The mRNA expression levels of GATA family members in OC.
To address the mRNA expression differences of GATA family between tumor and normal tissues in ovarian cancer, we performed an analysis using the Oncomine database. As shown in Fig. 1, ONCOMINE analysis revealed that GATA1, GATA2, GATA3, GATA4 and TRPS1 mRNA expression was significantly higher in OC than normal samples. GATA1 transcripts were 1.082 fold elevated in OC samples as compared with normal tissues in a dataset with 594 samples that derived from TCGA (the Cancer Genome Atlas) database. GATA2 was 1.211-fold elevated in OC samples as compared with normal tissues (p = 9.89E-6). GATA3 was 1.138-fold elevated in OC samples as compared with normal tissues (p = 1.48E-7). GATA4 was 1.201-fold elevated in OC samples as compared with normal tissues (p = 6.23E-5). In addition, TRPS1 was 1.269-fold elevated in OC samples as compared with normal tissues (p = 4.00E-5). We chose the probe with the highest expression fold change as the Fig. 1 display when multiple probes correspond to the same GATA family member. However, no significant difference was found in the mRNA level of other GATA members, including GATA5 (-2.311 fold change, p = 0.996) and GATA6 (-2.529 fold change, p = 1.000) between OC samples and normal controls. CCLE analysis demonstrated that although the mRNA expression levels of GATA1 and GATA2 ranked the 14th and 16th highest in OC among different cancer cell types, the expression levels of GATA1 and GATA2 in ovarian cancer cells are generally low, (shown in green frame).(Fig. 2).
Prognostic values of GATA family members in OC patients.
We respectively examined the prognostic ability of the mRNA expression of individual GATA family members in OC patients in www.Kmplot.com. Five members were significantly associated with prognosis in OC patients (Fig. 3). We chose the probe with the largest sample size as the target probe for further analysis when multiple probes correspond to the same GATA family member. We observed that high expression of GATA1, GATA2, and GATA4 were significantly correlated with better overall survival (OS), while increased GATA3 and GATA6 expression were associated with worse prognosis in OC patients. The mRNA levels of GATA5 and TRPS1 were not correlated with OS, although the expression of GATA5 (hazard ratio [HR] = 0.82 95% confidence interval [CI]: 0.67–1.00, p = 0.0551) was modestly associated with poor survival. The prognostic values of GATA family members were assessed in different pathological histology subtypes of OC, including serous and endometrioid. As shown in Table 1, high mRNA expression of GATA4 was correlated with longer OS, whereas increased GATA6 and TRPS1 mRNA expression were correlated with better OS in serous OC patients. In endometrioid OC, increased GATA6 expression was associated with better prognosis. The remaining GATA family members were not significantly associated with prognosis in serous or endometrioid OC. Simultaneously, OncoLnc analysis demonstrated that abnormal expression of GATA2 and GATA4 was correlated with OS in OC patients (Logrank P = 0.045 and 0.042). However, the expression of other GATA family members was not statistically associated with the prognosis of patients with OC (Supplemental Information. 1).
Table 1
Correlation of GATA gene expression level with overall survival in ovarian cancer patients with different pathological histology:
GATA family | Affymetrix ID | Pathological grades | Cases | HR | 95% CI | p-value |
GATA-1 | 210446_at | Serous | 1207 | 1.11 | 0.96–1.30 | 0.17 |
| | Endometrioid | 47 | 0.48 | 0.08–2.85 | 0.41 |
GATA-2 | 207954_at | Serous | 1207 | 0.86 | 0.73–1.02 | 0.075 |
| | Endometrioid | 47 | 3.51 | 0.59–21.09 | 0.14 |
GATA-3 | 209603_at | Serous | 1207 | 1.16 | 1.00-1.36 | 0.051 |
| | Endometrioid | 37 | - | - | - |
GATA-4 | 205517_at | Serous | 1207 | 0.76 | 0.64–0.91 | 0.0021 |
| | Endometrioid | 37 | 6.25 | 0.70-56.03 | 0.061 |
GATA-5 | 238095_at | Serous | 523 | 0.84 | 0.67–1.05 | 0.13 |
| | Endometrioid | 30 | 0.14 | 0.01–1.38 | 0.05 |
GATA-6 | 210002_at | Serous | 1207 | 1.43 | 1.21–1.68 | 1.5e-5 |
| | Endometrioid | 37 | 5.53 | 0.92–33.17 | 0.035 |
TRPS1 | 218502_s_at | Serous | 1104 | 1.44 | 1.25–1.67 | 5.3e-7 |
| | Endometrioid | 51 | 0.28 | 0.06–1.22 | 0.071 |
Notes: The bold values indicate that the results are statistically significant. |
Abbreviations: |
HR, hazard ratio; CI, confidence interval. |
We made further efforts to assess the relationship between individual GATA family members and other clinicopathological features, such as pathological grade (Table 2), clinical stage (Table 3), and TP53 status (Table 4) in OC patients. As shown in Table 2, high mRNA expression of GATA3 was associated with worse OS in pathological grade Ⅰ+Ⅱ OC patients. In pathological grade Ⅲ+Ⅳ OC patients, elevated mRNA expression of GATA1, GATA2 and GATA4 were associated with better OS, but high GATA5 and TRPS1 mRNA expression linked to poor OS. As shown in Table 3, only increased expression of GATA3 and GATA5 were associated with worse OS in clinical stage I patients. For clinical stage II OC patients, only high expression of GATA4 was associated with better OS. In clinical stage III OC patients, high expression of GATA2, GATA4 and GATA5 correlated with better OS; in contrast, elevated GATA6 expression were associated with worse OS. For clinical stage IV patients, high level of GATA6 was associated with worse OS. Table 4 shows that the correlation between GATA family member expression and TP53 status. High expression of GATA1, GATA2, GATA3, GATA6 and TRPS1 were associated with poor OS in OC patients harbouring mutated TP53. In contrast, increased GATA2 and GATA3 mRNA expression were linked to better prognosis, and high expression of GATA6 was associated with linked worse OS in OC patients with wild-type TP53.
Table 2
Correlation of GATA gene expression level with overall survival in ovarian cancer patients with different pathological grade
GATA family | Affymetrix ID | clinical stage | Cases | HR | 95% CI | p-value |
GATA1 | 210446_at | Ⅰ+Ⅱ | 135 | 0.68 | 0.30–1.54 | 0.36 |
| | Ⅲ+Ⅳ | 1220 | 0.76 | 0.64–0.90 | 0.0018 |
GATA2 | 207954_at | Ⅰ+Ⅱ | 135 | 0.52 | 0.22–1.20 | 0.12 |
| | Ⅲ+Ⅳ | 1220 | 0.81 | 0.69–0.96 | 0.012 |
GATA3 | 209603_at | Ⅰ+Ⅱ | 135 | 2.54 | 1.15–5.61 | 0.017 |
| | Ⅲ+Ⅳ | 1220 | 0.85 | 0.72–1.01 | 0.072 |
GATA4 | 205517_at | Ⅰ+Ⅱ | 135 | 0.65 | 0.29–1.46 | 0.29 |
| | Ⅲ+Ⅳ | 1220 | 0.82 | 0.70–0.97 | 0.018 |
GATA5 | 238095_at | Ⅰ+Ⅱ | 83 | 1.87 | 0.66–5.26 | 0.23 |
| | Ⅲ+Ⅳ | 487 | 0.80 | 0.64–1.01 | 0.056 |
GATA6 | 217728_at | Ⅰ+Ⅱ | 135 | 2.12 | 0.96–4.68 | 0.057 |
| | Ⅲ+Ⅳ | 1220 | 1.58 | 1.34–1.85 | 3.2e-8 |
TRPS1 | 218502_s_at | Ⅰ+Ⅱ | 135 | 1.87 | 0.81–4.32 | 0.14 |
| | Ⅲ+Ⅳ | 1220 | 1.18 | 1.01–1.37 | 0.035 |
Notes: The bold values indicate that the results are statistically significant. |
Abbreviations: HR, hazard ratio; CI, confidence interval. |
Table 3
Correlation of GATA gene expression level with overall survival in ovarian cancer patients with different clinical stage
GATA family | Affymetrix ID | clinical stage | Cases | HR | 95% CI | p-value |
GATA-1 | 210446_at | Ⅰ | 56 | 0.66 | 0.26–1.69 | 0.38 |
| | Ⅱ | 324 | 0.81 | 0.58–1.13 | 0.20 |
| | Ⅲ | 1015 | 0.89 | 0.74–1.07 | 0.21 |
| | Ⅳ | 20 | 0.37 | 0.10–1.35 | 0.12 |
GATA-2 | 207954_at | Ⅰ | 56 | 0.60 | 0.19–1.87 | 0.38 |
| | Ⅱ | 324 | 0.83 | 0.61–1.13 | 0.24 |
| | Ⅲ | 1015 | 0.78 | 0.65–0.94 | 0.0083 |
| | Ⅳ | 20 | 0.64 | 0.22–1.88 | 0.41 |
GATA-3 | 209603_at | Ⅰ | 56 | 7.64 | 1.01–57.67 | 0.02 |
| | Ⅱ | 324 | 1.36 | 0.98–1.89 | 0.066 |
| | Ⅲ | 1015 | 1.15 | 0.98–1.36 | 0.095 |
| | Ⅳ | 20 | 1.65 | 0.64–4.27 | 0.29 |
GATA-4 | 205517_at | Ⅰ | 74 | 4.28 | 0.55–33.2 | 0.13 |
| | Ⅱ | 61 | 0.34 | 0.11–1.03 | 0.045 |
| | Ⅲ | 1044 | 0.81 | 0.68–0.96 | 0.017 |
| | Ⅳ | 176 | 1.30 | 0.82–2.05 | 0.26 |
GATA-5 | 238095_at | Ⅰ | 41 | 4.12 | 1.30-12.99 | 0.0088 |
| | Ⅱ | 162 | 0.77 | 0.47–1.24 | 0.27 |
| | Ⅲ | 392 | 0.75 | 0.58–0.96 | 0.022 |
| | Ⅳ | 18 | - | - | - |
GATA-6 | 210002_at | Ⅰ | 56 | 1.65 | 0.63–4.31 | 0.30 |
| | Ⅱ | 324 | 1.24 | 0.89–1.72 | 0.20 |
| | Ⅲ | 1015 | 1.41 | 1.19–1.67 | 6e-05 |
| | Ⅳ | 20 | 6.38 | 1.75–23.20 | 0.0017 |
TRPS1 | 218502_s_at | Ⅰ | 56 | 1.80 | 0.70–4.66 | 0.22 |
| | Ⅱ | 324 | 1.33 | 0.98–1.80 | 0.068 |
| | Ⅲ | 1015 | 1.12 | 0.94–1.34 | 0.21 |
| | Ⅳ | 20 | 2.79 | 0.77–10.05 | 0.10 |
Notes: The bold values indicate that the results are statistically significant. |
Abbreviations: HR, hazard ratio; CI, confidence interval. |
Table 4
Correlation of GATA gene expression level with overall survival in ovarian cancer patients with different TP53 mutation status
GATA family | Affymetrix ID | TP53 mutation | Cases | HR | 95% CI | p-value |
GATA-1 | 210446_at | mutated | 506 | 1.29 | 1.01–1.64 | 0.039 |
| | wild type | 94 | 0.67 | 0.38–1.18 | 0.16 |
GATA-2 | 207954_at | mutated | 506 | 1.37 | 1.09–1.72 | 0.0065 |
| | wild type | 94 | 0.54 | 0.29–0.98 | 0.041 |
GATA-3 | 209603_at | mutated | 506 | 1.27 | 1.01–1.61 | 0.04 |
| | wild type | 94 | 0.51 | 0.29–0.91 | 0.02 |
GATA-4 | 205517_at | mutated | 506 | 1.18 | 0.92–1.52 | 0.19 |
| | wild type | 94 | 1.37 | 0.79–2.37 | 0.27 |
GATA-5 | 238095_at | mutated | 506 | 0.81 | 0.54–1.21 | 0.30 |
| | wild type | 19 | - | - | - |
GATA-6 | 210002_at | mutated | 506 | 1.49 | 1.19–1.87 | 0.00052 |
| | wild type | 94 | 2.09 | 1.18–3.71 | 0.0098 |
TRPS1 | 218502_s_at | mutated | 506 | 1.31 | 1.04–1.65 | 0.02 |
| | wild type | 94 | 0.58 | 0.33–1.02 | 0.057 |
Notes: The bold values indicate that the results are statistically significant. |
Abbreviations: HR, hazard ratio; CI, confidence interval. |
Genetic alteration and neighbor gene network of GATA family members in patients with OC
Alteration frequency of GATAs mutation in OC was analyzed by using cBioPortal. A total of 1,766 patients from four dataset of ovarian serous cystadenocarcinoma (TCGA Provisional), ovarian serous cystadenocarcinoma (TCGA, Nature 2011), ovarian serous cystadenocarcinoma (TCGA, PanCancer Atlas), ovarian serous cystadenocarcinoma (TCGA, Provisional) and Small Cell Carcinoma of the Ovary (MSKCC, Nat Genet 2014) were analyzed. Among this datasets analyzed, gene set/pathway is altered in 704 (40%) of queried samples for the gene sets submitted for analysis (Fig. 4a). The percentages of genetic alterations in GATA family members for OC varied from 4–23% for individual genes based on TCGA Provisional dataset (GATA1, 4%; GATA2,4%; GATA3,5%; GATA4,6%; GATA5,10%; GATA6,2.8% and TRPS1,23%) (Fig. 4b). Pearson correlation analysis was conducted using expression data (RNA Seq V2 RSEM) of GATA family members collected from the cBioPortal online tool for OC. The results indicated that there is a significant positive correlation among GATA2 with GATA4 and GATA5. However, GATA1 with GATA2 and GATA6 had a significant negative correlation (Fig. 4c). We then constructed the network for GATA and the 50 most frequently altered neighbor genes using the cBioPortal. The results showed that AKT1, ARNT, CA13, CA14, CA2, CA3, CA4, CA5B, CA6, CA7, CA8, CHD4, CREBBP, EDN1, EP300, GATA1, GATAD2A, GATAD2B, GIP, HDAC1, HDAC2, HDAC3, HDAC4, HES1, HEY1, HEY2, HIPK1, HIPK2, IL10, ISL1, JUN, MAML1, MAML2, MAPK1, MAPK3, MBD3, MTA2, MYB, NFATC2, NOTCH1, PAX6, PRKACA, RBBP4, RBBP7, RBPJ, SMAD3, SMAD4, TP73, WWTR1, ZFPM1 and ZFPM2 were closely associated with GATA alterations and functions(Fig. 4d). The results of Kaplan–Meier plotter and log-rank test indicated no significant difference in OS and disease-free survival (DFS) or progression-free survival (PFS) between the cases with alterations in one of the query genes and those without alterations in any query genes (P values, 0.0651 and 0.0736 respectively; Fig. 4e and 5f).
Functions enrichment analysis of GATA family members in patients with OC
The functions of GATA family members and their neighboring genes were predicted by analyzing gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) in Metascape. As shown in Fig. 5a-d and Table 5, the GO enrichment items were classified into three functional groups: biological process group, molecular function group, and cellular component group. The GATA family members and their neighboring genes were mainly enrichment in the heart development, embryonic organ development, regulation of binding, response to wounding, endocrine system development, regulation of Notch signaling pathway, muscle cell differentiation, regulation of hemopoiesis, regulation of stem cell differentiation, cardiac muscle hypertrophy, cytokine production, animal organ formation, muscle cell development, cellular response to hormone stimulus and response to heat; The molecular functions that these genes were mainly expressed in transcription regulatory region sequence-specific DNA binding, transcription factor binding and carbonate dehydratase activity; The cellular components that these genes were involve in the transcriptional repressor complex and transcription factor complex. The top 9 KEGG pathways for GATA family members and their neighboring genes are shown in Fig. 5d and Table 5. Among these pathways, the Notch signaling pathway, Th1 and Th2 cell differentiation and Hippo signaling pathway were found to relate to multiple tumor development, and it be involved in OC tumorigenesis and pathogenesis.
Table 5
Functions enrichment analysis of GATA family members in ovarian cancer patients.
GO | Category | Description | Count | % | Log10(P) | Log10(q) |
GO:0000976 | GO Molecular Functions | transcription regulatory region sequence-specific DNA binding | 31 | 54.39 | -30.16 | -25.82 |
GO:0008134 | GO Molecular Functions | transcription factor binding | 29 | 50.88 | -29.79 | -25.75 |
GO:0017053 | GO Cellular Components | transcriptional repressor complex | 16 | 28.07 | -25.93 | -22.49 |
GO:0007507 | GO Biological Processes | heart development | 24 | 42.11 | -23.46 | -20.07 |
GO:0048568 | GO Biological Processes | embryonic organ development | 22 | 38.60 | -23.18 | -19.84 |
GO:0004089 | GO Molecular Functions | carbonate dehydratase activity | 9 | 15.79 | -19.73 | -16.59 |
hsa00910 | KEGG Pathway | Nitrogen metabolism | 9 | 15.79 | -19.40 | -16.71 |
GO:0051098 | GO Biological Processes | regulation of binding | 18 | 31.58 | -18.58 | -15.58 |
GO:0009611 | GO Biological Processes | response to wounding | 21 | 36.84 | -17.75 | -14.83 |
GO:0035270 | GO Biological Processes | endocrine system development | 12 | 21.05 | -15.67 | -12.95 |
GO:0008593 | GO Biological Processes | regulation of Notch signaling pathway | 11 | 19.30 | -15.18 | -12.50 |
hsa04330 | KEGG Pathway | Notch signaling pathway | 9 | 15.79 | -14.59 | -12.20 |
GO:0042692 | GO Biological Processes | muscle cell differentiation | 15 | 26.32 | -13.90 | -11.34 |
GO:1903706 | GO Biological Processes | regulation of hemopoiesis | 15 | 26.32 | -13.32 | -10.81 |
GO:2000736 | GO Biological Processes | regulation of stem cell differentiation | 9 | 15.79 | -13.14 | -10.68 |
GO:0003300 | GO Biological Processes | cardiac muscle hypertrophy | 10 | 17.54 | -13.13 | -10.67 |
GO:0001816 | GO Biological Processes | cytokine production | 17 | 29.82 | -12.30 | -9.95 |
hsa04658 | KEGG Pathway | Th1 and Th2 cell differentiation | 9 | 15.79 | -11.91 | -9.92 |
GO:0005667 | GO Cellular Components | transcription factor complex | 13 | 22.81 | -11.56 | -9.28 |
hsa05169 | KEGG Pathway | Epstein-Barr virus infection | 10 | 17.54 | -10.21 | -8.29 |
hsa05161 | KEGG Pathway | Hepatitis B | 9 | 15.79 | -10.14 | -8.29 |
GO:0048645 | GO Biological Processes | animal organ formation | 7 | 12.28 | -9.74 | -7.59 |
GO:0055001 | GO Biological Processes | muscle cell development | 9 | 15.79 | -9.43 | -7.31 |
GO:0032870 | GO Biological Processes | cellular response to hormone stimulus | 14 | 24.56 | -9.04 | -6.98 |
GO:0009408 | GO Biological Processes | response to heat | 8 | 14.04 | -8.72 | -6.68 |
hsa05321 | KEGG Pathway | Inflammatory bowel disease (IBD) | 4 | 7.02 | -4.71 | -3.66 |
hsa04390 | KEGG Pathway | Hippo signaling pathway | 4 | 7.02 | -3.25 | -2.40 |
hsa05031 | KEGG Pathway | Amphetamine addiction | 3 | 5.26 | -3.20 | -2.37 |
hsa05418 | KEGG Pathway | Fluid shear stress and atherosclerosis | 3 | 5.26 | -2.29 | -1.57 |
Notes: The bold values indicate that the results are statistically significant. |
Abbreviations: GO, Gene Ontology; KEGG, Kyoto Encyclopedia of Genes and Genomes. |
In addition, to better understand the relationship between GATA family members and OC, we performed a Metascape protein-protein interaction (PPI) enrichment analysis and module analysis of the PPI network. The PPI network and MCODE components identified in the gene lists and shown in Fig. 6a-d. The PPI network were significantly associated with heart development, embryonic organ development and chordate embryonic development, while in three significant modules, GO term enrichment analysis of biological processes showed that the genes in these modules were mainly associated with ATP-dependent chromatin remodeling, histone deacetylation, protein deacetylation, chordate embryonic development, embryo development ending in birth or egg hatching and in utero embryonic development.