Prognostic Significance of ROR2 Expression in Patients with Urothelial Carcinoma
Abstract
:1. Introduction
2. Materials and Methods
2.1. Public Data
2.2. Patient Data and Tissues
2.3. Quantitative Real-Time PCR
2.4. Immunohistochemistry
2.5. Gene Ontology (GO) Enrichment Analysis
2.6. Statistical Analysis
3. Results
3.1. Data Mining of Significantly Altered Genes Belong to the JNK Cascade in UC Progression
3.2. Descriptive Characteristics and Association with ROR2 Status
3.3. Prognostic Significance of ROR2 Immunoexpression
3.4. GO Enrichment Analysis of ROR2 Co-Expressed Genes in UC
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Probe | Comparing MIBC vs. NMIBC | Gene Symbol | Gene Title | Biological Process | |
---|---|---|---|---|---|
Log Ratio | p-Value | ||||
204813_at | –0.9123 | 0.0024 | MAPK10 | mitogen-activated protein kinase 10 | JNK cascade, protein amino acid phosphorylation, signal transduction |
205578_at | 0.6393 | <0.0001 | ROR2 | receptor tyrosine kinase-like orphan receptor 2 | JNK cascade, Wnt receptor signaling pathway; calcium modulating pathway, cartilage condensation, cell differentiation, embryonic genitalia morphogenesis, multicellular organismal development, protein amino acid phosphorylation, signal transduction, skeletal development, somitogenesis |
214246_x_at | –0.5616 | 0.0083 | MINK1 | misshapen-like kinase 1 (zebrafish) | JNK cascade, multicellular organismal development, negative thymic T cell selection, protein amino acid phosphorylation, protein kinase cascade, response to stress |
218311_at | –0.5919 | 0.0072 | MAP4K3 | mitogen-activated protein kinase kinase kinase kinase 3 | JNK cascade, protein amino acid phosphorylation, protein kinase cascade, response to stress |
227850_x_at | –1.6026 | <0.0001 | CDC42EP5 | CDC42 effector protein (Rho GTPase binding) 5 | JNK cascade, Rho protein signal transduction, positive regulation of actin filament polymerization, positive regulation of pseudopodium formation, regulation of cell shape |
230100_x_at | –0.6927 | 0.0011 | PAK1 | p21/Cdc42/Rac1-activated kinase 1 (STE20 homolog; yeast) | ER-nuclear signaling pathway, JNK cascade, apoptosis, cytoskeleton organization and biogenesis, dendrite development, protein amino acid phosphorylation |
Parameter | Category | Upper Urinary Tract Urothelial Carcinoma | Urinary Bladder Urothelial Carcinoma | ||||||
---|---|---|---|---|---|---|---|---|---|
Case No. | ROR2 Expression | p-Value | Case No. | ROR2 Expression | p-Value | ||||
Low | High | Low | High | ||||||
Gender | Male | 158 | 71 | 87 | 0.082 | 216 | 110 | 106 | 0.534 |
Female | 182 | 99 | 83 | 79 | 37 | 42 | |||
Age (years) | <65 | 138 | 69 | 69 | 1.000 | 121 | 59 | 62 | 0.759 |
≥65 | 202 | 101 | 101 | 174 | 88 | 86 | |||
Tumor location | Renal pelvis | 141 | 63 | 78 | 0.232 | - | - | - | - |
Ureter | 150 | 82 | 68 | - | - | - | - | ||
Renal pelvis & ureter | 49 | 25 | 24 | - | - | - | - | ||
Multifocality | Single | 278 | 137 | 141 | 0.574 | - | - | - | - |
Multifocal | 62 | 33 | 29 | - | - | - | - | ||
Primary tumor (T) | Ta | 89 | 57 | 32 | <0.001 * | 84 | 56 | 28 | <0.001 * |
T1 | 92 | 54 | 38 | 88 | 43 | 45 | |||
T2–T4 | 159 | 59 | 100 | 123 | 48 | 75 | |||
Nodal metastasis | Negative (N0) | 312 | 165 | 147 | <0.001 * | 266 | 136 | 130 | 0.177 |
Positive (N1–N2) | 28 | 5 | 23 | 29 | 11 | 18 | |||
Histological grade | Low grade | 56 | 37 | 19 | 0.008 * | 56 | 40 | 16 | <0.001 * |
High grade | 284 | 133 | 151 | 239 | 107 | 132 | |||
Vascular invasion | Absent | 234 | 138 | 96 | <0.001 * | 246 | 129 | 117 | 0.045 * |
Present | 106 | 32 | 74 | 49 | 18 | 31 | |||
Perineural invasion | Absent | 321 | 162 | 159 | 0.479 | 275 | 139 | 136 | 0.362 |
Present | 19 | 8 | 11 | 20 | 8 | 12 | |||
Mitotic rate (per 10 high power fields) | <10 | 173 | 92 | 81 | 0.233 | 139 | 71 | 68 | 0.686 |
≥10 | 167 | 78 | 89 | 156 | 76 | 80 |
Parameter | Category | Case No. | Disease-Specific Survival | Metastasis-Free Survival | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Univariate Analysis | Multivariate Analysis | Univariate Analysis | Multivariate Analysis | |||||||||
No. of Event | p-Value | R.R. | 95% CI | p-Value | No. of Event | p-Value | R.R. | 95% CI | p-Value | |||
Gender | Male | 158 | 28 | 0.8286 | - | - | - | 32 | 0.7904 | - | - | - |
Female | 182 | 33 | - | - | - | 38 | - | - | - | |||
Age (years) | <65 | 138 | 26 | 0.9943 | - | - | - | 30 | 0.8470 | - | - | - |
≥65 | 202 | 35 | - | - | - | 40 | - | - | - | |||
Tumor side | Right | 177 | 34 | 0.7366 | - | - | - | 38 | 0.3074 | - | - | - |
Left | 154 | 26 | - | - | - | 32 | - | - | - | |||
Bilateral | 9 | 1 | - | - | - | 0 | - | - | - | |||
Tumor location | Renal pelvis | 141 | 24 | 0.0079 * | 1 | - | 0.934 | 31 | 0.0659 | - | - | - |
Ureter | 150 | 22 | 0.864 | 0.467–1.601 | 25 | - | - | - | ||||
Renal pelvis& ureter | 49 | 15 | 1.430 | 0.392–5.215 | 14 | - | - | - | ||||
Multifocality | Single | 273 | 48 | 0.0026 * | 1 | - | 0.005 * | 52 | 0.0127 * | 1 | - | <0.001 * |
Multifocal | 62 | 18 | 3.026 | 1.400–6.539 | 18 | 2.897 | 1.657–5.065 | |||||
Primary tumor (T) | Ta | 89 | 2 | <0.0001 * | 1 | - | 0.035 * | 4 | <0.0001 * | 1 | - | 0.037 * |
T1 | 92 | 9 | 4.810 | 1.009–22.935 | 15 | 4.390 | 1.403–13.739 | |||||
T2–T4 | 159 | 50 | 5.640 | 1.223–26.013 | 51 | 2.990 | 0.920–9.723 | |||||
Nodal metastasis | Negative (N0) | 312 | 42 | <0.0001 * | 1 | - | <0.001 * | 55 | <0.0001 * | 1 | - | 0.010 * |
Positive (N1-N2) | 28 | 19 | 4.062 | 2.187–7.535 | 15 | 2.262 | 1.217–4.205 | |||||
Histological grade | Low grade | 56 | 4 | 0.0215 * | 1 | - | 0.052 | 3 | 0.0027 * | 1 | - | 0.265 |
High grade | 284 | 57 | 2.701 | 0.933–7.348 | 67 | 1.592 | 0.703–3.606 | |||||
Vascular invasion | Absent | 234 | 24 | <0.0001 * | 1 | - | 0.309 | 26 | <0.0001 * | 1 | - | 0.016 * |
Present | 106 | 37 | 1.371 | 0.746–2.518 | 44 | 2.186 | 1.156–4.132 | |||||
Perineural invasion | Absent | 321 | 50 | <0.0001 * | 1 | - | <0.001 * | 61 | <0.0001 * | 1 | - | 0.001 * |
Present | 19 | 11 | 4.753 | 2.274–9.931 | 9 | 3.634 | 1.706–7.740 | |||||
Mitotic rate (per 10 high power fields) | <10 | 173 | 27 | 0.167 | - | - | 30 | 0.0823 | - | - | ||
≥10 | 167 | 34 | - | - | 40 | - | - | |||||
ROR2 expression | Low | 170 | 11 | <0.0001 * | 1 | - | 0.001 * | 9 | <0.0001 * | 1 | - | <0.001 * |
High | 170 | 45 | 3.302 | 1.621–6.727 | 61 | 6.691 | 3.181–14.075 |
Parameter | Category | Case No. | Disease-Specific Survival | Metastasis-Free Survival | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Univariate Analysis | Multivariate Analysis | Univariate Analysis | Multivariate Analysis | |||||||||
No. of Event | p-Value | R.R. | 95% CI | p-Value | No. of Event | p-Value | R.R. | 95% CI | p-Value | |||
Gender | Male | 216 | 41 | 0.4446 | - | - | - | 60 | 0.2720 | - | - | - |
Female | 79 | 11 | - | - | - | 16 | - | - | - | |||
Age (years) | <65 | 121 | 17 | 0.1136 | - | - | - | 31 | 0.6875 | - | - | - |
≥65 | 174 | 35 | - | - | - | 45 | - | - | - | |||
Primary tumor (T) | Ta | 84 | 1 | <0.0001 * | 1 | - | <0.001 * | 4 | <0.0001 * | 1 | - | 0.001 * |
T1 | 88 | 9 | 5.708 | 0.612–53.214 | 23 | 4.603 | 1.317–16.085 | |||||
T2–T4 | 123 | 42 | 24.526 | 2.818–213.432 | 49 | 7.448 | 2.182–25.426 | |||||
Nodal metastasis | Negative (N0) | 266 | 41 | 0.0002 * | 1 | - | 0.194 | 61 | <0.0001 * | 1 | - | 0.167 |
Positive (N1–N2) | 29 | 11 | 1.602 | 0.787–3.263 | 15 | 2.108 | 1.132–3.925 | |||||
Histological grade | Low grade | 56 | 2 | 0.0013 * | 1 | - | 0.969 | 5 | 0.0007 * | 1 | - | 0.614 |
High grade | 239 | 50 | 0.970 | 0.211–4.462 | 71 | 1.031 | 0.365–2.910 | |||||
Vascular invasion | Absent | 246 | 37 | 0.0024 * | 1 | - | 0.136 | 54 | 0.0001 * | 1 | - | 0.928 |
Present | 49 | 15 | 0.581 | 0.285–1.187 | 22 | 0.935 | 0.507–1.724 | |||||
Perineural invasion | Absent | 275 | 44 | 0.0001 * | 1 | - | 0.067 | 66 | 0.0007 * | 1 | - | 0.326 |
Present | 20 | 8 | 2.226 | 0.946–5.240 | 10 | 1.472 | 0.691–3.136 | |||||
Mitotic rate (per 10 high power fields) | <10 | 139 | 12 | <0.0001 * | 1 | - | 0.013 * | 23 | <0.0001 * | 1 | - | 0.012 * |
≥10 | 156 | 40 | 2.381 | 1.198–4.732 | 53 | 1.967 | 1.162–3.329 | |||||
ROR2 expression | Low | 147 | 9 | <0.0001 * | 1 | - | 0.013 * | 19 | <0.0001 * | 1 | - | <0.001 * |
High | 148 | 43 | 2.166 | 1.178–3.983 | 57 | 2.786 | 1.646–4.714 |
Parameter | Category | Case No. | Bladder Recurrence-Free Survival | ||||
---|---|---|---|---|---|---|---|
Univariate Analysis | Multivariate Analysis | ||||||
No. of Event | p-Value | R.R. | 95% CI | p-Value | |||
Gender | Male | 125 | 46 | 0.3370 | - | - | - |
Female | 47 | 19 | - | - | - | ||
Age (years) | <65 | 70 | 30 | 0.3857 | - | - | - |
≥65 | 102 | 35 | - | - | - | ||
Primary tumor (T) | Ta | 84 | 27 | 0.0193 * | 1 | - | 0.765 |
T1 | 88 | 38 | 1.098 | 0.597–2.019 | |||
Histological grade | Low grade | 54 | 15 | 0.0101 * | 1 | - | 0.261 |
High grade | 118 | 50 | 1.513 | 0.735–3.115 | |||
Vascular invasion | Absent | 171 | 65 | 0.6639 | - | - | - |
Present | 1 | 0 | - | - | - | ||
Perineural invasion | Absent | 169 | 64 | 0.4725 | - | - | - |
Present | 3 | 1 | - | - | - | ||
Mitotic rate (per 10 high power fields) | <10 | 94 | 35 | 0.1853 | - | - | - |
≥10 | 78 | 30 | - | - | - | ||
ROR2 expression | Low | 99 | 20 | <0.0001 * | 1 | - | <0.001 * |
High | 73 | 45 | 3.033 | 1.758–5.233 |
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Yeh, C.-F.; Chan, T.-C.; Ke, H.-L.; Chen, T.-J.; Wu, L.-C.; Lee, H.-Y.; Wei, Y.-C.; Wu, W.-J.; Li, C.-F.; Li, W.-M. Prognostic Significance of ROR2 Expression in Patients with Urothelial Carcinoma. Biomedicines 2021, 9, 1054. https://doi.org/10.3390/biomedicines9081054
Yeh C-F, Chan T-C, Ke H-L, Chen T-J, Wu L-C, Lee H-Y, Wei Y-C, Wu W-J, Li C-F, Li W-M. Prognostic Significance of ROR2 Expression in Patients with Urothelial Carcinoma. Biomedicines. 2021; 9(8):1054. https://doi.org/10.3390/biomedicines9081054
Chicago/Turabian StyleYeh, Cheng-Fa, Ti-Chun Chan, Hung-Lung Ke, Tzu-Ju Chen, Li-Ching Wu, Hsiang-Ying Lee, Yu-Ching Wei, Wen-Jeng Wu, Chien-Feng Li, and Wei-Ming Li. 2021. "Prognostic Significance of ROR2 Expression in Patients with Urothelial Carcinoma" Biomedicines 9, no. 8: 1054. https://doi.org/10.3390/biomedicines9081054
APA StyleYeh, C. -F., Chan, T. -C., Ke, H. -L., Chen, T. -J., Wu, L. -C., Lee, H. -Y., Wei, Y. -C., Wu, W. -J., Li, C. -F., & Li, W. -M. (2021). Prognostic Significance of ROR2 Expression in Patients with Urothelial Carcinoma. Biomedicines, 9(8), 1054. https://doi.org/10.3390/biomedicines9081054