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pmid:33604191

Evaluation of FGFR1 as a diagnostic biomarker for ovarian cancer using TCGA and GEO datasets.

Huiting Xiao · Kun Wang · Dan Li · Ke Wang · Min Yu

PeerJ · 2021 doi:10.7717/peerj.10817

Paper

complete

Experiment

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Data

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Analysis

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title
Evaluation of FGFR1 as a diagnostic biomarker for ovarian cancer using TCGA and GEO datasets.
doi
10.7717/peerj.10817
pmid
33604191
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Huiting Xiao
[1]
Kun Wang
[2]
Dan Li
[3]
Ke Wang
[4]
Min Yu
journal
PeerJ
year
2021
abstract
BACKGROUND: Malignant ovarian cancer is associated with the highest mortality of all gynecological tumors. Designing therapeutic targets that are specific to OC tissue is important for optimizing OC therapies. This study aims to identify different expression patterns of genes related to FGFR1 and the usefulness of FGFR1 as diagnostic biomarker for OC. METHODS: We collected data from The Cancer Genome Atlas (TCGA) and the Gene Expression Omnibus (GEO) databases. In the TCGA cohort we analyzed clinical information according to patient characteristics, including age, stage, grade, longest dimension of the tumor and the presence of a residual tumor. GEO data served as a validation set. We obtained data on differentially expressed genes (DEGs) from the two microarray datasets. We then used gene set enrichment analysis (GSEA) to analyze the DEG data in order to identify enriched pathways related to FGFR1. RESULTS: Differential expression analysis revealed that FGFR1 was significantly downregulated in OC specimens. 303 patients were included in the TCGA cohort. The GEO dataset confirmed these findings using information on 75 Asian patients. The GSE105437 and GSE12470 database highlighted the significant diagnostic value of FGFR1 in identifying OC (AUC = 1, p = 0.0009 and AUC = 0.8256, p = 0.0015 respectively). CONCLUSIONS: Our study examined existing TCGA and GEO datasets for novel factors associated with OC and identified FGFR1 as a potential diagnostic factor. Further investigation is warranted to characterize the role played by FGFR1 in OC.
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The two ovarian cancer gene expression microarray datasets GSE105437 and GSE12470 were analyzed using the R limma package and were sorted according to logfold-change values with corrected p-values <0.05.
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sections[10] "Identification of DEGs in ovarian cancer using integrated bioinformatics" paragraph 2
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The two ovarian cancer gene expression microarray datasets GSE105437 and GSE12470 were analyzed using the R limma package and were sorted according to logfold-change values with corrected p-values <0.05.
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sections[16] "Additional Information and Declarations" paragraph 4
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[122]
GSM657641
[123]
GSM657642
[124]
GSM657643
[125]
GSM657644
[126]
GSM657645
[127]
GSM657646
[128]
GSM657647
[129]
GSM657648
[130]
GSM657649
[131]
GSM657650
[132]
GSM657651
[133]
GSM657652
[134]
GSM657653
[135]
GSM657654
[136]
GSM657655
[137]
GSM657656
[138]
GSM657657
[139]
GSM657658
[140]
GSM657659
[141]
GSM657660
[142]
GSM657661
[143]
GSM657662
[144]
GSM657663
[145]
GSM657664
[146]
GSM657665
[147]
GSM657666
[148]
GSM657667
[149]
GSM657668
[150]
GSM657669
[151]
GSM657670
[152]
GSM657671
[153]
GSM657672
[154]
GSM657673
[155]
GSM657674
[156]
GSM657675
[157]
GSM657676
[158]
GSM657677
[159]
GSM657678
[160]
GSM657679
[161]
GSM657680
[162]
GSM657681
[163]
GSM657682
[164]
GSM657683
[165]
GSM657684
[166]
GSM657685
[167]
GSM657686
[168]
GSM657687
[169]
GSM657688
[170]
GSM657689
[171]
GSM657690
[172]
GSM657691
[173]
GSM657692
[174]
GSM657693
[175]
GSM657694
[176]
GSM657695
[177]
GSM657696
[178]
GSM657697
[179]
GSM657698
[180]
GSM657699
[181]
GSM657700
[182]
GSM657701
[183]
GSM657702
[184]
GSM657703
[185]
GSM657704
[186]
GSM657705
[187]
GSM657706
[188]
GSM657707
[189]
GSM657708
[190]
GSM657709
[191]
GSM657710
[192]
GSM657711
[193]
GSM657712
[194]
GSM657713
sample_count
195
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
A Gene Signature Predicting for Survival in Suboptimally Debulked Patients with Ovarian Cancer
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:GSE27651
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=GSE27651
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE27651
version
null
note
Data is available at NCBI GEO: GSE105437, GSE66957, GSE66387, GSE40595, GSE29450, GSE29156, GSE27651, GSE26712, GSE18521, GSE18520, GSE17308, and GSE12470.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data is available at NCBI GEO: GSE105437, GSE66957, GSE66387, GSE40595, GSE29450, GSE29156, GSE27651, GSE26712, GSE18521, GSE18520, GSE17308, and GSE12470.
access_statement_kind
data_availability_statement
sample_accessions array · 49 items
[0]
GSM370103
[1]
GSM370104
[2]
GSM370105
[3]
GSM370106
[4]
GSM370107
[5]
GSM370108
[6]
GSM370109
[7]
GSM370110
[8]
GSM370387
[9]
GSM370388
[10]
GSM370389
[11]
GSM370390
[12]
GSM370391
[13]
GSM370392
[14]
GSM370687
[15]
GSM370688
[16]
GSM370689
[17]
GSM370690
[18]
GSM370898
[19]
GSM370905
[20]
GSM370906
[21]
GSM371112
[22]
GSM371113
[23]
GSM371141
[24]
GSM371142
[25]
GSM371143
[26]
GSM371144
[27]
GSM371145
[28]
GSM371146
[29]
GSM371642
[30]
GSM371643
[31]
GSM371645
[32]
GSM371647
[33]
GSM371648
[34]
GSM371649
[35]
GSM371651
[36]
GSM371653
[37]
GSM371654
[38]
GSM371655
[39]
GSM371656
[40]
GSM372253
[41]
GSM372255
[42]
GSM372258
[43]
GSM372259
[44]
GSM372260
[45]
GSM372261
[46]
GSM372262
[47]
GSM372263
[48]
GSM372264
sample_count
49
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
The Anterior Gradient Homolog 3 (AGR3) Gene Is Associated with Differentiation and Survival in Ovarian Cancer
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:GSE29156
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=GSE29156
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE29156
version
null
note
Data is available at NCBI GEO: GSE105437, GSE66957, GSE66387, GSE40595, GSE29450, GSE29156, GSE27651, GSE26712, GSE18521, GSE18520, GSE17308, and GSE12470.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data is available at NCBI GEO: GSE105437, GSE66957, GSE66387, GSE40595, GSE29450, GSE29156, GSE27651, GSE26712, GSE18521, GSE18520, GSE17308, and GSE12470.
access_statement_kind
data_availability_statement
sample_accessions array · 72 items
[0]
GSM721576
[1]
GSM721577
[2]
GSM721578
[3]
GSM721579
[4]
GSM721580
[5]
GSM721581
[6]
GSM721582
[7]
GSM721583
[8]
GSM721584
[9]
GSM721585
[10]
GSM721586
[11]
GSM721587
[12]
GSM721588
[13]
GSM721589
[14]
GSM721590
[15]
GSM721591
[16]
GSM721592
[17]
GSM721593
[18]
GSM721594
[19]
GSM721595
[20]
GSM721596
[21]
GSM721597
[22]
GSM721598
[23]
GSM721599
[24]
GSM721600
[25]
GSM721601
[26]
GSM721602
[27]
GSM721603
[28]
GSM721604
[29]
GSM721605
[30]
GSM721606
[31]
GSM721607
[32]
GSM721608
[33]
GSM721609
[34]
GSM721610
[35]
GSM721611
[36]
GSM721612
[37]
GSM721613
[38]
GSM721614
[39]
GSM721615
[40]
GSM721616
[41]
GSM721617
[42]
GSM721618
[43]
GSM721619
[44]
GSM721620
[45]
GSM721621
[46]
GSM721622
[47]
GSM721623
[48]
GSM721624
[49]
GSM721625
[50]
GSM721626
[51]
GSM721627
[52]
GSM721628
[53]
GSM721629
[54]
GSM721630
[55]
GSM721631
[56]
GSM721632
[57]
GSM721633
[58]
GSM721634
[59]
GSM721635
[60]
GSM721636
[61]
GSM721637
[62]
GSM721638
[63]
GSM721639
[64]
GSM721640
[65]
GSM721641
[66]
GSM721642
[67]
GSM721643
[68]
GSM721644
[69]
GSM721645
[70]
GSM721646
[71]
GSM721647
sample_count
72
group_sizes
null
group_sizes_basis
null
platform
5188
taxon
Homo sapiens
title
Serous ovarian benign tumor and type II carcinoma data set for expression and paracrine signaling investigation
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:GSE29450
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=GSE29450
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE29450
version
null
note
Data is available at NCBI GEO: GSE105437, GSE66957, GSE66387, GSE40595, GSE29450, GSE29156, GSE27651, GSE26712, GSE18521, GSE18520, GSE17308, and GSE12470.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data is available at NCBI GEO: GSE105437, GSE66957, GSE66387, GSE40595, GSE29450, GSE29156, GSE27651, GSE26712, GSE18521, GSE18520, GSE17308, and GSE12470.
access_statement_kind
data_availability_statement
sample_accessions array · 20 items
[0]
GSM729034
[1]
GSM729035
[2]
GSM729036
[3]
GSM729037
[4]
GSM729038
[5]
GSM729039
[6]
GSM729040
[7]
GSM729041
[8]
GSM729042
[9]
GSM729043
[10]
GSM729044
[11]
GSM729045
[12]
GSM729046
[13]
GSM729047
[14]
GSM729048
[15]
GSM729049
[16]
GSM729050
[17]
GSM729051
[18]
GSM729052
[19]
GSM729053
sample_count
20
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Identification of Novel Therapeutic Targets in Microdissected Clear Cell Ovarian Cancers
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:GSE40595
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=GSE40595
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE40595
version
null
note
Data is available at NCBI GEO: GSE105437, GSE66957, GSE66387, GSE40595, GSE29450, GSE29156, GSE27651, GSE26712, GSE18521, GSE18520, GSE17308, and GSE12470.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data is available at NCBI GEO: GSE105437, GSE66957, GSE66387, GSE40595, GSE29450, GSE29156, GSE27651, GSE26712, GSE18521, GSE18520, GSE17308, and GSE12470.
access_statement_kind
data_availability_statement
sample_accessions array · 77 items
[0]
GSM997591
[1]
GSM997592
[2]
GSM997593
[3]
GSM997594
[4]
GSM997595
[5]
GSM997596
[6]
GSM997597
[7]
GSM997598
[8]
GSM997599
[9]
GSM997600
[10]
GSM997601
[11]
GSM997602
[12]
GSM997603
[13]
GSM997604
[14]
GSM997605
[15]
GSM997606
[16]
GSM997607
[17]
GSM997608
[18]
GSM997609
[19]
GSM997610
[20]
GSM997611
[21]
GSM997612
[22]
GSM997613
[23]
GSM997614
[24]
GSM997615
[25]
GSM997616
[26]
GSM997617
[27]
GSM997618
[28]
GSM997619
[29]
GSM997620
[30]
GSM997621
[31]
GSM997622
[32]
GSM997623
[33]
GSM997624
[34]
GSM997625
[35]
GSM997626
[36]
GSM997627
[37]
GSM997628
[38]
GSM997629
[39]
GSM997630
[40]
GSM997631
[41]
GSM997632
[42]
GSM997633
[43]
GSM997634
[44]
GSM997635
[45]
GSM997636
[46]
GSM997637
[47]
GSM997638
[48]
GSM997639
[49]
GSM997640
[50]
GSM997641
[51]
GSM997642
[52]
GSM997643
[53]
GSM997644
[54]
GSM997645
[55]
GSM997646
[56]
GSM997647
[57]
GSM997648
[58]
GSM997649
[59]
GSM997650
[60]
GSM997651
[61]
GSM997652
[62]
GSM997653
[63]
GSM997654
[64]
GSM997655
[65]
GSM997656
[66]
GSM997657
[67]
GSM997658
[68]
GSM997659
[69]
GSM997660
[70]
GSM997661
[71]
GSM997662
[72]
GSM997663
[73]
GSM997664
[74]
GSM997665
[75]
GSM997666
[76]
GSM997667
sample_count
77
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
A cancer associated fibroblasts (CAFs) specific gene signature in high grade serous ovarian cancer
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:GSE66387
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=GSE66387
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE66387
version
null
note
Data is available at NCBI GEO: GSE105437, GSE66957, GSE66387, GSE40595, GSE29450, GSE29156, GSE27651, GSE26712, GSE18521, GSE18520, GSE17308, and GSE12470.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data is available at NCBI GEO: GSE105437, GSE66957, GSE66387, GSE40595, GSE29450, GSE29156, GSE27651, GSE26712, GSE18521, GSE18520, GSE17308, and GSE12470.
access_statement_kind
data_availability_statement
sample_accessions array · 22 items
[0]
GSM1621355
[1]
GSM1621356
[2]
GSM1621357
[3]
GSM1621358
[4]
GSM1621359
[5]
GSM1621360
[6]
GSM1621361
[7]
GSM1621362
[8]
GSM1621363
[9]
GSM1621364
[10]
GSM1621365
[11]
GSM1621366
[12]
GSM1621367
[13]
GSM1621368
[14]
GSM1621369
[15]
GSM1621370
[16]
GSM1621371
[17]
GSM1621372
[18]
GSM1621373
[19]
GSM1621374
[20]
GSM1621375
[21]
GSM1621376
sample_count
22
group_sizes
null
group_sizes_basis
null
platform
19832
taxon
Homo sapiens
title
Microarray analysis of differentially expressed genes in ovarian and fallopian tube epithelium from risk-reducing salpingo-oophorectomies
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:GSE66957
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=GSE66957
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE66957
version
null
note
Data is available at NCBI GEO: GSE105437, GSE66957, GSE66387, GSE40595, GSE29450, GSE29156, GSE27651, GSE26712, GSE18521, GSE18520, GSE17308, and GSE12470.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data is available at NCBI GEO: GSE105437, GSE66957, GSE66387, GSE40595, GSE29450, GSE29156, GSE27651, GSE26712, GSE18521, GSE18520, GSE17308, and GSE12470.
access_statement_kind
data_availability_statement
sample_accessions array · 69 items
[0]
GSM1634925
[1]
GSM1634926
[2]
GSM1634927
[3]
GSM1634928
[4]
GSM1634929
[5]
GSM1634930
[6]
GSM1634931
[7]
GSM1634932
[8]
GSM1634933
[9]
GSM1634934
[10]
GSM1634935
[11]
GSM1634936
[12]
GSM1634937
[13]
GSM1634938
[14]
GSM1634939
[15]
GSM1634940
[16]
GSM1634941
[17]
GSM1634942
[18]
GSM1634943
[19]
GSM1634944
[20]
GSM1634945
[21]
GSM1634946
[22]
GSM1634947
[23]
GSM1634948
[24]
GSM1634949
[25]
GSM1634950
[26]
GSM1634951
[27]
GSM1634952
[28]
GSM1634953
[29]
GSM1634954
[30]
GSM1634955
[31]
GSM1634956
[32]
GSM1634957
[33]
GSM1634958
[34]
GSM1634959
[35]
GSM1634960
[36]
GSM1634961
[37]
GSM1634962
[38]
GSM1634963
[39]
GSM1634964
[40]
GSM1634965
[41]
GSM1634966
[42]
GSM1634967
[43]
GSM1634968
[44]
GSM1634969
[45]
GSM1634970
[46]
GSM1634971
[47]
GSM1634972
[48]
GSM1634973
[49]
GSM1634974
[50]
GSM1634975
[51]
GSM1634976
[52]
GSM1634977
[53]
GSM1634978
[54]
GSM1634979
[55]
GSM1634980
[56]
GSM1634981
[57]
GSM1634982
[58]
GSM1634983
[59]
GSM1634984
[60]
GSM1634985
[61]
GSM1634986
[62]
GSM1634987
[63]
GSM1634988
[64]
GSM1634989
[65]
GSM1634990
[66]
GSM1634991
[67]
GSM1634992
[68]
GSM1634993
sample_count
69
group_sizes
null
group_sizes_basis
null
platform
15048
taxon
Homo sapiens
title
Pathways of ovarian cancer development
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:33604191:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:aafe3a11b39f5d2101830479f43cdea22649b587e9ae16326ec75df703e14516
bytes
258
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[12]/table-wrap[1]#table-1
version
null
note
Correlations between the relative expression of FGFR1 mRNA in OC tissues and patient clinical indicators.
structure object · 5 fields
pmcid
PMC7866899
section_index
12
section_title
Clinical characteristics of patients from the TCGA
row_count
0
column_count
0
table object · 8 fields
label
Table 1
caption
Correlations between the relative expression of FGFR1 mRNA in OC tissues and patient clinical indicators.
rows array · 0 items
locator
section[12]/table-wrap[1]#table-1
[13] object · 16 fields
id
asset:table:pmid:33604191:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:be18635a1de836ed95d58d02a79896a6bdc333fad909ccd7219a4cf5e2623342
bytes
236
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[12]/table-wrap[2]#table-2
version
null
note
Univariate analyses of survival of 303 OC patients (using the Kaplan-Meier method).
structure object · 5 fields
pmcid
PMC7866899
section_index
12
section_title
Clinical characteristics of patients from the TCGA
row_count
0
column_count
0
table object · 8 fields
label
Table 2
caption
Univariate analyses of survival of 303 OC patients (using the Kaplan-Meier method).
rows array · 0 items
locator
section[12]/table-wrap[2]#table-2
gaps array · 22 items
[0]
asset:data:geo:GSE105437 not downloaded
[1]
asset:data:geo:GSE105437 licence not read
[2]
asset:data:geo:GSE17308 not downloaded
[3]
asset:data:geo:GSE17308 licence not read
[4]
asset:data:geo:GSE18520 not downloaded
[5]
asset:data:geo:GSE18520 licence not read
[6]
asset:data:geo:GSE18521 not downloaded
[7]
asset:data:geo:GSE18521 licence not read
[8]
asset:data:geo:GSE26712 not downloaded
[9]
asset:data:geo:GSE26712 licence not read
[10]
asset:data:geo:GSE27651 not downloaded
[11]
asset:data:geo:GSE27651 licence not read
[12]
asset:data:geo:GSE29156 not downloaded
[13]
asset:data:geo:GSE29156 licence not read
[14]
asset:data:geo:GSE29450 not downloaded
[15]
asset:data:geo:GSE29450 licence not read
[16]
asset:data:geo:GSE40595 not downloaded
[17]
asset:data:geo:GSE40595 licence not read
[18]
asset:data:geo:GSE66387 not downloaded
[19]
asset:data:geo:GSE66387 licence not read
[20]
asset:data:geo:GSE66957 not downloaded
[21]
asset:data:geo:GSE66957 licence not read
analysis object · 4 fields
state
partial
methods array · 4 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
The two ovarian cancer gene expression microarray datasets GSE105437 and GSE12470 were analyzed using the R limma package and were sorted according to logfold-change values with corrected p-values <0.05.
[1] object · 10 fields
id
method-2
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
0.8
band
high
quote
Kaplan-Meier
[2] object · 10 fields
id
method-3
family
meta_analysis
specific
random_effects
label
Meta-analysis / evidence synthesis
dsl_operations array · 1 item
[0]
random_effects_pool
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
study_level_effect_estimates
evidence object · 3 fields
score
0.8
band
high
quote
random-effect
[3] object · 10 fields
id
method-4
family
meta_analysis
specific
fixed_effects
label
Meta-analysis / evidence synthesis
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
fixed_effects_pool
expressible
false
parameters object · 0 fields
data_shapes array · 1 item
[0]
study_level_effect_estimates
evidence object · 3 fields
score
0.8
band
high
quote
fixed-effect
targets array · 0 items
gaps array · 1 item
[0]
method.reader_differs_from_extractor
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
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expressible
true
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
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: limma_voom.
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 · 12 items
[0]
GSE105437
[1]
GSE66957
[2]
GSE66387
[3]
GSE40595
[4]
GSE29450
[5]
GSE29156
[6]
GSE27651
[7]
GSE26712
[8]
GSE18521
[9]
GSE18520
[10]
GSE17308
[11]
and GSE12470
resolved_accessions array · 11 items
[0]
GSE105437
[1]
GSE66957
[2]
GSE66387
[3]
GSE40595
[4]
GSE29450
[5]
GSE29156
[6]
GSE27651
[7]
GSE26712
[8]
GSE18521
[9]
GSE18520
[10]
GSE17308
statements array · 1 item
[0]
Data is available at NCBI GEO: GSE105437, GSE66957, GSE66387, GSE40595, GSE29450, GSE29156, GSE27651, GSE26712, GSE18521, GSE18520, GSE17308, and GSE12470.
basis
The paper names GSE105437, GSE66957, GSE66387, GSE40595, GSE29450, GSE29156, GSE27651, GSE26712, GSE18521, GSE18520, GSE17308 in NCBI 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 · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
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[0]
source:pmid:33604191
[1]
data:geo:GSE105437
[2]
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[3]
asset:table:pmid:33604191:2
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:GSE105437
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-10-31T18:27:06Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
21063
completion_tokens
2148
cached_tokens
793
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
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[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:33604191
type
paper
label
pmid:33604191
[1] object · 3 fields
id
source:pmid:33604191
type
manuscript
label
PMID 33604191 full text
[2] object · 3 fields
id
data:geo:GSE105437
type
dataset
label
GEO GSE105437
activities array · 3 items
[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
used array · 3 items
[0] object · 3 fields
id
pmid:33604191
type
paper
label
pmid:33604191
[1] object · 3 fields
id
source:pmid:33604191
type
manuscript
label
PMID 33604191 full text
[2] object · 3 fields
id
data:geo:GSE105437
type
dataset
label
GEO GSE105437
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-33604191
type
extraction
used array · 1 item
[0]
source:pmid:33604191
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE105437
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE105437
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
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id
agent:minimax-reader
type
software
label
MiniMax literature reader
source_run_id
reading-sci-2026-11-01
dsl_catalogue_fingerprint
343fb30756ba6ec3
capability_table_fingerprint
2cb3e42f047d2ecf
snapshot_id
ba34b49490d9bfaf
lineage object · 4 fields
parent_id
pmid:33604191
parent_hash
sha256:080191c66b01c8201e28c15234440eb3fad6545965be3e297837f15cad31264c
fork_of
null
gaps array · 27 items
[0]
asset:data:geo:GSE105437 licence not read
[1]
asset:data:geo:GSE105437 not downloaded
[2]
asset:data:geo:GSE17308 licence not read
[3]
asset:data:geo:GSE17308 not downloaded
[4]
asset:data:geo:GSE18520 licence not read
[5]
asset:data:geo:GSE18520 not downloaded
[6]
asset:data:geo:GSE18521 licence not read
[7]
asset:data:geo:GSE18521 not downloaded
[8]
asset:data:geo:GSE26712 licence not read
[9]
asset:data:geo:GSE26712 not downloaded
[10]
asset:data:geo:GSE27651 licence not read
[11]
asset:data:geo:GSE27651 not downloaded
[12]
asset:data:geo:GSE29156 licence not read
[13]
asset:data:geo:GSE29156 not downloaded
[14]
asset:data:geo:GSE29450 licence not read
[15]
asset:data:geo:GSE29450 not downloaded
[16]
asset:data:geo:GSE40595 licence not read
[17]
asset:data:geo:GSE40595 not downloaded
[18]
asset:data:geo:GSE66387 licence not read
[19]
asset:data:geo:GSE66387 not downloaded
[20]
asset:data:geo:GSE66957 licence not read
[21]
asset:data:geo:GSE66957 not downloaded
[22]
execution.not_run
[23]
method.reader_differs_from_extractor
[24]
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role
data_generation
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evidence array · 1 item
[0]
entially expressed genes (DEGs) from the two microarray datasets. We then used gene set enrichment a
order_basis
paper_text_order:811
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assay:1
[1] object · 11 fields
role
analysis
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differential_expression
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[1]
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[2]
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source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
The two ovarian cancer gene expression microarray datasets GSE105437 and GSE12470 were analyzed using the R limma package and were sorted according to logfold-change values with corrected p-values <0.05.
order_basis
consumes_earlier_output
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:33604191", "kind": "science-record", "revision": 8, "content_hash": "sha256:e25bdf978ee94085f80d98d17379aa5076457a218fc47ec2db1dd70293e23998", "created_at": "2026-11-01T15:41:25Z", "updated_at": "2026-11-01T22:46:08Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Evaluation of FGFR1 as a diagnostic biomarker for ovarian cancer using TCGA and GEO datasets.", "doi": "10.7717/peerj.10817", "pmid": "33604191", "authors": ["Huiting Xiao", "Kun Wang", "Dan Li", "Ke Wang", "Min Yu"], "journal": "PeerJ", "year": 2021, "abstract": "BACKGROUND: Malignant ovarian cancer is associated with the highest mortality of all gynecological tumors. Designing therapeutic targets that are specific to OC tissue is important for optimizing OC therapies. This study aims to identify different expression patterns of genes related to FGFR1 and the usefulness of FGFR1 as diagnostic biomarker for OC.\nMETHODS: We collected data from The Cancer Genome Atlas (TCGA) and the Gene Expression Omnibus (GEO) databases. In the TCGA cohort we analyzed clinical information according to patient characteristics, including age, stage, grade, longest dimension of the tumor and the presence of a residual tumor. GEO data served as a validation set. We obtained data on differentially expressed genes (DEGs) from the two microarray datasets. We then used gene set enrichment analysis (GSEA) to analyze the DEG data in order to identify enriched pathways related to FGFR1.\nRESULTS: Differential expression analysis revealed that FGFR1 was significantly downregulated in OC specimens. 303 patients were included in the TCGA cohort. The GEO dataset confirmed these findings using information on 75 Asian patients. The GSE105437 and GSE12470 database highlighted the significant diagnostic value of FGFR1 in identifying OC (AUC = 1, p = 0.0009 and AUC = 0.8256, p = 0.0015 respectively).\nCONCLUSIONS: Our study examined existing TCGA and GEO datasets for novel factors associated with OC and identified FGFR1 as a potential diagnostic factor. Further investigation is warranted to characterize the role played by FGFR1 in OC.", "claims": [{"id": "claim-method", "statement": "The two ovarian cancer gene expression microarray datasets GSE105437 and GSE12470 were analyzed using the R limma package and were sorted according to logfold-change values with corrected p-values <0.05.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33604191", "locator": "sections[10] \"Identification of DEGs in ovarian cancer using integrated bioinformatics\" paragraph 2", "quote": "The two ovarian cancer gene expression microarray datasets GSE105437 and GSE12470 were analyzed using the R limma package and were sorted according to logfold-change values with corrected p-values <0.05."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data is available at NCBI GEO: GSE105437, GSE66957, GSE66387, GSE40595, GSE29450, GSE29156, GSE27651, GSE26712, GSE18521, GSE18520, GSE17308, and GSE12470.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33604191", "locator": "sections[16] \"Additional Information and Declarations\" paragraph 4", "quote": "Data is available at NCBI GEO: GSE105437, GSE66957, GSE66387, GSE40595, GSE29450, GSE29156, GSE27651, GSE26712, GSE18521, GSE18520, GSE17308, and GSE12470."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:33604191"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE105437"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE105437"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33604191", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.7717/peerj.10817", "sha256": 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