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pmid:33952272

Pentraxin 3 is a diagnostic and prognostic marker for ovarian epithelial cancer patients based on comprehensive bioinformatics and experiments.

Xiaoying Chang · Dan Li · Chang Liu · Zhe Zhang · Tao Wang

Cancer cell international · 2021 doi:10.1186/s12935-021-01854-7

Paper

complete

Experiment

complete

Data

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Analysis

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title
Pentraxin 3 is a diagnostic and prognostic marker for ovarian epithelial cancer patients based on comprehensive bioinformatics and experiments.
doi
10.1186/s12935-021-01854-7
pmid
33952272
authors array · 5 items
[0]
Xiaoying Chang
[1]
Dan Li
[2]
Chang Liu
[3]
Zhe Zhang
[4]
Tao Wang
journal
Cancer cell international
year
2021
abstract
BACKGROUND: Ovarian epithelial cancer is one of the leading malignant tumors in gynecology and lacks effective diagnostic and prognostic markers. Our study aims to screen and verify ovarian epithelial cancer biomarkers. METHODS: GSE18520 and GSE26712 were downloaded from the GEO database. The "limma" and "WGCNA" packages were used to explore hub genes. The Kaplan-Meier Plotter database was used for survival analysis of the hub genes. Immunohistochemical analysis was used to identify the expression level of Pentraxin 3 in ovarian epithelial cancer samples. RESULTS: In this study, we integrated and analyzed two datasets, GSE18520 and GSE26712, and a total of 238 differentially expressed genes (DEGs) were screened out. Enrichment analysis showed that these DEGs were related to collagen-containing extracellular matrix and other pathways. Further application of WGCNA (weighted gene coexpression network analysis) identified 15 gene modules, with the purple module showing the highest correlation with ovarian epithelial cancer. Twenty-five genes were shared between the purple module and DEGs, 13 genes were related to the prognosis of ovarian epithelial cancer patients, and the PTX3 gene had the highest hazardous risk (HR) value. We performed immunohistochemical analyses on the 255 Pentraxin-3 (PTX3)-based clinical samples. PTX3 was found to be overexpressed in ovarian epithelial cancer and related to the degree of differentiation. The Cox proportional hazard model indicates that high PTX3 expression is an independent risk factor for the prognosis of ovarian epithelial cancer patients. CONCLUSIONS: In conclusion, through WGCNA and a series of comprehensive bioinformatics analyses, PTX3 was first identified as a novel diagnostic and prognostic biomarker for ovarian epithelial cancer.
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repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Not applicable.
access_statement_kind
data_availability_statement
sample_accessions array · 58 items
[0]
GSM746861
[1]
GSM746862
[2]
GSM746863
[3]
GSM746864
[4]
GSM746865
[5]
GSM746866
[6]
GSM746867
[7]
GSM746868
[8]
GSM746869
[9]
GSM746870
[10]
GSM746871
[11]
GSM746872
[12]
GSM746873
[13]
GSM746874
[14]
GSM746875
[15]
GSM746876
[16]
GSM746877
[17]
GSM746878
[18]
GSM746879
[19]
GSM746880
[20]
GSM746881
[21]
GSM746882
[22]
GSM746883
[23]
GSM746884
[24]
GSM746885
[25]
GSM746886
[26]
GSM746887
[27]
GSM746888
[28]
GSM746889
[29]
GSM746890
[30]
GSM746891
[31]
GSM746892
[32]
GSM746893
[33]
GSM746894
[34]
GSM746895
[35]
GSM746896
[36]
GSM746897
[37]
GSM746898
[38]
GSM746899
[39]
GSM746900
[40]
GSM746901
[41]
GSM746902
[42]
GSM746903
[43]
GSM746904
[44]
GSM746905
[45]
GSM746906
[46]
GSM746907
[47]
GSM746908
[48]
GSM746909
[49]
GSM746910
[50]
GSM746911
[51]
GSM746912
[52]
GSM746913
[53]
GSM746914
[54]
GSM746915
[55]
GSM746916
[56]
GSM746917
[57]
GSM746918
sample_count
58
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Genomic Multivariate Predictors of Response to Adjuvant Chemotherapy in Ovarian Carcinoma: Predicting Platinum Resistance
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: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
Not applicable.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Not applicable.
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
[7] object · 15 fields
id
data:geo:GSE9891
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=GSE9891
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE9891
version
null
note
Not applicable.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Not applicable.
access_statement_kind
data_availability_statement
sample_accessions array · 285 items
[0]
GSM249714
[1]
GSM249715
[2]
GSM249716
[3]
GSM249717
[4]
GSM249718
[5]
GSM249719
[6]
GSM249720
[7]
GSM249721
[8]
GSM249722
[9]
GSM249723
[10]
GSM249724
[11]
GSM249725
[12]
GSM249726
[13]
GSM249727
[14]
GSM249728
[15]
GSM249729
[16]
GSM249730
[17]
GSM249731
[18]
GSM249732
[19]
GSM249733
[20]
GSM249734
[21]
GSM249735
[22]
GSM249736
[23]
GSM249737
[24]
GSM249738
[25]
GSM249739
[26]
GSM249740
[27]
GSM249741
[28]
GSM249742
[29]
GSM249743
[30]
GSM249744
[31]
GSM249745
[32]
GSM249746
[33]
GSM249747
[34]
GSM249748
[35]
GSM249749
[36]
GSM249750
[37]
GSM249751
[38]
GSM249752
[39]
GSM249753
[40]
GSM249754
[41]
GSM249755
[42]
GSM249756
[43]
GSM249757
[44]
GSM249758
[45]
GSM249759
[46]
GSM249760
[47]
GSM249761
[48]
GSM249762
[49]
GSM249763
[50]
GSM249764
[51]
GSM249765
[52]
GSM249766
[53]
GSM249767
[54]
GSM249768
[55]
GSM249769
[56]
GSM249770
[57]
GSM249771
[58]
GSM249773
[59]
GSM249774
[60]
GSM249775
[61]
GSM249776
[62]
GSM249777
[63]
GSM249778
[64]
GSM249779
[65]
GSM249780
[66]
GSM249781
[67]
GSM249782
[68]
GSM249783
[69]
GSM249784
[70]
GSM249785
[71]
GSM249786
[72]
GSM249788
[73]
GSM249789
[74]
GSM249790
[75]
GSM249791
[76]
GSM249792
[77]
GSM249793
[78]
GSM249794
[79]
GSM249795
[80]
GSM249796
[81]
GSM249797
[82]
GSM249798
[83]
GSM249799
[84]
GSM249800
[85]
GSM249801
[86]
GSM249802
[87]
GSM249803
[88]
GSM249804
[89]
GSM249805
[90]
GSM249806
[91]
GSM249807
[92]
GSM249808
[93]
GSM249809
[94]
GSM249810
[95]
GSM249811
[96]
GSM249812
[97]
GSM249813
[98]
GSM249814
[99]
GSM249815
[100]
GSM249816
[101]
GSM249817
[102]
GSM249818
[103]
GSM249819
[104]
GSM249820
[105]
GSM249821
[106]
GSM249822
[107]
GSM249823
[108]
GSM249824
[109]
GSM249825
[110]
GSM249826
[111]
GSM249827
[112]
GSM249828
[113]
GSM249829
[114]
GSM249830
[115]
GSM249831
[116]
GSM249832
[117]
GSM249833
[118]
GSM249834
[119]
GSM249835
[120]
GSM249836
[121]
GSM249837
[122]
GSM249838
[123]
GSM249839
[124]
GSM249840
[125]
GSM249841
[126]
GSM249842
[127]
GSM249843
[128]
GSM249844
[129]
GSM249845
[130]
GSM249846
[131]
GSM249847
[132]
GSM249848
[133]
GSM249849
[134]
GSM249850
[135]
GSM249851
[136]
GSM249852
[137]
GSM249853
[138]
GSM249854
[139]
GSM249855
[140]
GSM249856
[141]
GSM249857
[142]
GSM249858
[143]
GSM249859
[144]
GSM249860
[145]
GSM249861
[146]
GSM249862
[147]
GSM249863
[148]
GSM249864
[149]
GSM249865
[150]
GSM249866
[151]
GSM249867
[152]
GSM249868
[153]
GSM249869
[154]
GSM249870
[155]
GSM249871
[156]
GSM249872
[157]
GSM249873
[158]
GSM249874
[159]
GSM249875
[160]
GSM249876
[161]
GSM249877
[162]
GSM249878
[163]
GSM249879
[164]
GSM249880
[165]
GSM249881
[166]
GSM249882
[167]
GSM249883
[168]
GSM249884
[169]
GSM249885
[170]
GSM249886
[171]
GSM249887
[172]
GSM249888
[173]
GSM249889
[174]
GSM249890
[175]
GSM249891
[176]
GSM249892
[177]
GSM249893
[178]
GSM249894
[179]
GSM249895
[180]
GSM249896
[181]
GSM249897
[182]
GSM249898
[183]
GSM249899
[184]
GSM249900
[185]
GSM249901
[186]
GSM249902
[187]
GSM249903
[188]
GSM249904
[189]
GSM249905
[190]
GSM249906
[191]
GSM249907
[192]
GSM249908
[193]
GSM249909
[194]
GSM249910
[195]
GSM249911
[196]
GSM249912
[197]
GSM249913
[198]
GSM249914
[199]
GSM249915
[200]
GSM249916
[201]
GSM249917
[202]
GSM249918
[203]
GSM249919
[204]
GSM249920
[205]
GSM249921
[206]
GSM249922
[207]
GSM249923
[208]
GSM249924
[209]
GSM249925
[210]
GSM249926
[211]
GSM249927
[212]
GSM249928
[213]
GSM249929
[214]
GSM249930
[215]
GSM249931
[216]
GSM249932
[217]
GSM249933
[218]
GSM249934
[219]
GSM249935
[220]
GSM249936
[221]
GSM249937
[222]
GSM249938
[223]
GSM249939
[224]
GSM249940
[225]
GSM249941
[226]
GSM249942
[227]
GSM249943
[228]
GSM249944
[229]
GSM249945
[230]
GSM249946
[231]
GSM249947
[232]
GSM249948
[233]
GSM249949
[234]
GSM249950
[235]
GSM249951
[236]
GSM249953
[237]
GSM249954
[238]
GSM249955
[239]
GSM249956
[240]
GSM249957
[241]
GSM249958
[242]
GSM249959
[243]
GSM249960
[244]
GSM249961
[245]
GSM249962
[246]
GSM249963
[247]
GSM249964
[248]
GSM249965
[249]
GSM249966
[250]
GSM249967
[251]
GSM249968
[252]
GSM249969
[253]
GSM249970
[254]
GSM249971
[255]
GSM249972
[256]
GSM249973
[257]
GSM249974
[258]
GSM249975
[259]
GSM249976
[260]
GSM249977
[261]
GSM249978
[262]
GSM249979
[263]
GSM249980
[264]
GSM249981
[265]
GSM249982
[266]
GSM249983
[267]
GSM249984
[268]
GSM249985
[269]
GSM249986
[270]
GSM249987
[271]
GSM249988
[272]
GSM249989
[273]
GSM249990
[274]
GSM249991
[275]
GSM249992
[276]
GSM249993
[277]
GSM249994
[278]
GSM249995
[279]
GSM249996
[280]
GSM249997
[281]
GSM249998
[282]
GSM249999
[283]
GSM250000
[284]
GSM250001
sample_count
285
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression profile of 285 ovarian tumour samples
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 · 14 items
[0]
asset:data:geo:GSE18520 not downloaded
[1]
asset:data:geo:GSE18520 licence not read
[2]
asset:data:geo:GSE26193 not downloaded
[3]
asset:data:geo:GSE26193 licence not read
[4]
asset:data:geo:GSE26712 not downloaded
[5]
asset:data:geo:GSE26712 licence not read
[6]
asset:data:geo:GSE27651 not downloaded
[7]
asset:data:geo:GSE27651 licence not read
[8]
asset:data:geo:GSE30161 not downloaded
[9]
asset:data:geo:GSE30161 licence not read
[10]
asset:data:geo:GSE66957 not downloaded
[11]
asset:data:geo:GSE66957 licence not read
[12]
asset:data:geo:GSE9891 not downloaded
[13]
asset:data:geo:GSE9891 licence not read
analysis object · 4 fields
state
complete
methods array · 3 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
principal_component_analysis
specific
pca
label
Principal component analysis
dsl_operations array · 1 item
[0]
pca_fit
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
wide_numeric_matrix
evidence object · 3 fields
score
0.8
band
high
quote
principal component analysis
[2] object · 10 fields
id
method-3
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
0.7
band
medium
quote
limma
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 · 7 items
[0]
GSE18520
[1]
GSE26712
[2]
GSE66957
[3]
GSE27651
[4]
GSE9891
[5]
GSE26193
[6]
GSE30161
resolved_accessions array · 7 items
[0]
GSE18520
[1]
GSE26712
[2]
GSE66957
[3]
GSE27651
[4]
GSE9891
[5]
GSE26193
[6]
GSE30161
statements array · 1 item
[0]
Not applicable.
basis
The paper names GSE18520, GSE26712, GSE66957, GSE27651, GSE9891, GSE26193, GSE30161 in GEO database and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
[0]
survival_km
assets array · 2 items
[0]
source:pmid:33952272
[1]
data:geo:GSE18520
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:GSE18520
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
2026-10-31T19:33:24Z
independence
single_reader
evidence_check object · 2 fields
method
absent
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
35226
completion_tokens
2533
cached_tokens
784
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:33952272
type
paper
label
pmid:33952272
[1] object · 3 fields
id
source:pmid:33952272
type
manuscript
label
PMID 33952272 full text
[2] object · 3 fields
id
data:geo:GSE18520
type
dataset
label
GEO GSE18520
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:33952272
type
paper
label
pmid:33952272
[1] object · 3 fields
id
source:pmid:33952272
type
manuscript
label
PMID 33952272 full text
[2] object · 3 fields
id
data:geo:GSE18520
type
dataset
label
GEO GSE18520
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-33952272
type
extraction
used array · 1 item
[0]
source:pmid:33952272
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE18520
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE18520
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
[1] object · 3 fields
id
agent:minimax-reader
type
software
label
MiniMax literature reader
source_run_id
reading-sci-2026-11-01
dsl_catalogue_fingerprint
343fb30756ba6ec3
capability_table_fingerprint
2cb3e42f047d2ecf
snapshot_id
ba34b49490d9bfaf
lineage object · 4 fields
parent_id
pmid:33952272
parent_hash
sha256:1a22a2afe6f14e23a398b55407430c190039029f0d79b7458e2ded45f4cfdf4f
fork_of
null
gaps array · 18 items
[0]
asset:data:geo:GSE18520 licence not read
[1]
asset:data:geo:GSE18520 not downloaded
[2]
asset:data:geo:GSE26193 licence not read
[3]
asset:data:geo:GSE26193 not downloaded
[4]
asset:data:geo:GSE26712 licence not read
[5]
asset:data:geo:GSE26712 not downloaded
[6]
asset:data:geo:GSE27651 licence not read
[7]
asset:data:geo:GSE27651 not downloaded
[8]
asset:data:geo:GSE30161 licence not read
[9]
asset:data:geo:GSE30161 not downloaded
[10]
asset:data:geo:GSE66957 licence not read
[11]
asset:data:geo:GSE66957 not downloaded
[12]
asset:data:geo:GSE9891 licence not read
[13]
asset:data:geo:GSE9891 not downloaded
[14]
execution.not_run
[15]
review.human_critique
[16]
review.independent_reader
[17]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
used for survival analysis of the hub genes. Immunohistochemical analysis was used to identify the expression
[1]
hest hazardous risk (HR) value. We performed immunohistochemical analyses on the 255 Pentraxin-3 (PTX3)-based
order_basis
paper_text_order:537
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
survival_km
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Kaplan-Meier
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:33952272", "kind": "science-record", "revision": 7, "content_hash": "sha256:976cbdff5fd65516b0f3d24ae5d38a056f60117581143c7282639ff338f421ef", "created_at": "2026-11-01T15:41:34Z", "updated_at": "2026-11-01T22:03:41Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Pentraxin 3 is a diagnostic and prognostic marker for ovarian epithelial cancer patients based on comprehensive bioinformatics and experiments.", "doi": "10.1186/s12935-021-01854-7", "pmid": "33952272", "authors": ["Xiaoying Chang", "Dan Li", "Chang Liu", "Zhe Zhang", "Tao Wang"], "journal": "Cancer cell international", "year": 2021, "abstract": "BACKGROUND: Ovarian epithelial cancer is one of the leading malignant tumors in gynecology and lacks effective diagnostic and prognostic markers. Our study aims to screen and verify ovarian epithelial cancer biomarkers.\nMETHODS: GSE18520 and GSE26712 were downloaded from the GEO database. The \"limma\" and \"WGCNA\" packages were used to explore hub genes. The Kaplan-Meier Plotter database was used for survival analysis of the hub genes. Immunohistochemical analysis was used to identify the expression level of Pentraxin 3 in ovarian epithelial cancer samples.\nRESULTS: In this study, we integrated and analyzed two datasets, GSE18520 and GSE26712, and a total of 238 differentially expressed genes (DEGs) were screened out. Enrichment analysis showed that these DEGs were related to collagen-containing extracellular matrix and other pathways. Further application of WGCNA (weighted gene coexpression network analysis) identified 15 gene modules, with the purple module showing the highest correlation with ovarian epithelial cancer. Twenty-five genes were shared between the purple module and DEGs, 13 genes were related to the prognosis of ovarian epithelial cancer patients, and the PTX3 gene had the highest hazardous risk (HR) value. We performed immunohistochemical analyses on the 255 Pentraxin-3 (PTX3)-based clinical samples. PTX3 was found to be overexpressed in ovarian epithelial cancer and related to the degree of differentiation. The Cox proportional hazard model indicates that high PTX3 expression is an independent risk factor for the prognosis of ovarian epithelial cancer patients.\nCONCLUSIONS: In conclusion, through WGCNA and a series of comprehensive bioinformatics analyses, PTX3 was first identified as a novel diagnostic and prognostic biomarker for ovarian epithelial cancer.", "claims": [{"id": "claim-data-access", "statement": "Not applicable.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33952272", "locator": "sections[22] \"Availability of data and materials\" paragraph 2", "quote": "Not applicable."}], "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:33952272"], "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:GSE18520"], "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:GSE18520"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33952272", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s12935-021-01854-7", "sha256": 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