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pmid:34026630

Prognostic Value and Related Regulatory Networks of MRPL15 in Non-Small-Cell Lung Cancer.

Yangyang Zeng · Yingying Shi · Lu Xu · Yulan Zeng · Xiao Cui · Yuan Wang · Ningning Yang · Fuxiang Zhou · Yunfeng Zhou

Frontiers in oncology · 2021 doi:10.3389/fonc.2021.656172

Paper

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Experiment

complete

Data

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pmid:34026630
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title
Prognostic Value and Related Regulatory Networks of MRPL15 in Non-Small-Cell Lung Cancer.
doi
10.3389/fonc.2021.656172
pmid
34026630
authors array · 9 items
[0]
Yangyang Zeng
[1]
Yingying Shi
[2]
Lu Xu
[3]
Yulan Zeng
[4]
Xiao Cui
[5]
Yuan Wang
[6]
Ningning Yang
[7]
Fuxiang Zhou
[8]
Yunfeng Zhou
journal
Frontiers in oncology
year
2021
abstract
BACKGROUND: Mitochondrial ribosomal protein L15 (MRPL15), a member of mitochondrial ribosomal proteins whose abnormal expression is related to tumorigenesis. However, the prognostic value and regulatory mechanisms of MRPL15 in non-small-cell lung cancer (NSCLC) remain unclear. METHODS: GEPIA, ONCOMINE, Gene Expression Omnibus (GEO), UALCAN, Kaplan-Meier plotter, PrognoScan, LinkedOmics and GeneMANIA database were utilized to explore the expression and prognostic value of MRPL15 in NSCLC. Additionally, immune infiltration patterns were evaluated via ESTIMATE algorithm and TISIDB database. Furthermore, the expression and prognostic value of MRPL15 in lung cancer were validated via immunohistochemistry (IHC) assays. RESULTS: In NSCLC, multiple cohorts including GEPIA, ONCOMINE and 8 GEO series (GSE8569, GSE101929, GSE33532, GSE27262, GSE21933, GSE19804, GSE19188, GSE18842) described that MRPL15 was up-regulated. Moreover, MRPL15 was notably linked to gender, clinical stage, lymph node status and the TP53 mutation status. And patients with high MRPL15 expression showed poor overall survival (OS), progression-free survival (PFS), disease-free survival (DFS) and relapse-free survival (RFS) in NSCLC. Then, functional network analysis suggested that MRPL15 participated in metabolism-related pathways, DNA replication and cell cycle signaling via pathways involving several kinases, miRNAs and transcription factors. Additionally, it was found that MRPL15 expression was negatively related to immune infiltration, including immune scores, stromal scores and several tumor-infiltrating lymphocytes (TILs). Furthermore, IHC results further confirmed the high MRPL15 expression and its prognostic potential in lung cancer. CONCLUSIONS: These findings demonstrate that high MRPL15 expression indicates poor prognosis in NSCLC and reveal potential regulatory networks as well as the negative relationship with immune infiltration. Thus, MRPL15 may be an attractive predictor and therapeutic strategy for NSCLC.
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[137]
GSM475793
[138]
GSM475794
[139]
GSM475795
[140]
GSM475796
[141]
GSM475797
[142]
GSM475798
[143]
GSM475799
[144]
GSM475800
[145]
GSM475801
[146]
GSM475802
[147]
GSM475803
[148]
GSM475804
[149]
GSM475805
[150]
GSM475806
[151]
GSM475807
[152]
GSM475808
[153]
GSM475809
[154]
GSM475810
[155]
GSM475811
sample_count
156
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression data for early stage NSCLC
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:GSE19804
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=GSE19804
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE19804
version
null
note
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
access_statement_kind
data_availability_statement
sample_accessions array · 120 items
[0]
GSM494556
[1]
GSM494557
[2]
GSM494558
[3]
GSM494559
[4]
GSM494560
[5]
GSM494561
[6]
GSM494562
[7]
GSM494563
[8]
GSM494564
[9]
GSM494565
[10]
GSM494566
[11]
GSM494567
[12]
GSM494568
[13]
GSM494569
[14]
GSM494570
[15]
GSM494571
[16]
GSM494572
[17]
GSM494573
[18]
GSM494574
[19]
GSM494575
[20]
GSM494576
[21]
GSM494577
[22]
GSM494578
[23]
GSM494579
[24]
GSM494580
[25]
GSM494581
[26]
GSM494582
[27]
GSM494583
[28]
GSM494584
[29]
GSM494585
[30]
GSM494586
[31]
GSM494587
[32]
GSM494588
[33]
GSM494589
[34]
GSM494590
[35]
GSM494591
[36]
GSM494592
[37]
GSM494593
[38]
GSM494594
[39]
GSM494595
[40]
GSM494596
[41]
GSM494597
[42]
GSM494598
[43]
GSM494599
[44]
GSM494600
[45]
GSM494601
[46]
GSM494602
[47]
GSM494603
[48]
GSM494604
[49]
GSM494605
[50]
GSM494606
[51]
GSM494607
[52]
GSM494608
[53]
GSM494609
[54]
GSM494610
[55]
GSM494611
[56]
GSM494612
[57]
GSM494613
[58]
GSM494614
[59]
GSM494615
[60]
GSM494616
[61]
GSM494617
[62]
GSM494618
[63]
GSM494619
[64]
GSM494620
[65]
GSM494621
[66]
GSM494622
[67]
GSM494623
[68]
GSM494624
[69]
GSM494625
[70]
GSM494626
[71]
GSM494627
[72]
GSM494628
[73]
GSM494629
[74]
GSM494630
[75]
GSM494631
[76]
GSM494632
[77]
GSM494633
[78]
GSM494634
[79]
GSM494635
[80]
GSM494636
[81]
GSM494637
[82]
GSM494638
[83]
GSM494639
[84]
GSM494640
[85]
GSM494641
[86]
GSM494642
[87]
GSM494643
[88]
GSM494644
[89]
GSM494645
[90]
GSM494646
[91]
GSM494647
[92]
GSM494648
[93]
GSM494649
[94]
GSM494650
[95]
GSM494651
[96]
GSM494652
[97]
GSM494653
[98]
GSM494654
[99]
GSM494655
[100]
GSM494656
[101]
GSM494657
[102]
GSM494658
[103]
GSM494659
[104]
GSM494660
[105]
GSM494661
[106]
GSM494662
[107]
GSM494663
[108]
GSM494664
[109]
GSM494665
[110]
GSM494666
[111]
GSM494667
[112]
GSM494668
[113]
GSM494669
[114]
GSM494670
[115]
GSM494671
[116]
GSM494672
[117]
GSM494673
[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
[6] object · 15 fields
id
data:geo:GSE21933
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=GSE21933
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE21933
version
null
note
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
access_statement_kind
data_availability_statement
sample_accessions array · 42 items
[0]
GSM545615
[1]
GSM545616
[2]
GSM545617
[3]
GSM545618
[4]
GSM545619
[5]
GSM545620
[6]
GSM545621
[7]
GSM545622
[8]
GSM545623
[9]
GSM545624
[10]
GSM545625
[11]
GSM545626
[12]
GSM545627
[13]
GSM545628
[14]
GSM545629
[15]
GSM545630
[16]
GSM545631
[17]
GSM545632
[18]
GSM545633
[19]
GSM545634
[20]
GSM545635
[21]
GSM545636
[22]
GSM545637
[23]
GSM545638
[24]
GSM545639
[25]
GSM545640
[26]
GSM545641
[27]
GSM545642
[28]
GSM545643
[29]
GSM545644
[30]
GSM545645
[31]
GSM545646
[32]
GSM545647
[33]
GSM545648
[34]
GSM545649
[35]
GSM545650
[36]
GSM545651
[37]
GSM545652
[38]
GSM545653
[39]
GSM545654
[40]
GSM545655
[41]
GSM545656
sample_count
42
group_sizes
null
group_sizes_basis
null
platform
6254
taxon
Homo sapiens
title
Gene expression profiles of tumor and paired normal lung tissues from primary non-small cell lung cancer (NSCLC) patients 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
[7] object · 15 fields
id
data:geo:GSE27262
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=GSE27262
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE27262
version
null
note
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
access_statement_kind
data_availability_statement
sample_accessions array · 50 items
[0]
GSM673870
[1]
GSM673871
[2]
GSM673872
[3]
GSM673873
[4]
GSM673874
[5]
GSM673875
[6]
GSM673876
[7]
GSM673877
[8]
GSM673878
[9]
GSM673879
[10]
GSM673880
[11]
GSM673881
[12]
GSM673882
[13]
GSM673883
[14]
GSM673884
[15]
GSM673885
[16]
GSM673886
[17]
GSM673887
[18]
GSM673888
[19]
GSM673889
[20]
GSM673890
[21]
GSM673891
[22]
GSM673892
[23]
GSM673893
[24]
GSM673894
[25]
GSM673895
[26]
GSM673896
[27]
GSM673897
[28]
GSM673898
[29]
GSM673899
[30]
GSM673900
[31]
GSM673901
[32]
GSM673902
[33]
GSM673903
[34]
GSM673904
[35]
GSM673905
[36]
GSM673906
[37]
GSM673907
[38]
GSM673908
[39]
GSM673909
[40]
GSM673910
[41]
GSM673911
[42]
GSM673912
[43]
GSM673913
[44]
GSM673914
[45]
GSM673915
[46]
GSM673916
[47]
GSM673917
[48]
GSM673918
[49]
GSM673919
sample_count
50
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene expression profiling of Non-small cell 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
[8] 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
state
resolved
reader
null
reader_status
reader_required
identifier
GSE31210
version
null
note
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
access_statement_kind
data_availability_statement
sample_accessions array · 246 items
[0]
GSM773540
[1]
GSM773541
[2]
GSM773542
[3]
GSM773543
[4]
GSM773544
[5]
GSM773545
[6]
GSM773546
[7]
GSM773547
[8]
GSM773548
[9]
GSM773549
[10]
GSM773550
[11]
GSM773551
[12]
GSM773552
[13]
GSM773553
[14]
GSM773554
[15]
GSM773555
[16]
GSM773556
[17]
GSM773557
[18]
GSM773558
[19]
GSM773559
[20]
GSM773560
[21]
GSM773561
[22]
GSM773562
[23]
GSM773563
[24]
GSM773564
[25]
GSM773565
[26]
GSM773566
[27]
GSM773567
[28]
GSM773568
[29]
GSM773569
[30]
GSM773570
[31]
GSM773571
[32]
GSM773572
[33]
GSM773573
[34]
GSM773574
[35]
GSM773575
[36]
GSM773576
[37]
GSM773577
[38]
GSM773578
[39]
GSM773579
[40]
GSM773580
[41]
GSM773581
[42]
GSM773582
[43]
GSM773583
[44]
GSM773584
[45]
GSM773585
[46]
GSM773586
[47]
GSM773587
[48]
GSM773588
[49]
GSM773589
[50]
GSM773590
[51]
GSM773591
[52]
GSM773592
[53]
GSM773593
[54]
GSM773594
[55]
GSM773595
[56]
GSM773596
[57]
GSM773597
[58]
GSM773598
[59]
GSM773599
[60]
GSM773600
[61]
GSM773601
[62]
GSM773602
[63]
GSM773603
[64]
GSM773604
[65]
GSM773605
[66]
GSM773606
[67]
GSM773607
[68]
GSM773608
[69]
GSM773609
[70]
GSM773610
[71]
GSM773611
[72]
GSM773612
[73]
GSM773613
[74]
GSM773614
[75]
GSM773615
[76]
GSM773616
[77]
GSM773617
[78]
GSM773618
[79]
GSM773619
[80]
GSM773620
[81]
GSM773621
[82]
GSM773622
[83]
GSM773623
[84]
GSM773624
[85]
GSM773625
[86]
GSM773626
[87]
GSM773627
[88]
GSM773628
[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]
GSM773673
[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]
GSM773716
[177]
GSM773717
[178]
GSM773718
[179]
GSM773719
[180]
GSM773720
[181]
GSM773721
[182]
GSM773722
[183]
GSM773723
[184]
GSM773724
[185]
GSM773725
[186]
GSM773726
[187]
GSM773727
[188]
GSM773728
[189]
GSM773729
[190]
GSM773730
[191]
GSM773731
[192]
GSM773732
[193]
GSM773733
[194]
GSM773734
[195]
GSM773735
[196]
GSM773736
[197]
GSM773737
[198]
GSM773738
[199]
GSM773739
[200]
GSM773740
[201]
GSM773741
[202]
GSM773742
[203]
GSM773743
[204]
GSM773744
[205]
GSM773745
[206]
GSM773746
[207]
GSM773747
[208]
GSM773748
[209]
GSM773749
[210]
GSM773750
[211]
GSM773751
[212]
GSM773752
[213]
GSM773753
[214]
GSM773754
[215]
GSM773755
[216]
GSM773756
[217]
GSM773757
[218]
GSM773758
[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
[9] object · 15 fields
id
data:geo:GSE33532
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=GSE33532
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE33532
version
null
note
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
access_statement_kind
data_availability_statement
sample_accessions array · 100 items
[0]
GSM835268
[1]
GSM835269
[2]
GSM835270
[3]
GSM835271
[4]
GSM835272
[5]
GSM835273
[6]
GSM835274
[7]
GSM835275
[8]
GSM835276
[9]
GSM835277
[10]
GSM835278
[11]
GSM835279
[12]
GSM835280
[13]
GSM835281
[14]
GSM835282
[15]
GSM835283
[16]
GSM835284
[17]
GSM835285
[18]
GSM835286
[19]
GSM835287
[20]
GSM835288
[21]
GSM835289
[22]
GSM835290
[23]
GSM835291
[24]
GSM835292
[25]
GSM835293
[26]
GSM835294
[27]
GSM835295
[28]
GSM835296
[29]
GSM835297
[30]
GSM835298
[31]
GSM835299
[32]
GSM835300
[33]
GSM835301
[34]
GSM835302
[35]
GSM835303
[36]
GSM835304
[37]
GSM835305
[38]
GSM835306
[39]
GSM835307
[40]
GSM835308
[41]
GSM835309
[42]
GSM835310
[43]
GSM835311
[44]
GSM835312
[45]
GSM835313
[46]
GSM835314
[47]
GSM835315
[48]
GSM835316
[49]
GSM835317
[50]
GSM835318
[51]
GSM835319
[52]
GSM835320
[53]
GSM835321
[54]
GSM835322
[55]
GSM835323
[56]
GSM835324
[57]
GSM835325
[58]
GSM835326
[59]
GSM835327
[60]
GSM835328
[61]
GSM835329
[62]
GSM835330
[63]
GSM835331
[64]
GSM835332
[65]
GSM835333
[66]
GSM835334
[67]
GSM835335
[68]
GSM835336
[69]
GSM835337
[70]
GSM835338
[71]
GSM835339
[72]
GSM835340
[73]
GSM835341
[74]
GSM835342
[75]
GSM835343
[76]
GSM835344
[77]
GSM835345
[78]
GSM835346
[79]
GSM835347
[80]
GSM835348
[81]
GSM835349
[82]
GSM835350
[83]
GSM835351
[84]
GSM835352
[85]
GSM835353
[86]
GSM835354
[87]
GSM835355
[88]
GSM835356
[89]
GSM835357
[90]
GSM835358
[91]
GSM835359
[92]
GSM835360
[93]
GSM835361
[94]
GSM835362
[95]
GSM835363
[96]
GSM835364
[97]
GSM835365
[98]
GSM835366
[99]
GSM835367
sample_count
100
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Intratumor heterogeneity of gene expression profiles in early stage 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
[10] object · 15 fields
id
data:geo:GSE8569
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=GSE8569
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE8569
version
null
note
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
access_statement_kind
data_availability_statement
sample_accessions array · 75 items
[0]
GSM212693
[1]
GSM212694
[2]
GSM212695
[3]
GSM212696
[4]
GSM212697
[5]
GSM212698
[6]
GSM212699
[7]
GSM212700
[8]
GSM212701
[9]
GSM212702
[10]
GSM212703
[11]
GSM212704
[12]
GSM212705
[13]
GSM212706
[14]
GSM212707
[15]
GSM212708
[16]
GSM212709
[17]
GSM212710
[18]
GSM212711
[19]
GSM212712
[20]
GSM212713
[21]
GSM212714
[22]
GSM212715
[23]
GSM212716
[24]
GSM212717
[25]
GSM212718
[26]
GSM212719
[27]
GSM212720
[28]
GSM212721
[29]
GSM212722
[30]
GSM212723
[31]
GSM212724
[32]
GSM212725
[33]
GSM212726
[34]
GSM212727
[35]
GSM212728
[36]
GSM212729
[37]
GSM212730
[38]
GSM212731
[39]
GSM212732
[40]
GSM212733
[41]
GSM212734
[42]
GSM212735
[43]
GSM212736
[44]
GSM212737
[45]
GSM212738
[46]
GSM212739
[47]
GSM212740
[48]
GSM212741
[49]
GSM212742
[50]
GSM212743
[51]
GSM212744
[52]
GSM212745
[53]
GSM212746
[54]
GSM212747
[55]
GSM212748
[56]
GSM212749
[57]
GSM212750
[58]
GSM212751
[59]
GSM212752
[60]
GSM212753
[61]
GSM212754
[62]
GSM212755
[63]
GSM212756
[64]
GSM212757
[65]
GSM212758
[66]
GSM212759
[67]
GSM212760
[68]
GSM212761
[69]
GSM212762
[70]
GSM212763
[71]
GSM212764
[72]
GSM212765
[73]
GSM212766
[74]
GSM212767
sample_count
75
group_sizes
null
group_sizes_basis
null
platform
5645
taxon
Homo sapiens
title
Gene expression and lung tumors: screening for markers that discriminate tumor histology and genetic background.
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[11] object · 15 fields
id
data:geo:GSE8894
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=GSE8894
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE8894
version
null
note
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
access_statement_kind
data_availability_statement
sample_accessions array · 138 items
[0]
GSM225465
[1]
GSM225530
[2]
GSM225544
[3]
GSM225547
[4]
GSM225552
[5]
GSM225553
[6]
GSM225556
[7]
GSM225558
[8]
GSM225563
[9]
GSM225565
[10]
GSM225568
[11]
GSM225572
[12]
GSM225574
[13]
GSM225575
[14]
GSM225578
[15]
GSM225582
[16]
GSM225584
[17]
GSM225585
[18]
GSM225586
[19]
GSM225587
[20]
GSM225589
[21]
GSM225590
[22]
GSM225591
[23]
GSM225593
[24]
GSM225594
[25]
GSM225595
[26]
GSM225596
[27]
GSM225598
[28]
GSM225599
[29]
GSM225601
[30]
GSM225603
[31]
GSM225604
[32]
GSM225765
[33]
GSM225766
[34]
GSM225767
[35]
GSM225768
[36]
GSM225769
[37]
GSM225770
[38]
GSM225771
[39]
GSM225772
[40]
GSM225773
[41]
GSM225774
[42]
GSM225775
[43]
GSM225776
[44]
GSM225777
[45]
GSM225778
[46]
GSM225779
[47]
GSM225780
[48]
GSM225781
[49]
GSM225782
[50]
GSM225783
[51]
GSM225784
[52]
GSM225785
[53]
GSM225786
[54]
GSM225787
[55]
GSM225788
[56]
GSM225789
[57]
GSM225790
[58]
GSM225791
[59]
GSM225792
[60]
GSM225793
[61]
GSM225794
[62]
GSM225795
[63]
GSM225796
[64]
GSM225797
[65]
GSM225798
[66]
GSM225799
[67]
GSM225800
[68]
GSM225801
[69]
GSM225802
[70]
GSM225803
[71]
GSM225804
[72]
GSM225805
[73]
GSM225806
[74]
GSM225807
[75]
GSM225808
[76]
GSM225809
[77]
GSM225810
[78]
GSM225811
[79]
GSM225812
[80]
GSM225813
[81]
GSM225814
[82]
GSM225815
[83]
GSM225816
[84]
GSM225817
[85]
GSM225818
[86]
GSM225819
[87]
GSM225820
[88]
GSM225821
[89]
GSM225823
[90]
GSM225824
[91]
GSM225825
[92]
GSM225827
[93]
GSM225828
[94]
GSM225829
[95]
GSM225831
[96]
GSM225832
[97]
GSM225833
[98]
GSM225835
[99]
GSM225836
[100]
GSM225844
[101]
GSM225846
[102]
GSM225848
[103]
GSM225849
[104]
GSM225851
[105]
GSM225852
[106]
GSM225854
[107]
GSM225855
[108]
GSM225857
[109]
GSM225859
[110]
GSM225861
[111]
GSM225863
[112]
GSM225864
[113]
GSM225866
[114]
GSM225868
[115]
GSM225873
[116]
GSM225874
[117]
GSM225876
[118]
GSM225877
[119]
GSM225879
[120]
GSM225880
[121]
GSM225882
[122]
GSM225883
[123]
GSM225884
[124]
GSM225886
[125]
GSM225888
[126]
GSM225889
[127]
GSM225890
[128]
GSM225893
[129]
GSM225894
[130]
GSM225895
[131]
GSM225896
[132]
GSM225897
[133]
GSM225898
[134]
GSM225899
[135]
GSM225900
[136]
GSM225901
[137]
GSM225902
sample_count
138
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Prediction of Recurrence-Free Survival in Postoperative NSCLC Patients—a Useful Prospective Clinical Practice
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[12] object · 16 fields
id
asset:table:pmid:34026630:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:fb0832383c0a41ce60ec3e55b93aed548dbf056b641a07f7d2abe8ad43495629
bytes
938
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[5]/table-wrap[1]#T1
version
null
note
Information of GEO series included in this analysis.
structure object · 5 fields
pmcid
PMC8138120
section_index
5
section_title
Data Collection
row_count
9
column_count
5
table object · 8 fields
label
Table 1
caption
Information of GEO series included in this analysis.
rows array · 9 items
[0] array · 5 items
[0]
GEO series
[1]
Contributor(s)
[2]
Tumor
[3]
Normal
[4]
Platform
[1] array · 5 items
[0]
GSE8569
[1]
Angulo et al., 2007
[2]
69
[3]
6
[4]
CNIO Human Oncochip 2.0
[2] array · 5 items
[0]
GSE101929
[1]
Mitchell et al., 2017
[2]
32
[3]
34
[4]
Affymetrix Human Genome U133 Plus 2.0 Array
[3] array · 5 items
[0]
GSE33532
[1]
Meister et al., 2011
[2]
80
[3]
20
[4]
Affymetrix Human Genome U133 Plus 2.0 Array
[4] array · 5 items
[0]
GSE27262
[1]
Li-Jen et al., 2011
[2]
25
[3]
25
[4]
Affymetrix Human Genome U133 Plus 2.0 Array
[5] array · 5 items
[0]
GSE21933
[1]
Chang et al., 2010
[2]
21
[3]
21
[4]
Phalanx Human OneArray
[6] array · 5 items
[0]
GSE19804
[1]
Lu et al., 2010
[2]
60
[3]
60
[4]
Affymetrix Human Genome U133 Plus 2.0 Array
[7] array · 5 items
[0]
GSE19188
[1]
Philipsen, 2009
[2]
91
[3]
65
[4]
Affymetrix Human Genome U133 Plus 2.0 Array
[8] array · 5 items
[0]
GSE18842
[1]
Ramos et al., 2019
[2]
46
[3]
45
[4]
Affymetrix Human Genome U133 Plus 2.0 Array
locator
section[5]/table-wrap[1]#T1
[13] object · 16 fields
id
asset:table:pmid:34026630:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:5bb2661bb89ee69dac299324168f24bcb3b43ae517985a41eda81192cad3504a
bytes
1732
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[18]/table-wrap[1]#T2
version
null
note
The Kinase, miRNA and transcription factor-target networks of MRPL15 in NSCLC (LinkedOmics).
structure object · 5 fields
pmcid
PMC8138120
section_index
18
section_title
Regulators of MRPL15 Networks in NSCLC
row_count
20
column_count
7
table object · 8 fields
label
Table 2
caption
The Kinase, miRNA and transcription factor-target networks of MRPL15 in NSCLC (LinkedOmics).
rows array · 20 items
[0] array · 3 items
[0]
Enriched Category
[1]
LUAD
[2]
LUSC
[1] array · 7 items
[0]
[1]
Geneset
[2]
LeadingEdgeNum
[3]
FDR
[4]
Geneset
[5]
LeadingEdgeNum
[6]
FDR
[2] array · 7 items
[0]
Kinase Target
[1]
Kinase_HCK
[2]
14
[3]
0
[4]
Kinase_MAPK7
[5]
17
[6]
0.026220
[3] array · 7 items
[0]
[1]
Kinase_PLK1
[2]
33
[3]
0.001544
[4]
Kinase_HCK
[5]
13
[6]
0.026220
[4] array · 7 items
[0]
[1]
Kinase_AURKB
[2]
35
[3]
0.006952
[4]
Kinase_PRKAA2
[5]
11
[6]
0.030590
[5] array · 7 items
[0]
[1]
Kinase_PLK3
[2]
10
[3]
0.011844
[4]
Kinase_MAPK10
[5]
9
[6]
0.030590
[6] array · 7 items
[0]
[1]
Kinase_CDK1
[2]
85
[3]
0.018153
[4]
Kinase_MAPK3
[5]
67
[6]
0.031561
[7] array · 7 items
[0]
miRNA Target
[1]
ATGTACA,MIR-493
[2]
115
[3]
0
[4]
TTTGCAC,MIR-19A,MIR-19B
[5]
178
[6]
0
[8] array · 7 items
[0]
[1]
GTGCAAA,MIR-507
[2]
51
[3]
0
[4]
GTGCAAA,MIR-507
[5]
49
[6]
0
[9] array · 7 items
[0]
[1]
TTTGCAC,MIR-19A,MIR-19B
[2]
162
[3]
0
[4]
TTGCACT,MIR-130A,MIR-301,MIR-130B
[5]
144
[6]
0
[10] array · 7 items
[0]
[1]
GCACCTT,MIR-18A,MIR-18B
[2]
53
[3]
0
[4]
TGCACTT,MIR-519C,MIR-519B,MIR-519A
[5]
149
[6]
0
[11] array · 7 items
[0]
[1]
TGCACTT,MIR-519C,MIR-519B,MIR-519A
[2]
124
[3]
0
[4]
GCACCTT,MIR-18A,MIR-18B
[5]
52
[6]
0
[12] array · 7 items
[0]
[1]
GCACTTT,MIR-17-5P,MIR-20A,MIR-106A,MIR-106B,MIR-20B,MIR-519D
[2]
185
[3]
0
[4]
GCACTTT,MIR-17-5P,MIR-20A,MIR-106A,MIR-106B,MIR-20B,MIR-519D
[5]
202
[6]
0
[13] array · 7 items
[0]
[1]
GAGCCTG,MIR-484
[2]
45
[3]
0
[4]
GAGCCTG,MIR-484
[5]
60
[6]
0
[14] array · 7 items
[0]
[1]
TTGCACT,MIR-130A,MIR-301,MIR-130B
[2]
124
[3]
0
[4]
ATGTACA,MIR-493
[5]
121
[6]
0
[15] array · 7 items
[0]
Transcription Factor Target
[1]
V$ELK1_02
[2]
72
[3]
0
[4]
GGAANCGGAANY_UNKNOWN
[5]
39
[6]
0
[16] array · 7 items
[0]
[1]
SCGGAAGY_V$ELK1_02
[2]
348
[3]
0
[4]
SCGGAAGY_V$ELK1_02
[5]
316
[6]
2.82E-04
[17] array · 7 items
[0]
[1]
GGAANCGGAANY_UNKNOWN
[2]
39
[3]
0
[4]
TMTCGCGANR_UNKNOWN
[5]
55
[6]
8.47E-04
[18] array · 7 items
[0]
[1]
TMTCGCGANR_UNKNOWN
[2]
44
[3]
0
[4]
V$ELK1_02
[5]
75
[6]
9.42E-04
[19] array · 7 items
[0]
[1]
V$DBP_Q6
[2]
68
[3]
0
[4]
AAAYWAACM_V$HFH4_01
[5]
77
[6]
0.001939
locator
section[18]/table-wrap[1]#T2
[14] object · 16 fields
id
asset:table:pmid:34026630:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:21ed767a4d028a3a773ff898b279ae45e24741869c74bd5ceb11a1e995d478da
bytes
1485
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[20]/table-wrap[1]#T3
version
null
note
Correlation between MRPL15 expression and clinicopathological characteristics in lung cancer patients.
structure object · 5 fields
pmcid
PMC8138120
section_index
20
section_title
The Prognostic Value of MRPL15 Expression in Lung Cancer Patients
row_count
25
column_count
6
table object · 8 fields
label
Table 3
caption
Correlation between MRPL15 expression and clinicopathological characteristics in lung cancer patients.
rows array · 25 items
[0] array · 5 items
[0]
Characteristics
[1]
total
[2]
MRPL15 expression
[3]
Chi-square
[4]
P
[1] array · 4 items
[0]
Patient
[1]
91
[2]
low
[3]
high
[2] array · 4 items
[0]
48
[1]
43
[2]
[3]
[3] array · 6 items
[0]
Age
[1]
[2]
[3]
[4]
[5]
0.104
[4] array · 6 items
[0]
<60
[1]
33 (36.3%)
[2]
14 (29.2%)
[3]
19 (44.2%)
[4]
2.21
[5]
0.137
[5] array · 4 items
[0]
≥60
[1]
58 (63.7%)
[2]
34 (70.8%)
[3]
24 (55.8%)
[6] array · 6 items
[0]
Gender
[1]
[2]
[3]
[4]
[5]
[7] array · 6 items
[0]
Male
[1]
51 (44%)
[2]
30 (37.5%)
[3]
21 (51.2%)
[4]
1.719
[5]
0.19
[8] array · 4 items
[0]
Female
[1]
40 (56%)
[2]
18 (62.5%)
[3]
22 (48.8%)
[9] array · 6 items
[0]
Pathological type
[1]
[2]
[3]
[4]
[5]
[10] array · 6 items
[0]
Adenocarcinoma
[1]
67 (73.6%)
[2]
31 (64.6%)
[3]
36 (83.7%)
[4]
4.33
[5]
0.115
[11] array · 4 items
[0]
Bronchioloalveolar Carcinoma
[1]
6 (6.6%)
[2]
4 (8.3%)
[3]
2 (4.7%)
[12] array · 4 items
[0]
Adenocarcinoma with other tissue
[1]
18 (19.8%)
[2]
13 (27.1%)
[3]
5 (11.6%)
[13] array · 6 items
[0]
Clinical stage
[1]
[2]
[3]
[4]
[5]
[14] array · 6 items
[0]
I–II
[1]
57 (62.6%)
[2]
33 (68.8%)
[3]
24 (55.8%)
[4]
1.622
[5]
0.203
[15] array · 4 items
[0]
III–IV
[1]
34 (37.4%)
[2]
15 (31.2%)
[3]
19 (44.2%)
[16] array · 6 items
[0]
T classification
[1]
[2]
[3]
[4]
[5]
[17] array · 6 items
[0]
T1–T2
[1]
68 (74.7%)
[2]
37 (77.1%)
[3]
31 (72.1%)
[4]
0.299
[5]
0.584
[18] array · 4 items
[0]
T3–T4
[1]
23 (25.3%)
[2]
11 (22.9%)
[3]
12 (21.9%)
[19] array · 6 items
[0]
N classification
[1]
[2]
[3]
[4]
[5]
[20] array · 6 items
[0]
N negative
[1]
39 (42.9%)
[2]
25 (52.1%)
[3]
14 (32.6%)
[4]
3.531
[5]
0.028
[21] array · 4 items
[0]
N positive
[1]
52 (57.1%)
[2]
23 (47.9%)
[3]
29 (67.4%)
[22] array · 6 items
[0]
M classification
[1]
[2]
[3]
[4]
[5]
[23] array · 6 items
[0]
M0
[1]
89 (97.8%)
[2]
48 (100%)
[3]
41 (95.3%)
[4]
[5]
0.221
[24] array · 4 items
[0]
M1
[1]
2 (2.2%)
[2]
0 (0%)
[3]
2 (4.7%)
locator
section[20]/table-wrap[1]#T3
[15] object · 16 fields
id
asset:table:pmid:34026630:4
role
table
format
jats-table
media_type
application/vnd.jats.table+json
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null
sha256
sha256:d6acbf14463b70bd33d6309ba5b3aba4a2111db972a6fc1add3aad8ed67fff75
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1325
access
open
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verified
reader
read_table
reader_status
available
identifier
section[20]/table-wrap[2]#T4
version
null
note
Univariate and multivariate Cox regression analysis.
structure object · 5 fields
pmcid
PMC8138120
section_index
20
section_title
The Prognostic Value of MRPL15 Expression in Lung Cancer Patients
row_count
18
column_count
7
table object · 8 fields
label
Table 4
caption
Univariate and multivariate Cox regression analysis.
rows array · 18 items
[0] array · 3 items
[0]
Variables
[1]
Univariate Analysis
[2]
Multivariate Analysis
[1] array · 6 items
[0]
HR
[1]
95% CI
[2]
P value
[3]
HR
[4]
95% CI
[5]
P value
[2] array · 7 items
[0]
Gender
[1]
1.491
[2]
0.85–2.618
[3]
0.164
[4]
1.05
[5]
1.017–1.084
[6]
0.003
[3] array · 7 items
[0]
Age
[1]
1.039
[2]
1.007–1.071
[3]
0.017
[4]
[5]
[6]
[4] array · 7 items
[0]
Clinical stage (I)
[1]
[2]
[3]
0.017
[4]
[5]
[6]
[5] array · 7 items
[0]
Clinical stage (II)
[1]
1.116
[2]
0.509–2.448
[3]
0.784
[4]
[5]
[6]
[6] array · 7 items
[0]
Clinical stage (III)
[1]
2.545
[2]
1.275–5.081
[3]
0.008
[4]
[5]
[6]
[7] array · 7 items
[0]
Clinical stage (IV)
[1]
3.846
[2]
0.848–17.442
[3]
0.081
[4]
[5]
[6]
[8] array · 7 items
[0]
T classification (T1)
[1]
[2]
[3]
0.006
[4]
[5]
[6]
[9] array · 7 items
[0]
T classification (T2)
[1]
1.883
[2]
0.866–4.094
[3]
0.11
[4]
[5]
[6]
[10] array · 7 items
[0]
T classification (T3)
[1]
4.479
[2]
1.823–11.006
[3]
0.001
[4]
[5]
[6]
[11] array · 7 items
[0]
T classification (T4)
[1]
3.383
[2]
1.252–9.138
[3]
0.016
[4]
[5]
[6]
[12] array · 7 items
[0]
N classification
[1]
[2]
[3]
0.055
[4]
[5]
[6]
[13] array · 7 items
[0]
N classification (1)
[1]
1.243
[2]
0.625–2.47
[3]
0.535
[4]
[5]
[6]
[14] array · 7 items
[0]
N classification (2)
[1]
2.773
[2]
1.298–5.925
[3]
0.008
[4]
[5]
[6]
[15] array · 7 items
[0]
N classification (3)
[1]
1.866
[2]
0.737–4.727
[3]
0.188
[4]
[5]
[6]
[16] array · 7 items
[0]
M classification (M0vsM1)
[1]
2.482
[2]
0.595–10.357
[3]
0.212
[4]
[5]
[6]
[17] array · 7 items
[0]
MRPL15 expression
[1]
1.895
[2]
1.083–3.316
[3]
0.025
[4]
1.996
[5]
1.121–3.554
[6]
0.019
locator
section[20]/table-wrap[2]#T4
gaps array · 22 items
[0]
asset:data:geo:GSE101929 not downloaded
[1]
asset:data:geo:GSE101929 licence not read
[2]
asset:data:geo:GSE13213 not downloaded
[3]
asset:data:geo:GSE13213 licence not read
[4]
asset:data:geo:GSE18842 not downloaded
[5]
asset:data:geo:GSE18842 licence not read
[6]
asset:data:geo:GSE19188 not downloaded
[7]
asset:data:geo:GSE19188 licence not read
[8]
asset:data:geo:GSE19804 not downloaded
[9]
asset:data:geo:GSE19804 licence not read
[10]
asset:data:geo:GSE21933 not downloaded
[11]
asset:data:geo:GSE21933 licence not read
[12]
asset:data:geo:GSE27262 not downloaded
[13]
asset:data:geo:GSE27262 licence not read
[14]
asset:data:geo:GSE31210 not downloaded
[15]
asset:data:geo:GSE31210 licence not read
[16]
asset:data:geo:GSE33532 not downloaded
[17]
asset:data:geo:GSE33532 licence not read
[18]
asset:data:geo:GSE8569 not downloaded
[19]
asset:data:geo:GSE8569 licence not read
[20]
asset:data:geo:GSE8894 not downloaded
[21]
asset:data:geo:GSE8894 licence not read
analysis object · 4 fields
state
complete
methods array · 5 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
0.7
band
medium
quote
Kaplan-Meier
[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
0.8
band
high
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
0.8
band
high
quote
PPI
[4] object · 10 fields
id
method-5
family
contingency_analysis
specific
chi_square
label
Categorical (contingency table) analysis
dsl_operations array · 1 item
[0]
chi_square_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
categorical_cross_tabulation
evidence object · 3 fields
score
0.8
band
high
quote
Chi-square
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 · 11 items
[0]
GSE8569
[1]
GSE101929
[2]
GSE33532
[3]
GSE27262
[4]
GSE21933
[5]
GSE19804
[6]
GSE19188
[7]
GSE18842
[8]
GSE8894
[9]
GSE31210
[10]
GSE13213
resolved_accessions array · 11 items
[0]
GSE8569
[1]
GSE101929
[2]
GSE33532
[3]
GSE27262
[4]
GSE21933
[5]
GSE19804
[6]
GSE19188
[7]
GSE18842
[8]
GSE8894
[9]
GSE31210
[10]
GSE13213
statements array · 1 item
[0]
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
basis
The paper names GSE8569, GSE101929, GSE33532, GSE27262, GSE21933, GSE19804, GSE19188, GSE18842, GSE8894, GSE31210, GSE13213 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]
survival_km
assets array · 6 items
[0]
source:pmid:34026630
[1]
data:geo:GSE101929
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asset:table:pmid:34026630:1
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asset:table:pmid:34026630:2
[4]
asset:table:pmid:34026630:3
[5]
asset:table:pmid:34026630:4
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:GSE101929
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
2026-10-31T19:35:19Z
independence
single_reader
evidence_check object · 2 fields
method
absent
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
23769
completion_tokens
3199
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
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null
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gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:34026630
type
paper
label
pmid:34026630
[1] object · 3 fields
id
source:pmid:34026630
type
manuscript
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PMID 34026630 full text
[2] object · 3 fields
id
data:geo:GSE101929
type
dataset
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GEO GSE101929
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[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
used array · 3 items
[0] object · 3 fields
id
pmid:34026630
type
paper
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pmid:34026630
[1] object · 3 fields
id
source:pmid:34026630
type
manuscript
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PMID 34026630 full text
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id
data:geo:GSE101929
type
dataset
label
GEO GSE101929
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agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-34026630
type
extraction
used array · 1 item
[0]
source:pmid:34026630
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE101929
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE101929
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
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Corpus assay engine
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id
agent:minimax-reader
type
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MiniMax literature reader
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dsl_catalogue_fingerprint
343fb30756ba6ec3
capability_table_fingerprint
2cb3e42f047d2ecf
snapshot_id
ba34b49490d9bfaf
lineage object · 4 fields
parent_id
pmid:34026630
parent_hash
sha256:347ccb485c19e972cbee16d2ebec9887a059e7ab3a7f0cc3e04c63248dddec44
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null
gaps array · 26 items
[0]
asset:data:geo:GSE101929 licence not read
[1]
asset:data:geo:GSE101929 not downloaded
[2]
asset:data:geo:GSE13213 licence not read
[3]
asset:data:geo:GSE13213 not downloaded
[4]
asset:data:geo:GSE18842 licence not read
[5]
asset:data:geo:GSE18842 not downloaded
[6]
asset:data:geo:GSE19188 licence not read
[7]
asset:data:geo:GSE19188 not downloaded
[8]
asset:data:geo:GSE19804 licence not read
[9]
asset:data:geo:GSE19804 not downloaded
[10]
asset:data:geo:GSE21933 licence not read
[11]
asset:data:geo:GSE21933 not downloaded
[12]
asset:data:geo:GSE27262 licence not read
[13]
asset:data:geo:GSE27262 not downloaded
[14]
asset:data:geo:GSE31210 licence not read
[15]
asset:data:geo:GSE31210 not downloaded
[16]
asset:data:geo:GSE33532 licence not read
[17]
asset:data:geo:GSE33532 not downloaded
[18]
asset:data:geo:GSE8569 licence not read
[19]
asset:data:geo:GSE8569 not downloaded
[20]
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[21]
asset:data:geo:GSE8894 not downloaded
[22]
execution.not_run
[23]
review.human_critique
[24]
review.independent_reader
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data_generation
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99e1195c7d6f
required_operations array · 0 items
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confidence
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evidence array · 4 items
[0]
of MRPL15 in lung cancer were validated via immunohistochemistry (IHC) assays. RESULTS: In NSCLC, multiple co
[1]
cer were validated via immunohistochemistry (IHC) assays. RESULTS: In NSCLC, multiple cohorts
[2]
nfiltrating lymphocytes (TILs). Furthermore, IHC results further confirmed the high MRPL15 ex
[3]
rrays. (A) Representative pictures of MRPL15 IHC in lung cancer tissues and matched adjacent
order_basis
paper_text_order:734
id
assay:1
[1] 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
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dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
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Kaplan-Meier
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34026630", "kind": "science-record", "revision": 7, "content_hash": "sha256:ad97a4a5eb3a32b2818ec1ad7dae44b672f48bc2e0d04dec9ab761fcabc6e98a", "created_at": "2026-11-01T15:41:36Z", "updated_at": "2026-11-01T22:03:49Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Prognostic Value and Related Regulatory Networks of MRPL15 in Non-Small-Cell Lung Cancer.", "doi": "10.3389/fonc.2021.656172", "pmid": "34026630", "authors": ["Yangyang Zeng", "Yingying Shi", "Lu Xu", "Yulan Zeng", "Xiao Cui", "Yuan Wang", "Ningning Yang", "Fuxiang Zhou", "Yunfeng Zhou"], "journal": "Frontiers in oncology", "year": 2021, "abstract": "BACKGROUND: Mitochondrial ribosomal protein L15 (MRPL15), a member of mitochondrial ribosomal proteins whose abnormal expression is related to tumorigenesis. However, the prognostic value and regulatory mechanisms of MRPL15 in non-small-cell lung cancer (NSCLC) remain unclear.\nMETHODS: GEPIA, ONCOMINE, Gene Expression Omnibus (GEO), UALCAN, Kaplan-Meier plotter, PrognoScan, LinkedOmics and GeneMANIA database were utilized to explore the expression and prognostic value of MRPL15 in NSCLC. Additionally, immune infiltration patterns were evaluated via ESTIMATE algorithm and TISIDB database. Furthermore, the expression and prognostic value of MRPL15 in lung cancer were validated via immunohistochemistry (IHC) assays.\nRESULTS: In NSCLC, multiple cohorts including GEPIA, ONCOMINE and 8 GEO series (GSE8569, GSE101929, GSE33532, GSE27262, GSE21933, GSE19804, GSE19188, GSE18842) described that MRPL15 was up-regulated. Moreover, MRPL15 was notably linked to gender, clinical stage, lymph node status and the TP53 mutation status. And patients with high MRPL15 expression showed poor overall survival (OS), progression-free survival (PFS), disease-free survival (DFS) and relapse-free survival (RFS) in NSCLC. Then, functional network analysis suggested that MRPL15 participated in metabolism-related pathways, DNA replication and cell cycle signaling via pathways involving several kinases, miRNAs and transcription factors. Additionally, it was found that MRPL15 expression was negatively related to immune infiltration, including immune scores, stromal scores and several tumor-infiltrating lymphocytes (TILs). Furthermore, IHC results further confirmed the high MRPL15 expression and its prognostic potential in lung cancer.\nCONCLUSIONS: These findings demonstrate that high MRPL15 expression indicates poor prognosis in NSCLC and reveal potential regulatory networks as well as the negative relationship with immune infiltration. Thus, MRPL15 may be an attractive predictor and therapeutic strategy for NSCLC.", "claims": [{"id": "claim-data-access", "statement": "The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34026630", "locator": "sections[22] \"Data Availability Statement\" paragraph 2", "quote": "The original contributions presented in the study are included in the article/ Supplementary Material . 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"group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Prediction of Recurrence-Free Survival in Postoperative NSCLC Patients—a Useful Prospective Clinical Practice", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:34026630:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:fb0832383c0a41ce60ec3e55b93aed548dbf056b641a07f7d2abe8ad43495629", "bytes": 938, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[5]/table-wrap[1]#T1", "version": null, "note": "Information of GEO series included in this analysis.", "structure": {"pmcid": "PMC8138120", "section_index": 5, "section_title": "Data Collection", "row_count": 9, "column_count": 5}, "table": {"label": "Table 1", "caption": "Information of GEO series included in this analysis.", "rows": [["GEO series", "Contributor(s)", "Tumor", "Normal", "Platform"], ["GSE8569", "Angulo et al., 2007", "69", "6", "CNIO Human Oncochip 2.0"], ["GSE101929", "Mitchell et al., 2017", "32", "34", "Affymetrix Human Genome U133 Plus 2.0 Array"], ["GSE33532", "Meister et al., 2011", "80", "20", "Affymetrix Human Genome U133 Plus 2.0 Array"], ["GSE27262", "Li-Jen et al., 2011", "25", "25", "Affymetrix Human Genome U133 Plus 2.0 Array"], ["GSE21933", "Chang et al., 2010", "21", "21", "Phalanx Human OneArray"], ["GSE19804", "Lu et al., 2010", "60", "60", "Affymetrix Human Genome U133 Plus 2.0 Array"], ["GSE19188", "Philipsen, 2009", "91", "65", "Affymetrix Human Genome U133 Plus 2.0 Array"], ["GSE18842", "Ramos et al., 2019", "46", "45", "Affymetrix Human Genome U133 Plus 2.0 Array"]], "row_count": 9, "column_count": 5, "numeric_cells": 39, "header_rows": 1, "locator": "section[5]/table-wrap[1]#T1"}}, {"id": "asset:table:pmid:34026630:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:5bb2661bb89ee69dac299324168f24bcb3b43ae517985a41eda81192cad3504a", "bytes": 1732, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[18]/table-wrap[1]#T2", "version": null, "note": "The Kinase, miRNA and transcription factor-target networks of MRPL15 in NSCLC (LinkedOmics).", "structure": {"pmcid": "PMC8138120", "section_index": 18, "section_title": "Regulators of MRPL15 Networks in NSCLC", "row_count": 20, "column_count": 7}, "table": {"label": "Table 2", "caption": "The Kinase, miRNA and transcription factor-target networks of MRPL15 in NSCLC (LinkedOmics).", "rows": [["Enriched Category", "LUAD", "LUSC"], ["", "Geneset", "LeadingEdgeNum", "FDR", "Geneset", "LeadingEdgeNum", "FDR"], ["Kinase Target", "Kinase_HCK", "14", "0", "Kinase_MAPK7", "17", "0.026220"], ["", "Kinase_PLK1", "33", "0.001544", "Kinase_HCK", "13", "0.026220"], ["", "Kinase_AURKB", "35", "0.006952", "Kinase_PRKAA2", "11", "0.030590"], ["", "Kinase_PLK3", "10", "0.011844", "Kinase_MAPK10", "9", "0.030590"], ["", "Kinase_CDK1", "85", "0.018153", "Kinase_MAPK3", "67", "0.031561"], ["miRNA Target", "ATGTACA,MIR-493", "115", "0", "TTTGCAC,MIR-19A,MIR-19B", "178", "0"], ["", "GTGCAAA,MIR-507", "51", "0", "GTGCAAA,MIR-507", "49", "0"], ["", "TTTGCAC,MIR-19A,MIR-19B", "162", "0", "TTGCACT,MIR-130A,MIR-301,MIR-130B", "144", "0"], ["", "GCACCTT,MIR-18A,MIR-18B", "53", "0", "TGCACTT,MIR-519C,MIR-519B,MIR-519A", "149", "0"], ["", "TGCACTT,MIR-519C,MIR-519B,MIR-519A", "124", "0", "GCACCTT,MIR-18A,MIR-18B", "52", "0"], ["", "GCACTTT,MIR-17-5P,MIR-20A,MIR-106A,MIR-106B,MIR-20B,MIR-519D", "185", "0", "GCACTTT,MIR-17-5P,MIR-20A,MIR-106A,MIR-106B,MIR-20B,MIR-519D", "202", "0"], ["", "GAGCCTG,MIR-484", "45", "0", "GAGCCTG,MIR-484", "60", "0"], ["", "TTGCACT,MIR-130A,MIR-301,MIR-130B", "124", "0", 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clinicopathological characteristics in lung cancer patients.", "structure": {"pmcid": "PMC8138120", "section_index": 20, "section_title": "The Prognostic Value of MRPL15 Expression in Lung Cancer Patients", "row_count": 25, "column_count": 6}, "table": {"label": "Table 3", "caption": "Correlation between MRPL15 expression and clinicopathological characteristics in lung cancer patients.", "rows": [["Characteristics", "total", "MRPL15 expression", "Chi-square", "P"], ["Patient", "91", "low", "high"], ["48", "43", "", ""], ["Age", "", "", "", "", "0.104"], ["<60", "33 (36.3%)", "14 (29.2%)", "19 (44.2%)", "2.21", "0.137"], ["≥60", "58 (63.7%)", "34 (70.8%)", "24 (55.8%)"], ["Gender", "", "", "", "", ""], ["Male", "51 (44%)", "30 (37.5%)", "21 (51.2%)", "1.719", "0.19"], ["Female", "40 (56%)", "18 (62.5%)", "22 (48.8%)"], ["Pathological type", "", "", "", "", ""], ["Adenocarcinoma", "67 (73.6%)", "31 (64.6%)", "36 (83.7%)", "4.33", "0.115"], ["Bronchioloalveolar Carcinoma", "6 (6.6%)", "4 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RESULTS: In NSCLC, multiple co", "cer were validated via immunohistochemistry (IHC) assays. RESULTS: In NSCLC, multiple cohorts", "nfiltrating lymphocytes (TILs). Furthermore, IHC results further confirmed the high MRPL15 ex", "rrays. (A) Representative pictures of MRPL15 IHC in lung cancer tissues and matched adjacent"], "order_basis": "paper_text_order:734", "id": "assay:1"}, {"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": 0.7, "evidence": ["Kaplan-Meier"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}