSM1672695
[415]
GSM1672696
[416]
GSM1672697
[417]
GSM1672698
[418]
GSM1672699
[419]
GSM1672700
[420]
GSM1672701
[421]
GSM1672702
[422]
GSM1672703
[423]
GSM1672704
[424]
GSM1672705
[425]
GSM1672706
[426]
GSM1672707
[427]
GSM1672708
[428]
GSM1672709
[429]
GSM1672710
[430]
GSM1672711
[431]
GSM1672712
[432]
GSM1672713
[433]
GSM1672714
[434]
GSM1672715
[435]
GSM1672716
[436]
GSM1672717
[437]
GSM1672718
[438]
GSM1672719
[439]
GSM1672720
[440]
GSM1672721
[441]
GSM1672722
[442]
GSM1672723
[443]
GSM1672724
[444]
GSM1672725
[445]
GSM1672726
[446]
GSM1672727
[447]
GSM1672728
[448]
GSM1672729
[449]
GSM1672730
[450]
GSM1672731
[451]
GSM1672732
[452]
GSM1672733
[453]
GSM1672734
[454]
GSM1672735
[455]
GSM1672736
[456]
GSM1672737
[457]
GSM1672738
[458]
GSM1672739
[459]
GSM1672740
[460]
GSM1672741
[461]
GSM1672742
sample_count
462
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
caArray_jacob-00182: Gene expression-based survival prediction in lung adenocarcinoma: a multi-site, blinded validation study
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[8] 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
Multiple gene expression profiles retrieved from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) were used for identification of DEGs and candidate core genes.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Multiple gene expression profiles retrieved from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) were used for identification of DEGs and candidate core genes.
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 · 16 items
[0]
asset:data:geo:GSE101929 not downloaded
[1]
asset:data:geo:GSE101929 licence not read
[2]
asset:data:geo:GSE18842 not downloaded
[3]
asset:data:geo:GSE18842 licence not read
[4]
asset:data:geo:GSE19188 not downloaded
[5]
asset:data:geo:GSE19188 licence not read
[6]
asset:data:geo:GSE19804 not downloaded
[7]
asset:data:geo:GSE19804 licence not read
[8]
asset:data:geo:GSE31210 not downloaded
[9]
asset:data:geo:GSE31210 licence not read
[10]
asset:data:geo:GSE50081 not downloaded
[11]
asset:data:geo:GSE50081 licence not read
[12]
asset:data:geo:GSE68465 not downloaded
[13]
asset:data:geo:GSE68465 licence not read
[14]
asset:data:geo:GSE75037 not downloaded
[15]
asset:data:geo:GSE75037 licence not read
analysis object · 4 fields
state
complete
methods array · 4 items
[0] object · 10 fields
id
method-1
family
survival_analysis
specific
kaplan_meier
label
Survival analysis
dsl_operations array · 1 item
[0]
survival_km
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
1
band
verbatim
quote
Its prognostic value was estimated using the Kaplan-Meier method, meta-analysis and Cox regression analysis based on the Cancer Genome Atlas (TCGA) dataset and co-expression analysis was conducted using the Oncomine database.
[1] object · 10 fields
id
method-2
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.7
band
medium
quote
Cox regression
[2] object · 10 fields
id
method-3
family
survival_analysis
specific
log_rank_test
label
Survival analysis
dsl_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
log-rank
[3] object · 10 fields
id
method-4
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
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
protein-protein interaction
targets array · 0 items
gaps array · 0 items
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 · 8 items
[0]
GSE18842
[1]
GSE19188
[2]
GSE75037
[3]
GSE101929
[4]
GSE19804
[5]
GSE31210
[6]
GSE68465
[7]
GSE50081
resolved_accessions array · 8 items
[0]
GSE18842
[1]
GSE19188
[2]
GSE75037
[3]
GSE101929
[4]
GSE19804
[5]
GSE31210
[6]
GSE68465
[7]
GSE50081
statements array · 1 item
[0]
Multiple gene expression profiles retrieved from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/) were used for identification of DEGs and candidate core genes.
basis
The paper names GSE18842, GSE19188, GSE75037, GSE101929, GSE19804, GSE31210, GSE68465, GSE50081 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
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idated in multiple databases and LUAD cells (A549 and PC-9) by quantitative real-time PCR (qRT
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d LUAD cells (A549 and PC-9) by quantitative real-time PCR (qRT-PCR) and western blot analyses. Its pro
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by quantitative real-time PCR (qRT-PCR) and western blot analyses. Its prognostic value was estimated
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Its prognostic value was estimated using the Kaplan-Meier method, meta-analysis and Cox regression analysis based on the Cancer Genome Atlas (TCGA) dataset and co-expression analysis was conducted using the Oncomine database.
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35036134", "kind": "science-record", "revision": 5, "content_hash": "sha256:72157a942e231ccc2c6d35d0c7fddc99e357c2b7d9092437266945243912f900", "created_at": "2026-11-01T17:36:45Z", "updated_at": "2026-11-01T22:48:14Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of HMMR as a prognostic biomarker for patients with lung adenocarcinoma via integrated bioinformatics analysis.", "doi": "10.7717/peerj.12624", "pmid": "35036134", "authors": ["Zhaodong Li", "Hongtian Fei", "Siyu Lei", "Fengtong Hao", "Lijie Yang", "Wanze Li", "Laney Zhang", "Rui Fei"], "journal": "PeerJ", "year": 2021, "abstract": "BACKGROUND: Lung adenocarcinoma (LUAD) is the most prevalent tumor in lung carcinoma cases and threatens human life seriously worldwide. Here we attempt to identify a prognostic biomarker and potential therapeutic target for LUAD patients.\nMETHODS: Differentially expressed genes (DEGs) shared by GSE18842, GSE75037, GSE101929 and GSE19188 profiles were determined and used for protein-protein interaction analysis, enrichment analysis and clinical correlation analysis to search for the core gene, whose expression was further validated in multiple databases and LUAD cells (A549 and PC-9) by quantitative real-time PCR (qRT-PCR) and western blot analyses. Its prognostic value was estimated using the Kaplan-Meier method, meta-analysis and Cox regression analysis based on the Cancer Genome Atlas (TCGA) dataset and co-expression analysis was conducted using the Oncomine database. Gene Set Enrichment Analysis (GSEA) was performed to illuminate the potential functions of the core gene.\nRESULTS: A total of 115 shared DEGs were found, of which 24 DEGs were identified as candidate hub genes with potential functions associated with cell cycle and FOXM1 transcription factor network. Among these candidates, HMMR was identified as the core gene, which was highly expressed in LUAD as verified by multiple datasets and cell samples. Besides, high HMMR expression was found to independently predict poor survival in patients with LUAD. Co-expression analysis showed that HMMR was closely related to FOXM1 and was mainly involved in cell cycle as suggested by GSEA.\nCONCLUSION: HMMR might be served as an independent prognostic biomarker for LUAD patients, which needs further validation in subsequent studies.", "claims": [{"id": "claim-method", "statement": "Its prognostic value was estimated using the Kaplan-Meier method, meta-analysis and Cox regression analysis based on the Cancer Genome Atlas (TCGA) dataset and co-expression analysis was conducted using the Oncomine database.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35036134", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "Its prognostic value was estimated using the Kaplan-Meier method, meta-analysis and Cox regression analysis based on the Cancer Genome Atlas (TCGA) dataset and co-expression analysis was conducted using the Oncomine database."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "", "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:35036134"], "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. 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