| Literature DB >> 25175477 |
Jens Reumert Laurberg, Jørgen Bjerggaard Jensen, Troels Schepeler, Michael Borre, Torben F Ørntoft, Lars Dyrskjøt1.
Abstract
BACKGROUND: The standard treatment for non-metastatic muscle-invasive bladder cancer (stages T2-T4a) is radical cystectomy with lymphadenectomy. However, patients undergoing cystectomy show metastatic spread in 25% of cases and these patients will have limited benefit from surgery. Identification of patients with high risk of lymph node metastasis will help select patients that may benefit from neoadjuvant and/or adjuvant chemotherapy.Entities:
Mesh:
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Year: 2014 PMID: 25175477 PMCID: PMC4164753 DOI: 10.1186/1471-2407-14-638
Source DB: PubMed Journal: BMC Cancer ISSN: 1471-2407 Impact factor: 4.430
Clinical and histopathological information for each patient used for gene expression profiling
| Patient | Gender | T-stage | N status | Relapse | Dead of Bladder cancer | Time to relapse (months) | Follow up (months) |
|---|---|---|---|---|---|---|---|
| 2211 | Man | 4a | Positive | No | No | 24 | |
| 1599 | Woman | 1 | Positive | No | No | 22 | |
| 2114 | Man | 3b | Positive | Yes | Yes | 9 | 61 |
| 2117 | Man | 3b | Positive | No | No | 11 | |
| 2130 | Man | 1 | Positive | Yes | Yes | 14 | 16 |
| 2163 | Man | 2 | Positive | No | No | 65 | |
| 2180 | Man | 3 | Positive | Yes | Yes | 18 | 30 |
| 2207 | Man | 4a | Positive | Yes | Yes | 9 | 22 |
| 2249 | Woman | 1 | Positive | Yes | Yes | 3 | 13 |
| 2237 | Woman | 2 | Positive | No | No | 31 | |
| 1956 | Man | 1 | Negative | No | No | 66 | |
| 1930 | Man | 1 | Negative | No | No | 61 | |
| 1940 | Woman | 2 | Negative | No | No | 61 | |
| 1743 | Man | 1 | Negative | Yes | Yes | 40 | 57 |
| 2036 | Man | 2 | Negative | No | No | 77 | |
| 1874 | Man | 3b | Negative | No | No | 63 | |
| 1607 | Woman | 2 | Negative | No | No | 60 | |
| 1956 | Man | 1 | Negative | No | No | 61 |
Figure 1Unsupervised hierarchical cluster analysis of all samples. Square brackets are used when the coupled tumor and metastasis cluster together. Green color represents a primary non-metastasizing tumor. Dark green represents a primary non-metastasizing tumor which later develops lymph node metastases in the abdomen. Blue color represents a primary metastasizing tumor. Red color represents a lymph node metastasis.
GSEA of published signatures in MsigDB
| Enriched in metastatic tumors | Enriched in non-metastatic tumors | |
|---|---|---|
| Extracellular function | 10 | 0 |
| Metastasis | 7 | 0 |
| Proliferation and survival | 7 | 0 |
| Hypoxia up | 1 | 0 |
| Cell signaling | 20 | 6 |
| Metabolism | 8 | 13 |
| Hypoxia down | 0 | 1 |
| Repair | 0 | 15 |
| Cell cycle | 0 | 33 |
| Others | 17 | 32 |
Figure 2Tumor heterogeneity measures. The distribution of transcripts with more than two-fold difference in tumor-metastasis pair comparisons. Two lymph node metastases were included from two patients resulting in 12 comparisons in total.
Transcripts significantly up-regulated in metastasizing tumors in both cohorts
| Non-metastatic vs metastatic tumors | Lymph node metastasis vs non-metastatic tumors | Non-metastatic vs metastatic tumors | ||||
|---|---|---|---|---|---|---|
| Transcript | p-value | FC | p-value | FC | p-value | FC |
|
| 0.0397 | 1.0967 | 0.7515 | 0.1176 | 0.0461 | 1.7263 |
|
| 0.0248 | 1.1631 |
| 1.7576 | 0.0196 | 1.7212 |
|
| 0.0287 | 1.5193 | 0.0878 | 1.1318 | 0.0055 | 1.0648 |
|
| 0.0364 | 1.6083 | 0.4593 | -0.3003 | 0.0164 | 1.0783 |
|
| 0.0051 | 1.6613 |
| 1.0262 | 0.0177 | 1.4840 |
|
| 0.0211 | 1.7592 |
| 1.8477 | 0.0149 | 1.0386 |
|
| 0.0199 | 1.7953 | 0.1975 | 0.8709 | 0.0318 | 1.1064 |
|
| 0.0242 | 2.2697 |
| 1.6563 | 0.0072 | 3.0447 |
|
| 0.0344 | 2.3131 | 0.1163 | 0.9763 | 0.0104 | 1.4558 |
|
| 0.0121 | 2.3136 |
| 3.2533 | 0.0219 | 1.5247 |
|
| 0.0044 | 3.1464 |
| 1.8611 | 0.0356 | 1.9232 |
|
| 0.0110 | 3.3621 | 0.0537 | 1.6857 | 0.0323 | 1.1616 |
FC = Log 2 fold change differences.
Bold indicates significant p-values when comparing lymph node metastasis and non-metastatic tumors.
Figure 3Differences in and expression in primary non-metastasizing tumors (PNT), primary metastasizing tumors (PMT), and lymph nodes metastases (M).
Univariate and multivariate Cox regression analysis of disease specific survival as function of molecular markers
| Univariate analysis | Multivariate analysis including EDNRA | Multivariate analysis including GEM | ||
|---|---|---|---|---|
| Nr. of patients | 368 | |||
| Median Follow-up months (range) | 62 (2–96) | |||
| Age median (range) | 64 (39–79) | HR = 1.01 (P=0.47) | ||
| Sex |
|
|
| |
| Men | 268 | |||
| Women | 100 | |||
| T-stage |
|
| HR = 1.22 (P=0.070) | |
| T1 | 43 (12%) | |||
| T2 | 129 (35%) | |||
| T3 | 146 (40%) | |||
| T4 | 50 (13%) | |||
| Lymph node metastases |
|
|
| |
| N0 | 278 (76%) | |||
| N1-3 | 89 (24%) | |||
| Grade | HR = 1.18 (P=0.78) | |||
| Low grade | 8 (2%) | |||
| High grade | 360 (98%) | |||
| EDNRA |
|
| ||
| High | 206 (76%) | |||
| Low | 65 (24%) | |||
| GEM |
| HR = 1.33 (P=0.11) | ||
| High | 173 (59%) | |||
| Low | 120 (41%) |
Values in bold indicate significant uni- and multivariate analysis (P<0.05).
Figure 4EDNRA (A) and GEM protein (B) expression in the TMA validation cohort. Top: Staining pattern of a positive and a negative core of EDNRA and GEM. Bottom: Kaplan-Meier survival curves of disease specific survival as a function of marker expression in the patient cohort.