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pmid:33250051

KLF7: a new candidate biomarker and therapeutic target for high-grade serous ovarian cancer.

Marta De Donato · Gabriele Babini · Simona Mozzetti · Marianna Buttarelli · Alessandra Ciucci · Gloria Arduini · Maria Cristina De Rosa · Giovanni Scambia · Daniela Gallo

Journal of experimental & clinical cancer research : CR · 2020 doi:10.1186/s13046-020-01775-9

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Data

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title
KLF7: a new candidate biomarker and therapeutic target for high-grade serous ovarian cancer.
doi
10.1186/s13046-020-01775-9
pmid
33250051
authors array · 9 items
[0]
Marta De Donato
[1]
Gabriele Babini
[2]
Simona Mozzetti
[3]
Marianna Buttarelli
[4]
Alessandra Ciucci
[5]
Gloria Arduini
[6]
Maria Cristina De Rosa
[7]
Giovanni Scambia
[8]
Daniela Gallo
journal
Journal of experimental & clinical cancer research : CR
year
2020
abstract
BACKGROUND: In spite of great progress in the surgical and clinical management, until now no significant improvement in overall survival of High-Grade Serous Ovarian Cancer (HGSOC) patients has been achieved. Important aspects for disease control remain unresolved, including unclear pathogenesis, high heterogeneity and relapse resistance after chemotherapy. Therefore, further research on molecular mechanisms involved in cancer progression are needed to find new targets for disease management. The Krüppel-like factors (KLFs) are a family of transcriptional regulators controlling several basic cellular processes, including proliferation, differentiation and migration. They have been shown to play a role in various cancer-relevant processes, in a context-dependent way. METHODS: To investigate a possible role of KLF family members as prognostic biomarkers, we carried out a bioinformatic meta-analysis of ovarian transcriptome datasets in different cohorts of late-stage HGSOC patients. In vitro cellular models of HGSOC were used for functional studies exploring the role of KLF7 in disease development and progression. Finally, molecular modelling and virtual screening were performed to identify putative KLF7 inhibitors. RESULTS: Bioinformatic analysis highlighted KLF7 as the most significant prognostic gene, among the 17 family members. Univariate and multivariate analyses identified KLF7 as an unfavourable prognostic marker for overall survival in late-stage TCGA-OV and GSE26712 HGSOC cohorts. Functional in vitro studies demonstrated that KLF7 can play a role as oncogene, driving tumour growth and dissemination. Mechanistic targets of KLF7 included genes involved in epithelial to mesenchymal transition, and in maintaining pluripotency and self-renewal characteristics of cancer stem cells. Finally, in silico analysis provided reliable information for drug-target interaction prediction. CONCLUSIONS: Results from the present study provide the first evidence for an oncogenic role of KLF7 in HGSOC, suggesting it as a promising prognostic marker and therapeutic target.
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Univariate and multiple Cox-regression analyses (based on gene, age, stage and residual tumor mass) for Overall Survival (OS) were performed on the eligible datasets
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access_statement_verbatim
The datasets analysed during the current study are available in the Array Express repository (https://www.ebi.ac.uk/arrayexpress/experiments/E-MTAB-386/), GEO repository (https://www.ncbi.nlm.nih.gov/geo/) and TCGA repository (https://portal.gdc.cancer.gov/).
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
[4] object · 16 fields
id
asset:table:pmid:33250051:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:9147143bc1baaed49439de86ea6d0f1e8fc5d56c57310b3840c6a70d710262ae
bytes
666
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[3]/table-wrap[1]#Tab1
version
null
note
Clinicopathological characteristics of GSE26712 and TCGA-OV cohorts
structure object · 5 fields
pmcid
PMC7702713
section_index
3
section_title
KLF family expression data from publicly available databases
row_count
12
column_count
3
table object · 8 fields
label
Table 1
caption
Clinicopathological characteristics of GSE26712 and TCGA-OV cohorts
rows array · 12 items
[0] array · 3 items
[0]
Characteristics
[1]
GSE26712No. of patients (%)
[2]
TCGA-OVNo. of patients (%)
[1] array · 1 item
[0]
Histological type
[2] array · 3 items
[0]
HGSOC
[1]
185
[2]
266
[3] array · 3 items
[0]
Median Age, years (range)
[1]
63 (26–84)a
[2]
59 (31–87)b
[4] array · 1 item
[0]
FIGO Stage
[5] array · 3 items
[0]
III
[1]
146 (78.9)
[2]
231 (86.8)
[6] array · 3 items
[0]
IV
[1]
36 (19.5)
[2]
35 (13.2)
[7] array · 3 items
[0]
Not available
[1]
3 (1.6)
[2]
–
[8] array · 1 item
[0]
Residual tumor after primary surgery
[9] array · 3 items
[0]
≤ 1 cm
[1]
90 (48.6)
[2]
169 (63.5)
[10] array · 3 items
[0]
> 1 cm
[1]
95 (51.4)
[2]
69 (25.9)
[11] array · 3 items
[0]
Not available
[1]
–
[2]
28 (10.6)
locator
section[3]/table-wrap[1]#Tab1
[5] object · 16 fields
id
asset:table:pmid:33250051:2
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table
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jats-table
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application/vnd.jats.table+json
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verified
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read_table
reader_status
available
identifier
section[17]/table-wrap[1]#Tab2
version
null
note
Univariate and Multivariate analysis of factors affecting OS in GSE26712 cohort
structure object · 5 fields
pmcid
PMC7702713
section_index
17
section_title
KLF7 is an independent prognostic factor for OS
row_count
14
column_count
5
table object · 8 fields
label
Table 2
caption
Univariate and Multivariate analysis of factors affecting OS in GSE26712 cohort
rows array · 14 items
[0] array · 3 items
[0]
Outcome and variables
[1]
Univariate
[2]
Multivariate
[1] array · 4 items
[0]
HR (95%CI)
[1]
P
[2]
HR (95%CI)
[3]
P*
[2] array · 1 item
[0]
Age (yrs)
[3] array · 5 items
[0]
≤ 63
[1]
[2]
[3]
[4]
[4] array · 5 items
[0]
> 63
[1]
1.6 (1.1–2.3)
[2]
0.007
[3]
1.6 (1.1–2.2)
[4]
0.01
[5] array · 1 item
[0]
FIGO Stage
[6] array · 5 items
[0]
III
[1]
[2]
[3]
[4]
[7] array · 5 items
[0]
IV
[1]
1.4 (0.9–2.3)
[2]
0.1
[3]
–
[4]
–
[8] array · 1 item
[0]
Residual tumor
[9] array · 5 items
[0]
≤ 1 cm
[1]
[2]
[3]
[4]
[10] array · 5 items
[0]
> 1 cm
[1]
1.7 (1.2–2.4)
[2]
0.003
[3]
1.6 (1.1–2.3)
[4]
0.009
[11] array · 1 item
[0]
KFL7
[12] array · 5 items
[0]
Low expression
[1]
[2]
[3]
[4]
[13] array · 5 items
[0]
High expression
[1]
2.6 (1.6–4.4)
[2]
0.0003
[3]
2.2 (1.4–3.4)
[4]
< 0.0001
locator
section[17]/table-wrap[1]#Tab2
[6] object · 16 fields
id
asset:table:pmid:33250051:3
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table
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jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:66cc543027547a3514ea20c2a152d78efc5622d25fe985b1dff291ee4eef1b90
bytes
698
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[17]/table-wrap[2]#Tab3
version
null
note
Univariate and Multivariate analysis of factors affecting OS in TCGA-OV cohort
structure object · 5 fields
pmcid
PMC7702713
section_index
17
section_title
KLF7 is an independent prognostic factor for OS
row_count
14
column_count
5
table object · 8 fields
label
Table 3
caption
Univariate and Multivariate analysis of factors affecting OS in TCGA-OV cohort
rows array · 14 items
[0] array · 3 items
[0]
Outcome and variables
[1]
Univariate
[2]
Multivariate
[1] array · 4 items
[0]
HR (95% CI)
[1]
P
[2]
HR (95% CI)
[3]
P*
[2] array · 1 item
[0]
Age (yrs)
[3] array · 5 items
[0]
≤ 59
[1]
[2]
[3]
[4]
[4] array · 5 items
[0]
> 59
[1]
1.3 (1.0–1.8)
[2]
0.09
[3]
1.4 (1.0–1.9)
[4]
0.06
[5] array · 1 item
[0]
FIGO Stage
[6] array · 5 items
[0]
III
[1]
[2]
[3]
[4]
[7] array · 5 items
[0]
IV
[1]
1.1 (0.7–1.8)
[2]
0.7
[3]
–
[4]
–
[8] array · 1 item
[0]
Residual tumor
[9] array · 5 items
[0]
≤ 1 cm
[1]
[2]
[3]
[4]
[10] array · 5 items
[0]
> 1 cm
[1]
1.1 (0.8–1.6)
[2]
0.5
[3]
–
[4]
–
[11] array · 1 item
[0]
KFL7
[12] array · 5 items
[0]
Low expression
[1]
[2]
[3]
[4]
[13] array · 5 items
[0]
High expression
[1]
1.6 (1.0–2.4)
[2]
0.037
[3]
1.5 (1.0–2.3)
[4]
0.03
locator
section[17]/table-wrap[2]#Tab3
[7] object · 16 fields
id
asset:table:pmid:33250051:4
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table
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jats-table
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application/vnd.jats.table+json
uri
null
sha256
sha256:99d7395c104fca88a1b6a1fbe3f2e6e2023d5618f568c39862b8748cb958fb7c
bytes
737
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open
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verified
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read_table
reader_status
available
identifier
section[24]/table-wrap[1]#Tab4
version
null
note
Druggable sites identified by SiteMap
structure object · 5 fields
pmcid
PMC7702713
section_index
24
section_title
Structural analysis of the modelled protein and identification of binding sites
row_count
4
column_count
3
table object · 8 fields
label
Table 4
caption
Druggable sites identified by SiteMap
rows array · 4 items
[0] array · 3 items
[0]
[1]
SiteScore
[2]
Residues
[1] array · 3 items
[0]
Site1
[1]
0.866
[2]
Gly225, Cys226, Arg227, Lys228, Val229, Tyr230, Hys235, Ala238, Hys239, Thr242, Hys243, Pro248, Tyr249, Lys250, Cys251, Ser252, Trp253, Glu254, Gly255, Cys256, Glu257, Trp258, Arg259, Ser263, Asp264, Leu266, Thr267, Tyr270, Arg271, Thr274, Ala276.
[2] array · 3 items
[0]
Site2
[1]
0.838
[2]
Trp258, Phe260, Ala261, Glu265, Arg268, Hys269, Arg271, Lys272, Gly275, Ala276, Lys277, Phe288, Ser289, Arg290, Hys293.
[3] array · 3 items
[0]
Site3
[1]
0.812
[2]
His219, Arg220, Cys221, Gln222, Phe223, Ser233, Leu236, Lys237, Gln240, Arg241, His243, Thr244
locator
section[24]/table-wrap[1]#Tab4
[8] object · 16 fields
id
asset:table:pmid:33250051:5
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table
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jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:46f2c42082d0155e9eac20d912cf748616bb78fcd49a4ff4c304308ab794ee3a
bytes
561
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open
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read_table
reader_status
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identifier
section[25]/table-wrap[1]#Tab5
version
null
note
Docking score and estimated binding free energy of the selected hit compounds
structure object · 5 fields
pmcid
PMC7702713
section_index
25
section_title
Computational virtual screening against KLF7
row_count
11
column_count
3
table object · 8 fields
label
Table 5
caption
Docking score and estimated binding free energy of the selected hit compounds
rows array · 11 items
[0] array · 3 items
[0]
[1]
Docking score
[2]
MM-GBSA (kcal/mol)
[1] array · 3 items
[0]
#1
[1]
−10.737
[2]
−49.30
[2] array · 3 items
[0]
#2
[1]
−8.459
[2]
−23.19
[3] array · 3 items
[0]
#3
[1]
−8.066
[2]
−42.47
[4] array · 3 items
[0]
#4
[1]
−8.044
[2]
−32.42
[5] array · 3 items
[0]
#5
[1]
−7.932
[2]
−16.37
[6] array · 3 items
[0]
#6
[1]
−7.580
[2]
−36.22
[7] array · 3 items
[0]
#7
[1]
−7.499
[2]
−24.72
[8] array · 3 items
[0]
#8
[1]
−7.475
[2]
−5.06
[9] array · 3 items
[0]
#9
[1]
−7.461
[2]
−38.42
[10] array · 3 items
[0]
#10
[1]
−7.368
[2]
−31.69
locator
section[25]/table-wrap[1]#Tab5
gaps array · 6 items
[0]
asset:data:geo:GSE26712 not downloaded
[1]
asset:data:geo:GSE26712 licence not read
[2]
asset:data:geo:GSE49997 not downloaded
[3]
asset:data:geo:GSE49997 licence not read
[4]
asset:data:geo:GSE9891 not downloaded
[5]
asset:data:geo:GSE9891 licence not read
analysis object · 4 fields
state
complete
methods array · 1 item
[0] object · 10 fields
id
method-1
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
1
band
verbatim
quote
Univariate and multiple Cox-regression analyses (based on gene, age, stage and residual tumor mass) for Overall Survival (OS) were performed on the eligible datasets
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]
cox_ph
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: cox_proportional_hazards.
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The datasets analysed during the current study are available in the Array Express repository (https://www.ebi.ac.uk/arrayexpress/experiments/E-MTAB-386/), GEO repository (https://www.ncbi.nlm.nih.gov/geo/) and TCGA repository (https://portal.gdc.cancer.gov/).
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out a bioinformatic meta-analysis of ovarian transcriptome datasets in different cohorts of late-stage
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e ovary [29]. PEO1, NIH:OVCAR-3 and HEY were cultured in RPMI 1640 (Roswell Park Memorial Institute M
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e S1A. Sequences information related to KLF7 siRNA pool. Table S1B. KLF7 transcript variants re
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KLF7 transcript variants recognized by KLF7 RT-qPCR oligos. Table S2. Primer sequences used for
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Univariate and multiple Cox-regression analyses (based on gene, age, stage and residual tumor mass) for Overall Survival (OS) were performed on the eligible datasets
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:33250051", "kind": "science-record", "revision": 6, "content_hash": "sha256:5fccdb695401497907e7b0ee94b5a2d255f070f984d982ecc76e195b7de99cc6", "created_at": "2026-11-01T15:41:17Z", "updated_at": "2026-11-01T21:24:11Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "KLF7: a new candidate biomarker and therapeutic target for high-grade serous ovarian cancer.", "doi": "10.1186/s13046-020-01775-9", "pmid": "33250051", "authors": ["Marta De Donato", "Gabriele Babini", "Simona Mozzetti", "Marianna Buttarelli", "Alessandra Ciucci", "Gloria Arduini", "Maria Cristina De Rosa", "Giovanni Scambia", "Daniela Gallo"], "journal": "Journal of experimental & clinical cancer research : CR", "year": 2020, "abstract": "BACKGROUND: In spite of great progress in the surgical and clinical management, until now no significant improvement in overall survival of High-Grade Serous Ovarian Cancer (HGSOC) patients has been achieved. Important aspects for disease control remain unresolved, including unclear pathogenesis, high heterogeneity and relapse resistance after chemotherapy. Therefore, further research on molecular mechanisms involved in cancer progression are needed to find new targets for disease management. The Krüppel-like factors (KLFs) are a family of transcriptional regulators controlling several basic cellular processes, including proliferation, differentiation and migration. They have been shown to play a role in various cancer-relevant processes, in a context-dependent way.\nMETHODS: To investigate a possible role of KLF family members as prognostic biomarkers, we carried out a bioinformatic meta-analysis of ovarian transcriptome datasets in different cohorts of late-stage HGSOC patients. In vitro cellular models of HGSOC were used for functional studies exploring the role of KLF7 in disease development and progression. Finally, molecular modelling and virtual screening were performed to identify putative KLF7 inhibitors.\nRESULTS: Bioinformatic analysis highlighted KLF7 as the most significant prognostic gene, among the 17 family members. Univariate and multivariate analyses identified KLF7 as an unfavourable prognostic marker for overall survival in late-stage TCGA-OV and GSE26712 HGSOC cohorts. Functional in vitro studies demonstrated that KLF7 can play a role as oncogene, driving tumour growth and dissemination. Mechanistic targets of KLF7 included genes involved in epithelial to mesenchymal transition, and in maintaining pluripotency and self-renewal characteristics of cancer stem cells. Finally, in silico analysis provided reliable information for drug-target interaction prediction.\nCONCLUSIONS: Results from the present study provide the first evidence for an oncogenic role of KLF7 in HGSOC, suggesting it as a promising prognostic marker and therapeutic target.", "claims": [{"id": "claim-method", "statement": "Univariate and multiple Cox-regression analyses (based on gene, age, stage and residual tumor mass) for Overall Survival (OS) were performed on the eligible datasets", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33250051", "locator": "sections[3] \"KLF family expression data from publicly available databases\" paragraph 2", "quote": "Univariate and multiple Cox-regression analyses (based on gene, age, stage and residual tumor mass) for Overall Survival (OS) were performed on the eligible datasets"}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets analysed during the current study are available in the Array Express repository (https://www.ebi.ac.uk/arrayexpress/experiments/E-MTAB-386/), GEO repository (https://www.ncbi.nlm.nih.gov/geo/) and TCGA repository (https://portal.gdc.cancer.gov/).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33250051", "locator": "sections[34] \"Availability of data and materials\" paragraph 2", "quote": "The datasets analysed during the current study are available in the Array Express repository (https://www.ebi.ac.uk/arrayexpress/experiments/E-MTAB-386/), GEO repository (https://www.ncbi.nlm.nih.gov/geo/) and TCGA repository (https://portal.gdc.cancer.gov/)."}], "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:33250051"], "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:GSE26712"], "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:GSE26712"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33250051", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s13046-020-01775-9", "sha256": 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read", "asset:data:geo:GSE49997 not downloaded", "asset:data:geo:GSE49997 licence not read", "asset:data:geo:GSE9891 not downloaded", "asset:data:geo:GSE9891 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Univariate and multiple Cox-regression analyses (based on gene, age, stage and residual tumor mass) for Overall Survival (OS) were performed on the eligible datasets"}}], "targets": [], "gaps": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", 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