3.1. CLDN mRNA and protein expression in patients with OC.
We analyzed the mRNA expression of the CLDNs in OCs compared to normal ovarian tissues by using GEPIA database,CLDN1/3/4/6/7/9/10/16 were highly expressed in OCs (p<0.05), however, CLDN5 and CLDN11 were low expressed in OCs (p<0.05)(Figure 1A-J).With available immunohistochemical staining by HPA, we estimated the CLDNs protein expression between NOS and normal ovary(Figure 2).The immunohistochemical staining images other than CLDN6 and CLDN9 cannot be obtained in the HPA,other CLDN protein images are available.CLDN1/3/4/7/16 were overexpressed in NOS tissues compared to normal ovarian tissues;CLDN3/4/7/16 showed negative staining in normal ovarian tissues.
3.2 survival analysis of CLDNs in patients with OC.
Further,we analyzed the effect of CLDNs mRNA expression on the prognosis of patients by KM plotter.The results revealed that CLDN3/4/10/16 were prominently associated with OC patients` OS and PFS.The results also showed that CLDN1,CLDN6 and CLDN7 were significantly related to PFS of women with OC.The expression level of CLDN5,CLDN9 and CLDN11 had no correlation with prognosis of OC patients(Figure 3 a-t).
The prognostic impact of CLDN1 mRNA was assessed(Figures 3(a) and 3(b),and Table S1). The up-regulation of CLDN1 was associated with worsen PFS in all OCs, serous OCs,clinical stage III+IV,pathological grade 2,TP53 mutated patients.Additionally,the up-regulation of CLDN1 mRNA indicated worse OS in patients received taxol,and worse PFS in patients treated with taxol ,platin and taxol+platin chemotherapy.
We found that up-regulation of CLDN3 was linked to worsen OS and PFS of patients with all OCs and TP53 wild type;In addition,serous histologyical type and receiving platin chemotherapy OC patients who had worse PFS,and the OC patients with clinical stage III+IV and receiving taxol chemotherapy had worse OS. (Figures 3(c) and 3(d) and Table 1)
Table 1. The prognostic value of the CLDN3 mRNA expression in ovarian cancer
|
Cases
|
Overall survival
HR (95% CI)
|
p value
|
Cases
|
Progression-free survival
HR (95% CI)
|
p value
|
Histology
|
|
|
|
|
|
|
All ovarian cancers
|
1656
|
1.14(1-1.3)
|
0.045*
|
1435
|
1.16(1-1.33)
|
0.043*
|
Serous OC
|
1207
|
1.15(0.99-1.34)
|
0.065
|
1104
|
1.2(1.03-1.4)
|
0.019*
|
Endometrioid OC
|
37
|
3.03(0.5-18.16)
|
0.2
|
51
|
2.94(0.67-12.77)
|
0.13
|
Clinical stage
|
|
|
|
|
|
|
I+II
|
135
|
0.52(0.24-1.12)
|
0.09
|
163
|
0.64(0.35-1.18)
|
0.15
|
III+IV
|
1220
|
1.19(1.02-1.39)
|
0.023*
|
1081
|
1.11(0.95-1.3)
|
0.2
|
Pathological grades
|
|
|
|
|
|
|
1
|
56
|
0.52(0.2-1.33)
|
0.16
|
37
|
1.87(0.41-8.46)
|
0.41
|
2
|
324
|
1.14(0.84-1.54)
|
0.4
|
256
|
1.11(0.8-1.54)
|
0.52
|
3
|
1015
|
1.11(0.94-1.32)
|
0.21
|
837
|
1.15(0.96-1.38)
|
0.12
|
TP53
|
|
|
|
|
|
|
mutated
|
506
|
1.21(0.95-1.56)
|
0.13
|
483
|
1.25(0.99-1.58)
|
0.055
|
Wild type
|
94
|
0.55(0.31-0.97)
|
0.037*
|
84
|
0.47(0.27-0.81)
|
0.0054**
|
Chemotherapy
|
|
|
|
|
|
|
taxol
|
793
|
1.26(1.01-1.57)
|
0.041*
|
715
|
1.1(0.91-1.32)
|
0.33
|
platin
|
1409
|
1.14(0.99-1.31)
|
0.072
|
1259
|
1.17(1.02-1.36)
|
0.03*
|
taxol+platin
|
776
|
1.22(0.99-1.51)
|
0.066
|
698
|
1.11(0.92-1.34)
|
0.29
|
*p<0.05;**p<0.01;***p<0.001;****p<0.0001
The prognostic impact of CLDN4 was assessed(Figures 3(e) and 3(f) and Table 2). over- expressed CLDN4 was related to worsen OS and PFS of patients with all OCs, serous OCs,clinical stage III+IV,pathological grade 3,TP53 mutated and receiving taxol,platin and taxol+platin chemotherapy regimens.Elevated CLDN4 also showed OC patients with worse OS in histological grade 2 and worse PFS in histological grade 1.
Table 2. The prognostic value of the CLDN4 mRNA expression in ovarian cancer
|
Cases
|
Overall survival
HR (95% CI)
|
p value
|
Cases
|
Progression-free survival
HR (95% CI)
|
p value
|
Histology
|
|
|
|
|
|
|
All ovarian cancers
|
1656
|
1.34(1.18-1.54)
|
1.2e-05****
|
1435
|
1.22(1.06-1.41)
|
0.0047**
|
Serous OC
|
1207
|
1.35(1.15-1.59)
|
3e-04***
|
1104
|
1.46(1.24-1.72)
|
3.5e-06****
|
Endometrioid OC
|
37
|
4.75(0.79-28.46)
|
0.06
|
51
|
2.18(0.86-5.55)
|
0.092
|
Clinical stage
|
|
|
|
|
|
|
I+II
|
135
|
0.51(0.23-1.13)
|
0.089
|
163
|
1.25(0.7-2.25)
|
0.45
|
III+IV
|
1220
|
1.38(1.18-1.61)
|
4.8e-05****
|
1081
|
1.41(1.21-1.65)
|
1.2e-05****
|
Pathological grades
|
|
|
|
|
|
|
1
|
56
|
0.71(0.25-2.04)
|
0.53
|
37
|
3.71(1.23-11.2)
|
0.013*
|
2
|
324
|
1.7(1.25-2.31)
|
0.00062***
|
256
|
1.39(0.99-1.94)
|
0.054
|
3
|
1015
|
1.35(1.14-1.61)
|
0.00063***
|
837
|
1.38(1.15-1.66)
|
0.00061***
|
TP53
|
|
|
|
|
|
|
mutated
|
506
|
1.45(1.13-1.84)
|
0.0027**
|
483
|
1.93(1.52-2.46)
|
4.9e-08****
|
Wild type
|
94
|
0.76(0.44-1.32)
|
0.32
|
84
|
1.25(0.74-2.11)
|
0.4
|
Chemotherapy
|
|
|
|
|
|
|
taxol
|
793
|
1.34(1.11-1.62)
|
0.0023**
|
715
|
1.3(1.08-1.57)
|
0.006**
|
platin
|
1409
|
1.38(1.19-1.59)
|
1.2e-05****
|
1259
|
1.27(1.1-1.46)
|
0.00095***
|
taxol+platin
|
776
|
1.33(1.1-1.62)
|
0.0033**
|
698
|
1.31(1.09-1.59)
|
0.005**
|
*p<0.05;**p<0.01;***p<0.001;****p<0.0001
We explored the effect of CLDN5 mRNA on prognosis of OC patients(Figures 3(g) and 3(h) and Table S2).The OC patients with pathological grade 3 and TP53 wild type had worse OS.High expression of CLDN5 was related to worsen PFS of patients with serous OCs,pathological grade 1 and TP53 mutated.
The prognostic impact of CLDN6 was estimated(Figures 3(i) and 3(j) and Table S3). Elevated CLDN6 mRNA was associated to worsen OS of OC women with endometrioid Histological subtype,pathological grade 2 and receiving platin chemotherapeutic treatment.Up-regulation of CLDN6 also showed worse PFS in OC patients with all OCs,serous OCs,endometrioid OCs,all clinical stages,pathological grade 2/3,all TP53 states,receiving taxol,platin and taxol+platin chemotherapeutic treatments.
Next,we evaluated the prognostic effect of CLDN7 mRNA on OC patients(Figures 3(k) and 3(l) and Table S4).The Endometrioid histology and all clinical stages were related to OC patients` worse OS.Overexpression of CLDN7 was related to worse PFS of patients with all OCs,pathological grade 3 and all TP53 states.
Further,we assessed the impact of CLDN9 mRNA on prognosis of OC women(Figures 3(m) and 3(n) and Table S5).The patients with TP53 mutation had worse OS,and with serous,endometrioid OCs,all clinical stages,pathological grades 2/3 and all TP53 states had worse PFS.
The prognostic effect of CLDN10 mRNA was also estimated(Figures 3(o) and 3(p) and Table 3).The up-regulation of CLDN10 was linked to worsen OS and PFS of patients with all OCs,serous OCs,TP53 wild type and receiving platin chemotherapy.Up-regulation of CLDN10 also showed worse OS in women with clinical stage III+IV,pathological grade 1/3,and worse PFS in patients with TP53 mutation.
Table 3. The prognostic value of the CLDN10 mRNA expression in ovarian cancer
|
Cases
|
Overall survival
HR (95% CI)
|
p value
|
Cases
|
Progression-free survival
HR (95% CI)
|
p value
|
Histology
|
|
|
|
|
|
|
All ovarian cancers
|
1656
|
0.73(0.64-0.83)
|
1.6e-06****
|
1435
|
0.83(0.73-0.95)
|
0.0067**
|
Serous OC
|
1207
|
0.76(0.65-0.89)
|
0.00045***
|
1104
|
0.83(0.72-0.96)
|
0.013*
|
Endometrioid OC
|
37
|
0.23(0.04-1.36)
|
0.076
|
51
|
2.31(0.86-6.15)
|
0.086
|
Clinical stage
|
|
|
|
|
|
|
I+II
|
135
|
0.59(0.26-1.33)
|
0.2
|
163
|
0.54(0.29-1.01)
|
0.05
|
III+IV
|
1220
|
0.81(0.7-0.94)
|
0.0051**
|
1081
|
0.91(0.79-1.05)
|
0.19
|
Pathological grades
|
|
|
|
|
|
|
1
|
56
|
0.35(0.13-0.9)
|
0.023*
|
37
|
-
|
0.0075
|
2
|
324
|
0.75(0.55-1.03)
|
0.078
|
256
|
0.74(0.54-1.02)
|
0.061
|
3
|
1015
|
0.72(0.61-0.85)
|
8.7e-05****
|
837
|
0.9(0.75-1.07)
|
0.22
|
TP53
|
|
|
|
|
|
|
mutated
|
506
|
0.86(0.69-1.08)
|
0.21
|
483
|
1.36(1.07-1.74)
|
0.013*
|
Wild type
|
94
|
0.56(0.32-0.99)
|
0.044*
|
84
|
0.53(0.3-0.94)
|
0.028*
|
Chemotherapy
|
|
|
|
|
|
|
taxol
|
793
|
0.83(0.68-1.02)
|
0.07
|
715
|
1.17(0.97-1.42)
|
0.11
|
platin
|
1409
|
0.75(0.65-0.87)
|
7.4e-05****
|
1259
|
0.85(0.74-0.98)
|
0.021*
|
taxol+platin
|
776
|
0.83(0.67-1.01)
|
0.063
|
698
|
1.15(0.95-1.4)
|
0.15
|
*p<0.05;**p<0.01;***p<0.001;****p<0.0001
Then,we estimated the impact of CLDN11 mRNA on prognosis of OC patients(Figures 3(q) and 3(r) and Table S6).Elevated CLDN11 was related to worse OS of patients with clinical stage III+IV.Up-regulation of CLDN11 was associated with worse PFS of patients with serous OCs,all clinical stages,pathological grade 3,all TP53 states and receiving platin chemotherapy.
Finally,we evaluated the prognostic impact of CLDN16 mRNA on OC patients(Figures 3(s) and 3(t) and Table 4).All OCs,taxol ,platin and taxol+platin chemotherapeutic treatments were linked to OC patients` worsen OS and PFS.The OC women with pathological grade 1 and TP53 mutated had worse OS,and with endometrioid OC,Clinical stage I+II and pathological grade 3 had worse PFS.
Table 4. The prognostic value of the CLDN16 mRNA expression in ovarian cancer
|
Cases
|
Overall survival
HR (95% CI)
|
p value
|
Cases
|
Progression-free survival
HR (95% CI)
|
p value
|
Histology
|
|
|
|
|
|
|
All ovarian cancers
|
1656
|
1.16(1.02-1.32)
|
0.02*
|
1435
|
1.33(1.17-1.51)
|
8.3e-06****
|
Serous OC
|
1207
|
0.93(0.79-1.08)
|
0.33
|
1104
|
1.11(0.96-1.29)
|
0.15
|
Endometrioid OC
|
37
|
0.42(0.07-2.51)
|
0.33
|
51
|
3.75(1.47-9.54)
|
0.003**
|
Clinical stage
|
|
|
|
|
|
|
I+II
|
135
|
1.93(0.88-4.22)
|
0.094
|
163
|
2.08(1.17-3.68)
|
0.01*
|
III+IV
|
1220
|
1.08(0.93-1.25)
|
0.34
|
1081
|
0.94(0.81-1.1)
|
0.45
|
Pathological grades
|
|
|
|
|
|
|
1
|
56
|
2.85(1.07-7.56)
|
0.028*
|
37
|
20.34(2.61-158.19)
|
6.2e-05
|
2
|
324
|
1.33(0.97-1.82)
|
0.077
|
256
|
1.35(0.96-1.9)
|
0.084
|
3
|
1015
|
0.87(0.74-1.03)
|
0.11
|
837
|
1.2(1.01-1.43)
|
0.042*
|
TP53
|
|
|
|
|
|
|
mutated
|
506
|
0.76(0.59-0.97)
|
0.028*
|
483
|
0.84(0.65-1.07)
|
0.16
|
Wild type
|
94
|
1.26(0.72-2.22)
|
0.41
|
84
|
0.68(0.4-1.16)
|
0.15
|
Chemotherapy
|
|
|
|
|
|
|
taxol
|
793
|
1.32(1.06-1.64)
|
0.012*
|
715
|
1.23(1.03-1.48)
|
0.023*
|
platin
|
1409
|
1.2(1.04-1.38)
|
0.012*
|
1259
|
1.23(1.08-1.41)
|
0.0015**
|
taxol+platin
|
776
|
1.32(1.06-1.64)
|
0.014*
|
698
|
1.25(1.04-1.51)
|
0.016*
|
*p<0.05;**p<0.01;***p<0.001;****p<0.0001
3.3 Prediction of the PPI networks of CLDNs
Next, we used STRING to reveal the potential interactions of CLDNs family members in the protein-protein interaction (PPI) network.Perhaps most exciting discovery was that ten claudins protein-protein interacting with each other that were obtained by nodes and edges (Figure. 4A). Claudins protein family may act as nodes with eminent mutual connectivity in the PPI network,therefore, we believed that quantitative and systematic analysis of claudins protein as a whole complex was highly necessary.
3.4 GO enrichment analysis and KEGG pathways of CLDNs
To obtain comprehensive biological properties of ten CLDNs, the enrichment analysis of GO functions and KEGG signal pathways were performed through Metascape and Kobas (KEGG ontology based annotation system) database.The results of KEGG pathway enrichment analysis by using Kobas database demonstrated that TOP5 pathways of CLDNs included Leukocyte transendothelial migration,Cell adhesion molecules(CAMs),Hepatitis C,Tight junction,Pathogenic escherichia coli infection(Figure 4B).The GO enrichment analysis showed that CLDNs differentially enriched in biological adhesion,cellular process,positive regulation of biological process,multicellular organismal process,viral process,biological process involved in interspecies interaction between organisms,response to stimulus,locomotion,localization(Figure 4C).Both KEGG and GO results revealed the CLDNs played important roles in the functions of tumor metastasis,immune response process and cellular adhesion process in ovarian cancer.
3.5 Analysis of genetic alterations of CLDNs
With the cBioPortal open tool for OC cohort in TCGA to analyze the CLDNs alterations and correlations, we found that different genetic alterations of CLDNs comprised 1.37%(8 cases) mutation,31.16%(182 cases) amplification,0.17%(1 case) structural variant,1.37%(8 cases) deep deletion,0.51%(3 cases) multiple alterations. CLDNs were changed in 202 specimens out of 584 OC women(35%).CLDN11(24%) was the most frequently altered genes in the all CLDN family members,including amplification and missense mutation.CLDN16(15%) was the second most frequently altered genes and also included amplification and missense mutations. Amplification was the most frequent gene alteration of CLDN1(15%)(Figure 5).
3.6 mRNA high-throughput sequencing verified CLDN3/4/7 may be useful markers in OC
By mRNA high-throughput sequencing,the results showed that CLDN3, CLDN4 and CLDN7 were indeed significantly highly expressed top genes in ovarian cancer, which was consistent with the prediction results of the previous databases(Figure 6A).Other significantly elevated genes in OC included RUNX1,NLRP3,EBI3,TLR7 and et al,which may be used as potential marker genes(Figure 6C).The results of Gene sets enrichment analysis of KEGG pathways showed that differential gene sets were mainly related to tight junction pathway(Figure 6B).In addition,Gene sets enrichment analysis of GO functions demonstrated that capital GO enrichment in the biological process(BP) including epithelial cell differentiation,epithelium development,antimicrobial humoral response,FC epsilon receptor(FcεR) signaling pathway,immunoglobulin production,cell fate commitment(Figure 6D)