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Research Paper

Elevated Ras related GTP binding B (RRAGB) expression predicts poor overall survival and constructs a prognostic nomogram for colon adenocarcinoma

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Pages 4620-4632 | Received 14 Apr 2021, Accepted 13 Jul 2021, Published online: 29 Jul 2021

Figures & data

Figure 1. The expression levels of RRAGB in COAD tissues; (a) The mRNA expression levels of RRAGB in pan-cancers from the TCGA database; (b) The RRAGB mRNA expression by boxplot in COAD from TCGA (N = 39; T = 398); (c) The RRAGB mRNA expression by pairwise boxplot in COAD from TCGA (N = 39; T = 39); (d) K–M survival analysis of RRAGB in COAD from TCGA; (e) ROC curves and 1-, 3-, and 5-year AUCs of RRAGB in COAD from TCGA; (f-g) The protein expression levels of RRAGB by immunohistochemical staining from the HPA database; *P < 0.05; **P < 0.01; ***P < 0.001

Figure 1. The expression levels of RRAGB in COAD tissues; (a) The mRNA expression levels of RRAGB in pan-cancers from the TCGA database; (b) The RRAGB mRNA expression by boxplot in COAD from TCGA (N = 39; T = 398); (c) The RRAGB mRNA expression by pairwise boxplot in COAD from TCGA (N = 39; T = 39); (d) K–M survival analysis of RRAGB in COAD from TCGA; (e) ROC curves and 1-, 3-, and 5-year AUCs of RRAGB in COAD from TCGA; (f-g) The protein expression levels of RRAGB by immunohistochemical staining from the HPA database; *P < 0.05; **P < 0.01; ***P < 0.001

Figure 2. Associations between RRAGB expression and clinicopathologic variables; (a) Associations between RRAGB mRNA expression and age; (b) Associations between RRAGB mRNA expression and gender; (c) Associations between RRAGB mRNA expression and race; (d) Associations between RRAGB mRNA expression and stage; (e) Associations between RRAGB mRNA expression and T stage; (f) Associations between RRAGB mRNA expression and N stage; (g) Associations between RRAGB mRNA expression and M stage

Figure 2. Associations between RRAGB expression and clinicopathologic variables; (a) Associations between RRAGB mRNA expression and age; (b) Associations between RRAGB mRNA expression and gender; (c) Associations between RRAGB mRNA expression and race; (d) Associations between RRAGB mRNA expression and stage; (e) Associations between RRAGB mRNA expression and T stage; (f) Associations between RRAGB mRNA expression and N stage; (g) Associations between RRAGB mRNA expression and M stage

Figure 3. Univariate and multivariate cox hazard regression analyses; (a) Univariate Cox hazard regression analysis of eight clinicopathological variables (RRAGB, age, gender, race, stage, T, N, M) in COAD from TCGA dataset; (b) Multivariate Cox hazard regression analysis of eight clinicopathological variables (RRAGB, age, gender, race, stage, T, N, M) in COAD from TCGA dataset

Figure 3. Univariate and multivariate cox hazard regression analyses; (a) Univariate Cox hazard regression analysis of eight clinicopathological variables (RRAGB, age, gender, race, stage, T, N, M) in COAD from TCGA dataset; (b) Multivariate Cox hazard regression analysis of eight clinicopathological variables (RRAGB, age, gender, race, stage, T, N, M) in COAD from TCGA dataset

Table 1. Univariate and multivariate cox hazard regression analyses of COAD in TCGA

Figure 4. RRAGB based nomogram and evaluation; (a) Nomogram based on eight clinicopathological variables (RRAGB, age, gender, race, stage, T, N, M) in COAD from TCGA dataset; (b) 1-year calibration curve; (c) 3-year calibration curve; (d) 5-year calibration curve

Figure 4. RRAGB based nomogram and evaluation; (a) Nomogram based on eight clinicopathological variables (RRAGB, age, gender, race, stage, T, N, M) in COAD from TCGA dataset; (b) 1-year calibration curve; (c) 3-year calibration curve; (d) 5-year calibration curve

Table 2. C-index and 1-, 3-, 5-year AUCs of RRAGB-based nomogram

Figure 5. Gene set enrichment analysis (GSEA) results based on the RRAGB mRNA expression in COAD from TCGA dataset; (a) Significantly enriched pathway of Erbb signaling pathway; (b) Significantly enriched pathway of Insulin signaling pathway; (c) Significantly enriched pathway of Wnt signaling pathway; (d) Significantly enriched pathway of Ubiquitin mediated proteolysis; (e) Significantly enriched pathway of Basal transcription factors; (f) All of these five significantly enriched signaling pathways

Figure 5. Gene set enrichment analysis (GSEA) results based on the RRAGB mRNA expression in COAD from TCGA dataset; (a) Significantly enriched pathway of Erbb signaling pathway; (b) Significantly enriched pathway of Insulin signaling pathway; (c) Significantly enriched pathway of Wnt signaling pathway; (d) Significantly enriched pathway of Ubiquitin mediated proteolysis; (e) Significantly enriched pathway of Basal transcription factors; (f) All of these five significantly enriched signaling pathways

Table 3. Gene set enrichment analysis results

Figure 6. Associations between RRAGB and PPI network, MSI, TNB, TMB in COAD; (a) PPI network based on RRAGB expression; (b) Associations between RRAGB expression and MSI in COAD; (c) Associations between RRAGB expression and TNB in COAD; (d) Associations between RRAGB expression and TMB in COAD

Figure 6. Associations between RRAGB and PPI network, MSI, TNB, TMB in COAD; (a) PPI network based on RRAGB expression; (b) Associations between RRAGB expression and MSI in COAD; (c) Associations between RRAGB expression and TNB in COAD; (d) Associations between RRAGB expression and TMB in COAD

Figure 7. Associations between RRAGB expression and tumor immune infiltration, SCNA, tumor microenvironment in COAD; (a) Associations between RRAGB expression and tumor immune infiltration in COAD from TCGA dataset; (b) Associations between RRAGB expression and SCNA in COAD from TCGA dataset; (c) Associations between RRAGB expression and tumor microenvironment in COAD from TCGA dataset; *P < 0.05; **P < 0.05; ***P < 0.001

Figure 7. Associations between RRAGB expression and tumor immune infiltration, SCNA, tumor microenvironment in COAD; (a) Associations between RRAGB expression and tumor immune infiltration in COAD from TCGA dataset; (b) Associations between RRAGB expression and SCNA in COAD from TCGA dataset; (c) Associations between RRAGB expression and tumor microenvironment in COAD from TCGA dataset; *P < 0.05; **P < 0.05; ***P < 0.001

Figure 8. Correlations between RRAGB expression and immune checkpoint molecules, immune cells pathway, mismatch repair genes in COAD; (a) Correlations between RRAGB expression and immune checkpoint molecules in COAD from TCGA dataset; (b) Correlations between RRAGB expression and immune cells pathway in COAD from TCGA dataset; (c) Correlations between RRAGB expression and mismatch repair genes in COAD from TCGA dataset; *P < 0.05; **P < 0.05; ***P < 0.001

Figure 8. Correlations between RRAGB expression and immune checkpoint molecules, immune cells pathway, mismatch repair genes in COAD; (a) Correlations between RRAGB expression and immune checkpoint molecules in COAD from TCGA dataset; (b) Correlations between RRAGB expression and immune cells pathway in COAD from TCGA dataset; (c) Correlations between RRAGB expression and mismatch repair genes in COAD from TCGA dataset; *P < 0.05; **P < 0.05; ***P < 0.001
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Availability of data and material

All data and clinical information could be obtained from The Cancer Genome Atlas (TCGA) database (https://portal.gdc.cancer.gov/).